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https://akka.io:
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https://akomljen.com/kubernetes-backup-and-restore-with-velero:
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https://analyticsindiamag.com/top-tools-for-enabling-ci-cd-in-ml-pipelines:
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  description: ''
  year: '2021'
  stars: 3
  ai_summary: Evaluates prominent orchestration and CI/CD tools targeted at ML pipelines,
    comparing systems like Jenkins, GitHub Actions, and specialized MLOps runners.
    Discusses the fundamental differences between traditional software compilation
    and ML pipelines that require data versioning and model validation.
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  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://anchore.com:
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  description: ''
  year: '2026'
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  ai_summary: The main enterprise platform hub of Anchore. Provides automated Software
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  hierarchy:
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https://anchore.com/cicd:
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  stars: 0
  ai_summary: Discusses integrating Anchore container security gates directly within
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  hierarchy:
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https://anchore.com/kubernetes:
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  description: ''
  year: '2024'
  stars: 0
  ai_summary: An architectural guide analyzing the integration of Anchore's container
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  hierarchy:
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https://andara88.it.com:
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    (SonarQube)'
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  year: '2022'
  stars: 4
  ai_summary: Examines integrating SonarQube static analysis into Selenium automation
    codebases to ensure high structural quality, maintainability, and clean code practices.
    Focuses on identifying code smells, security vulnerabilities, duplicate code segments,
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  hierarchy:
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  - '[ENTERPRISE-STABLE]'
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  youtube_mosaic: {}
https://anderfernandez.com/blog/automatizar-script-python-google-cloud:
  title: 'anderfernandez.com: Cómo automatizar un script de Python en Google Cloud'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A step-by-step developer tutorial demonstrating execution of Python
    automation workflows inside Google Cloud. Reviews orchestration using Cloud Scheduler,
    Cloud Functions, and Compute Engine to automate data extraction, scraping, and
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  hierarchy:
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? https://andrewlock.net/deploying-asp-net-core-applications-to-kubernetes-part-6-adding-health-checks-with-liveness-readiness-and-startup-probes
: title: 'andrewlock.net: Deploying ASP.NET Core applications to Kubernetes - Part
    6 - Adding health checks with Liveness, Readiness, and Startup probes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: 'Detailed technical guide on implementing Liveness, Readiness, and Startup
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    - Explains mapping the ASP.NET Core Health Checks middleware directly to K8s probes.

    - Explains how to leverage Startup probes to delay subsequent Liveness checks
    and prevent boot loops.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Workload Management
  - Application Lifecycle
  - Probes & Health Checks
  - ASP.NET Core Implementation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://andrewlock.net/deploying-asp-net-core-applications-to-kubernetes-part-7-running-database-migrations:
  title: "andrewlock.net: Running database migrations when deploying to Kubernetes
    \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A detailed deployment blueprint focusing on the execution of schema
    migrations within ASP.NET Core and relational databases inside Kubernetes. Critically
    compares using Kubernetes Jobs, Init Containers, and application bootstrap processes
    for migrations.
  language: English
  resource_type: Technical Guide
  complexity: Intermediate
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  status: online
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  hierarchy:
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  tags:
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https://andrewlock.net/installing-docker-desktop-for-windows:
  title: 'andrewlock.net: Installing Docker Desktop for Windows and WSL 2'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: This architectural guide explains the setup and performance considerations
    of running Docker Desktop on Windows utilizing Windows Subsystem for Linux (WSL
    2). It unpacks how the WSL 2 integration eliminates hypervisor overhead, resulting
    in significantly faster file-system lookups and reduced memory footprints. It
    is a vital resource for Windows-based developers transitioning to cloud-native,
    Linux-centric container environments.
  language: Markdown
  resource_type: Article
  complexity: Low
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  status: online
  addition_method: manual
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  - docker.md
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https://andrewlock.net/series/deploying-asp-net-core-applications-to-kubernetes:
  title: "andrewlock.net: Series: Deploying ASP.NET Core applications to Kubernetes
    with Helm \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A comprehensive deep-dive tutorial series on orchestrating .NET applications
    inside Kubernetes using Helm. Analyzes templating, YAML manifests, dependency
    injections, dynamic secret handling, and values customization patterns.
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  resource_type: Tutorial
  complexity: Advanced
  is_microservice: true
  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
  - Cloud Infrastructure & Orchestration
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  tags:
  - '[COMMUNITY-TOOL]'
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  v1_locations: []
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https://android-developers.googleblog.com/2026/05/android-cli-stable-1-0-agent-development.html:
  title: 'Android CLI Stable 1.0: Accelerating Multi-Agent Development'
  description: Introducing the 1.0 stable release of the Android CLI, explicitly engineered
    to optimize headless, scriptable multi-agent software development.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight:** Decoupling complex software compilation toolchains
    from localized graphical IDEs is vital for enabling background AI agent executors
    to compile and test code.

    * **Live Grounding (MCP):** The launch of the stable Android CLI 1.0 provides
    a command-line interface optimized for agentic workloads, enabling continuous-integration
    platforms and software agents to autonomously trigger compilation, packaging,
    and testing without manual IDE setup.'
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  resource_type: blog
  complexity: Advanced
  is_microservice: false
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  discovered_at: '2026-06-02T00:15:38.622105+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Android Platforms
  - Command Line Tooling
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  tags:
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  v1_locations: []
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  youtube_mosaic: {}
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  reputation_status: Vetted
  reputation_summary: Recognized as a critical upgrade for automated build pipelines
    and headless automation agents by mobile developers.
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  source_provenance: X.com (GoogleDevs)
  suggested_new_category: android-automation
https://android-developers.googleblog.com/2026/05/build-android-apps-google-ai-studio.html:
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  description: Announcement of native Android app generation features inside Google
    AI Studio, running on Kotlin and Jetpack Compose.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight:** Lowering software prototyping friction via high-fidelity,
    code-generating UI surfaces enables immediate validation of architectural assumptions
    and workflows.

    * **Live Grounding (MCP):** Google AI Studio has introduced the capability to
    generate functional, native Android apps written in Kotlin and Jetpack Compose
    entirely from prompts, enabling developers to live-test builds in embedded emulators
    and seamlessly export blueprints straight to Android Studio.'
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  resource_type: blog
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  status: online
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  hierarchy:
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  v1_locations: []
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  reputation_status: Vetted
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  source_provenance: X.com (GoogleDevs)
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https://andydote.co.uk/2021/06/02/os-cpus-and-kubernetes:
  title: 'andydote.co.uk: The Problem with CPUs and Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A low-level analysis of how the Linux kernel scheduler interacting with
    CFS quota limits can severely throttle Kubernetes pods, even when total CPU utilization
    is low. The author exposes the architectural friction between container resource
    limits and multi-threaded application runtimes like Java and Go. Platform engineers
    will find valuable tuning techniques to mitigate silent latency spikes caused
    by CPU throttling.
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  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  youtube_mosaic: {}
https://angryip.org:
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  description: ''
  year: '2001'
  stars: 4
  ai_summary: An extremely fast, multi-threaded IP and port scanner. It queries device
    attributes, MAC addresses, and open ports across subnets. Live Grounding tracks
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  resource_type: Tool
  complexity: Beginner
  is_microservice: false
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  discovered_at: '2001-06-01T00:00:00+02:00'
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  youtube_mosaic: {}
https://angular.dev:
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  description: ''
  year: '2026'
  stars: 0
  ai_summary: Angular is Google's enterprise-grade, component-based TypeScript web
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  resource_type: Framework
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  hierarchy:
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https://angular.dev/guide/build:
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  description: ''
  year: '2026'
  stars: 0
  ai_summary: Official instructions covering deployment execution and active asset
    compilation within the Angular CLI environment. Emphasizes production bundling
    configurations, static asset caching, and lazy loading strategies.
  language: English
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  hierarchy:
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https://angular.io:
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https://angular.io/guide/build:
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? https://aninditabasak.medium.com/a-lap-around-kubernetes-security-vulnerability-scanning-tools-checkov-kube-hunter-kube-bench-4ffda92c4cf1
: title: '==aninditabasak.medium.com: A Lap around Kubernetes Security & Vulnerability''
    scanning Tools — checkov, kube-hunter, kube-bench & Starboard=='
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  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering ==aninditabasak.medium.com:
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https://anirudhdaya.hashnode.dev/kubernetes-explained-part-1:
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  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering anirudhdaya.hashnode.dev:
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  health_score: 100.0
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  hierarchy:
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https://anirudhdaya.hashnode.dev/kubernetes-explained-part-2:
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  stars: 0
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https://ankush-chavan.medium.com/creating-multi-cloud-kubernetes-cluster-on-aws-azure-and-gcp-cloud-92d64633bdfc:
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  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering ankush-chavan.medium.com:
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  language: English
  resource_type: Reference
  complexity: Intermediate
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  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
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  discovered_at: '2026-05-17T17:49:34.757999+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
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https://atul-agrawal.medium.com/library-vs-service-vs-sidecar-ff5a20b50cad:
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https://auth0.com/blog/deployment-strategies-in-kubernetes:
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https://automationqahub.com/common-cypress-interview-questions:
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https://automationqahub.com/how-to-do-mobile-automation-using-appium-2-0:
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https://automationqahub.com/how-to-install-playwright-tool:
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https://automationreinvented.blogspot.com/2020/09/top-11-kubernetes-interview-question.html:
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https://automationreinvented.blogspot.com/2020/10/top-11-kubernetes-interview-questions.html:
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https://automationreinvented.blogspot.com/2021/01/top-60-interview-questions-on.html:
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  ai_summary: Broad UI automation preparation set evaluating Selenium WebDriver API
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https://automationreinvented.blogspot.com/2021/02/how-to-run-test-selenium-tests-from.html:
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  ai_summary: Explores building a continuous integration loop using TestNG, Maven,
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https://automationreinvented.blogspot.com/2021/03/top-40-api-testing-interview-question.html:
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  ai_summary: Core API testing guide investigating HTTP status behaviors, serialization
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  hierarchy:
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https://automationreinvented.blogspot.com/2021/05/how-to-schedule-job-in-jenkins-pipeline.html:
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  ai_summary: 'Walks through cron syntax integrations inside declarative pipelines
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https://automationreinvented.blogspot.com/2021/05/top-git-interview-question-set-03-for.html:
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  ai_summary: QA and DevOps-focused Git interview questions covering commit cherry-picking
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https://automationreinvented.blogspot.com/2021/06/how-to-send-email-notification-in.html:
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  ai_summary: 'Shows how to write custom Groovy scripts to generate context-aware
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https://automationreinvented.blogspot.com/2021/08/how-to-create-parameterized-job-in.html:
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https://automationreinvented.blogspot.com/2021/09/top-10-jenkins-interview-question-for.html:
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https://automationreinvented.blogspot.com/2021/09/top-40-git-interview-questions-and.html:
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https://automationreinvented.blogspot.com/2021/12/top-20-jenkins-interview-questions-and.html:
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  ai_summary: Advanced preparation guide detailing Jenkins-as-Code setups. Evaluates
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https://automationreinvented.blogspot.com/2022/03/top-80-api-testing-interview-questions.html:
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https://automationreinvented.blogspot.com/2022/03/what-is-json-schema-and-how-to-perform.html:
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https://automationreinvented.blogspot.com/search/label/Kubernetes?m=1:
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https://automationscript.com/how-to-read-console-output-in-jenkins-pipeline:
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https://awesome-architecture.com:
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? https://aws.amazon.com/about-aws/whats-new/2016/05/pci-dss-standardized-architecture-on-the-aws-cloud-quick-start-reference-deployment
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https://aws.amazon.com/about-aws/whats-new/2016/08/specifying-the-vpc-for-your-amazon-rds-db-instance:
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  ai_summary: Documents the structural capability to assign Amazon RDS database instances
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https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-cloudfront-now-supports-http2:
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  description: ''
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  ai_summary: Announces native HTTP/2 support in CloudFront, highlighting performance
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  v1_locations: []
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? https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-rds-for-postgresql-enhancements-support-for-new-minor-versions-logical-replication-and-amazon-rds-postgresql-as-a-source-for-aws-dms
: title: 'Amazon RDS for PostgreSQL Enhancements: Support for new minor versions,''
    Logical Replication, and Amazon RDS PostgreSQL as a source for AWS DMS'
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  year: N/A
  stars: 0
  ai_summary: Curator Insight details historical native enhancements to Amazon RDS
    PostgreSQL, including foundational logical replication capability. Live Grounding
    notes that this 2016 release unlocked the capability to use RDS PostgreSQL as
    a source for change-data capture in AWS DMS. Included for tracing the lineage
    of managed PostgreSQL features.
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  v1_locations:
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https://aws.amazon.com/about-aws/whats-new/2016/09/nginx-plus-on-the-aws-cloud-quick-start-reference-deployment:
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  description: ''
  year: '2016'
  stars: 0
  ai_summary: A legacy but highly informative deployment blueprint for configuring
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https://aws.amazon.com/about-aws/whats-new/2016/10/oracle-database-on-the-aws-cloud-quick-start-reference-deployment:
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  description: ''
  year: N/A
  stars: 0
  ai_summary: Announcement and reference guide for launching highly available Oracle
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https://aws.amazon.com/about-aws/whats-new/2020/06/introducing-aws-cloudformation-guard-preview:
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    validate JSON- and YAML-formatted data such as CloudFormation Templates, K8s configurations,
    and Terraform JSON plans/configurations against those rules.'
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  ai_summary: AWS CloudFormation Guard is an open-source policy-as-code evaluation
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https://aws.amazon.com/about-aws/whats-new/2020/08/announcing-the-aws-controllers-for-kubernetes-preview:
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    custom resources and controller reconcile loops.
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https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-dashboards-supports-sharing:
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  year: '2020'
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  ai_summary: Announces external sharing support for AWS CloudWatch Dashboards, permitting
    secure read-only console visualizations to key stakeholders outside the immediate
    AWS organization footprint.
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https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-monitors-prometheus-metrics-container-environments:
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  stars: 0
  ai_summary: Documents Amazon CloudWatch Container Insights' ability to ingest, index,
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? https://aws.amazon.com/about-aws/whats-new/2020/12/amazon-ec2-announces-spot-blueprints-an-infrastructure-code-template-generator-to-get-started-with-ec2-spot-instances
: title: 'aws.amazon.com: Amazon EC2 announces Spot Blueprints, an infrastructure
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  ai_summary: Amazon Spot Blueprints is a specialized generator that produces optimized
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https://aws.amazon.com/about-aws/whats-new/2021/01/amazon-elastic-file-system-triples-read-throughput:
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  stars: 0
  ai_summary: Introduces a significant platform enhancement where Amazon EFS tripled
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    manual reconfiguration or structural modifications.
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  tags:
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https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aws-cloud-development-kit-cdk-primer:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Introduction to the AWS Cloud Development Kit (CDK) framework. Teaches
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  discovered_at: '2021-06-01T00:00:00+02:00'
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? https://aws.amazon.com/about-aws/whats-new/2021/02/amazon-eks-clusters-support-user-authentication-oidc-compatible-identity-providers
: title: Amazon EKS clusters now support user authentication with OIDC compatible
    identity providers
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Enables EKS clusters to utilize external OpenID Connect (OIDC) compatible
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  - EKS Security
  tags:
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? https://aws.amazon.com/about-aws/whats-new/2021/03/iam-access-analyzer-supports-over-100-policy-checks-with-actionable-recommendations
: title: 'aws.amazon.com: IAM Access Analyzer now supports over 100 policy checks
    with actionable recommendations to help you author secure and functional policies'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Product release notes detailing major updates in AWS IAM Access Analyzer,
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https://aws.amazon.com/about-aws/whats-new/2021/05/introducing-distributed-load-testing-v1-3:
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https://aws.amazon.com/about-aws/whats-new/2021/06/new-aws-solutions-implementation-tag-tamer:
  title: 'New AWS Solutions Implementation: Tag Tamer'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: An open-source, reference-architecture tool designed to manage, govern,
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    UI, it assists organizations in standardizing metadata for cost allocation, access
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    bringing consistency to multi-account landings.
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? https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-ec2-auto-scaling-now-lets-you-control-which-instances-to-terminate-on-scale-in
: title: Amazon EC2 Auto Scaling now lets you control which instances to terminate
    on scale-in
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Offers precise programmatic control over which EC2 instances are terminated
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  language: English
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  tags:
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? https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-virtual-private-cloud-vpc-customers-can-assign-ip-prefixes-ec2-instances
: title: Amazon Virtual Private Cloud (VPC) customers can now assign IP prefixes to
    their EC2 instances
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Identical announcement enabling continuous IP prefixes to be allocated
    directly to EC2 instances. Architecturally, this bypasses elastic network interface
    (ENI) private IP limit caps, expanding physical capacity constraints for highly
    scaled Kubernetes EKS clusters. It simplifies route propagation configurations
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  language: English
  resource_type: Infrastructure Feature
  complexity: Advanced
  is_microservice: false
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https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-vpc-cni-plugin-increases-pods-per-node-limits:
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  description: ''
  year: '2021'
  stars: 5
  ai_summary: Introduces Prefix Delegation in the AWS VPC CNI, multiplying the number
    of pods allocatable per node. By assigning /28 IPv4 prefixes to network interfaces
    instead of single secondary IPs, small-to-medium EC2 instances can support significantly
    higher container densities. This architecture directly addresses the IP exhaustion
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  addition_method: manual
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  hierarchy:
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  - EKS Networking
  tags:
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? https://aws.amazon.com/about-aws/whats-new/2021/07/simplify-ci-cd-configuration-serverless-applications-your-favorite-ci-cd-system-public-preview
: title: Simplify CI/CD configuration for serverless applications and your favorite
    CI/CD system — Public Preview
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores AWS's expanded support for external CI/CD toolkits using SAM.
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https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-rds-proxy-created-shared-virtual-private-cloud-vpc:
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  description: ''
  year: '2021'
  stars: 4
  ai_summary: Extends Amazon RDS Proxy capabilities to shared VPCs (Resource Access
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    multiplex database connections across multiple AWS accounts. By managing highly
    volatile database connection limits from serverless microservices, it enhances
    application performance and resilience. Architecturally, it decouples the database
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  resource_type: Service Feature
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  status: online
  addition_method: manual
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  hierarchy:
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  tags:
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https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-vpc-resize-prefix-list:
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  description: ''
  year: '2021'
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  ai_summary: Introduces the capability to dynamically resize customer-managed prefix
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  resource_type: Infrastructure Feature
  complexity: Intermediate
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https://aws.amazon.com/about-aws/whats-new/2021/08/announcing-general-availability-amazon-redshift-cross-account-data-sharing:
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  description: ''
  year: '2021'
  stars: 5
  ai_summary: Allows instant, secure data sharing across different Amazon Redshift
    clusters and AWS accounts without moving or copying data. It decouples storage
    from compute, allowing downstream analytic nodes or consumers to run isolated
    queries against shared data structures in real-time. This drastically optimizes
    data lake engineering architectures.
  language: English
  resource_type: Service Feature
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  hierarchy:
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  - Redshift
  tags:
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  v1_locations: []
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? https://aws.amazon.com/about-aws/whats-new/2021/08/aws-security-hub-adds-18-new-controls-foundational-security-best-practices-standard-8-new-partners-enhanced-cloud-security-posture-monitoring
: title: AWS Security Hub adds 18 new controls to its Foundational Security Best Practices
    standard and 8 new partners for enhanced cloud security posture monitoring
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Expands AWS Security Hub with 18 automated security checks covering
    IAM, EC2, and S3, alongside new integrations with third-party partners. This upgrade
    provides continuous compliance checks aligned with the AWS Foundational Security
    Best Practices standard. It gives security engineers real-time visibility and
    a consolidated dashboard for vulnerability posture scoring.
  language: English
  resource_type: Service Feature
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  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Cloud Security Posture
  - Security Hub
  tags:
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https://aws.amazon.com/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws:
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  year: null
  stars: null
  ai_summary: A curated technical resource and architectural guide covering aws.amazon.com
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  hierarchy:
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  - Kubernetes Tools
  - General Reference
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  v1_locations:
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https://aws.amazon.com/about-aws/whats-new/2021/09/amazon-ec2-global-view-console-regions:
  title: Amazon EC2 now offers Global View on the console to view all resources across
    regions together
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Offers a centralized dashboard on the EC2 Console to view all running
    instances, volumes, VPCs, and subnets across all AWS Regions simultaneously. This
    feature drastically improves operational visibility, allowing engineers to track
    shadow IT, verify multi-region deployments, and quickly locate orphaned resources.
    It provides a foundational unified pane for multi-region operations.
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  resource_type: Service Feature
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Compute
  - Multi-Region Operations
  tags:
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  v1_locations: []
  v2_locations:
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? https://aws.amazon.com/about-aws/whats-new/2021/09/application-load-balancer-aws-privatelink-static-ip-addresses-network-load-balancer
: title: Application Load Balancer now enables AWS PrivateLink and static IP addresses
    by direct integration with Network Load Balancer
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Introduces direct, native integration between Application Load Balancers
    (ALB) and Network Load Balancers (NLB), enabling ALBs to leverage static IP addresses
    and register with AWS PrivateLink. This native bridge removes the complex AWS
    Lambda-based IP-sync workarounds. It allows organizations to expose Layer 7 HTTP/HTTPS
    routing routes securely over private, non-routable VPC endpoints.
  language: English
  resource_type: Infrastructure Feature
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Networking
  - Load Balancing
  tags:
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  v1_locations: []
  v2_locations:
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https://aws.amazon.com/about-aws/whats-new/2021/09/aws-site-to-site-vpn-download-configuration-utility:
  title: AWS Site-to-Site VPN releases updated Download Configuration utility
  description: ''
  year: '2021'
  stars: 3
  ai_summary: An upgraded utility providing customized configuration templates for
    a wider variety of Customer Gateway (CGW) devices during hybrid VPN setups. This
    tool streamlines the deployment of secure IPsec tunnels by providing templated
    scripts for Cisco, Juniper, Fortinet, and generic routers. It guarantees cryptographic
    and routing parameter parity between on-prem and AWS.
  language: English
  resource_type: Service Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Networking
  - Hybrid Connectivity
  tags:
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  v1_locations: []
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https://aws.amazon.com/about-aws/whats-new/2021/09/better-price-performance-aws-lambda-functions-aws-graviton2-processor:
  title: Achieve up to 34% better price/performance with AWS Lambda Functions powered
    by AWS Graviton2 processor
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Documents the architectural benefits of running Lambda functions on
    ARM64-based Graviton2 processors. Demonstrates how compiled runtimes (Go, Rust)
    and interpreted runtimes (Node.js, Python) achieve superior cost-efficiency and
    reduced execution durations compared to traditional x86 architecture.
  language: N/A
  resource_type: Announcements
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  hierarchy:
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  - AWS Lambda
  - Hardware Platforms
  tags:
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https://aws.amazon.com/about-aws/whats-new/2021/11/amazon-inspector-continual-vulnerability-management:
  title: AWS announces the new **Amazon Inspector** for continual vulnerability management
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Overhauls Amazon Inspector into a service offering continuous, automated
    vulnerability management for EC2 and container images. Instead of run-on-demand
    periodic scans, it dynamically evaluates the environment in response to system
    changes and newly published CVEs. It integrates with AWS Organizations, allowing
    security groups to manage scanning centrally.
  language: English
  resource_type: Service
  complexity: Intermediate
  is_microservice: false
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Vulnerability Management
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  tags:
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https://aws.amazon.com/about-aws/whats-new/2021/11/aws-control-tower-supports-nested-organizational-units:
  title: AWS Control Tower now supports nested organizational units
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Enables AWS Control Tower to govern up to five levels of nested Organizational
    Units (OUs), providing fine-grained SCP (Service Control Policy) inheritance inside
    complex AWS Organizations structures. This allows large enterprises to map organizational
    hierarchies exactly to their AWS landing zones. It improves permission inheritance
    modeling and cloud security boundaries without forcing flat structural patterns.
  language: English
  resource_type: Service Feature
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Landing Zones
  - Control Tower
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https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code:
  title: "AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with
    over 200 new resource types \U0001F31F"
  description: ''
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  stars: 0
  ai_summary: An AWS announcement highlighting the release of updated AWS Toolkits
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    to over 200 resource types. This update greatly reduced context switching for
    developers, enabling local generation of IAM, DynamoDB, and CloudFormation schemas
    without visiting the AWS web console.
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  - Developer Tooling
  tags:
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? https://aws.amazon.com/about-aws/whats-new/2021/11/visualize-kubernetes-clusters-one-place-amazon-eks-connector-generally-available
: title: Visualize all your Kubernetes clusters in one place with Amazon EKS Connector,
    now generally available
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Enables registering and visualizing any Kubernetes cluster—on-premises,
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    as an outbound agent, linking remote clusters safely to AWS IAM and AWS Console
    views. It offers a single-pane-of-glass platform to observe multi-cloud and hybrid
    Kubernetes estates.
  language: English
  resource_type: Service Feature
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Kubernetes
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https://aws.amazon.com/about-aws/whats-new/2022/01/amazon-elastic-file-system-replication:
  title: Announcing Amazon Elastic File System Replication
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Launches a native replication solution for EFS, automating the replication
    of file systems across different AWS Regions or within the same Region. It guarantees
    point-in-time consistency and helps meet disaster recovery (DR) RPO and RTO compliance
    goals. This deprecates the need for custom rsync-based replication agents on EC2.
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  resource_type: Service Feature
  complexity: Intermediate
  is_microservice: false
  status: online
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  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Storage
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  tags:
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https://aws.amazon.com/about-aws/whats-new/2022/02/general-availability-aws-backup-amazon-s3:
  title: Announcing the general availability of AWS Backup for Amazon S3
  description: ''
  year: '2022'
  stars: 5
  ai_summary: Reaches General Availability, providing complete managed backup, restore,
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    capabilities, and immutable backup copies using AWS Backup Vault Lock. Architecturally,
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  language: English
  resource_type: Service Feature
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  last_ai_eval: null
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  geo_region: null
  hierarchy:
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  - Data Protection
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  tags:
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https://aws.amazon.com/about-aws/whats-new/2022/04/amazon-cloudwatch-metrics-insights:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: Amazon CloudWatch Metrics Insights is a highly performant SQL-based
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    at scale in real-time. It enables querying millions of metrics dynamically, grouping
    by dimensions, and creating dashboard visualizers to pinpoint anomalous behaviors
    rapidly across distributed cloud architectures.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  - Observability
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? https://aws.amazon.com/about-aws/whats-new/2022/04/aws-data-transfer-price-reduction-privatelink-transit-gateway-client-vpn-services/?nc1=h_ls
: title: AWS Announces Data Transfer Price Reduction for AWS PrivateLink, AWS Transit
    Gateway, and AWS Client VPN services
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Covers significant network-level price cuts for AWS PrivateLink, Transit
    Gateway, and Client VPN. Aids enterprise network architects in planning hybrid
    integrations with fewer concerns over data egress penalties.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 341b31b5e366e39c59f8761601f61a71079243255afe5c16364af43df53431ce
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  discovered_at: '2026-05-17T17:15:27.995860+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS Cost Management
  - Networking Costs
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations:
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https://aws.amazon.com/about-aws/whats-new/2022/04/aws-shield-application-balancer-automatic-ddos-mitigation:
  title: AWS Shield Advanced now supports Application Load Balancer for automatic
    application layer DDoS mitigation
  description: ''
  year: '2022'
  stars: 0
  ai_summary: AWS Shield Advanced introduced automatic mitigation of application layer
    (Layer 7) DDoS attacks for Application Load Balancers (ALB). This capability dynamically
    creates, tests, and deploys AWS WAF rules on behalf of the user to block malicious
    traffic patterns, reducing manual intervention and minimizing downstream application
    downtime during sustained attacks.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Security
  - DDoS Protection
  tags:
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https://aws.amazon.com/about-aws/whats-new/2022/04/aws-single-sign-on-configurable-synchronization-microsoft-active-directory:
  title: AWS Single Sign-On launches configurable synchronization for Microsoft Active
    Directory
  description: ''
  year: '2022'
  stars: 0
  ai_summary: AWS Single Sign-On (now IAM Identity Center) introduced customizable
    directory synchronization options for Microsoft Active Directory (AD). This feature
    allows administrators to select specific AD groups and users for propagation into
    AWS, optimizing synchronization times and preventing clutter in large-scale multi-account
    environments.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Identity & Access
  - Directory Services
  tags:
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? https://aws.amazon.com/about-aws/whats-new/2022/05/aws-systems-manager-support-port-forwarding-remote-hosts-using-session-manager
: title: 'aws.amazon.com: AWS Systems Manager announces support for port forwarding
    to remote hosts using Session Manager'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Curator Insight announces native SSM port-forwarding tunnels directly
    to database endpoints or remote hosts inside private subnets. Live Grounding confirms
    this is a standard operational practice in 2026, eliminating the security risks,
    costs, and management overhead of maintaining traditional jump box/bastion host
    VMs.
  language: N/A
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Networking & Security
  - Remote Access
  - AWS Systems Manager
  tags:
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https://aws.amazon.com/about-aws/whats-new/2022/06/aws-well-architected-tool-organizations-integration:
  title: Integration of AWS Well-Architected Tool with AWS Organizations
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Integration of the AWS Well-Architected Tool with AWS Organizations
    provides centralized visibility into workload reviews across all member accounts.
    This structural update enables corporate architects to monitor governance posture,
    identify common architectural flaws, and establish standardized multi-tenant review
    patterns across the enterprise landscape.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Governance
  - Compliance
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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? https://aws.amazon.com/about-aws/whats-new/2022/07/aws-single-sign-on-aws-sso-aws-identity-access-management-iam-customer-managed-policies-cmps
: title: AWS Single Sign-On (AWS SSO) adds support for AWS Identity and Access Management
    (IAM) customer managed policies (CMPs)
  description: ''
  year: '2022'
  stars: 0
  ai_summary: AWS SSO (IAM Identity Center) updated its permission set capabilities
    to reference customer managed policies (CMPs) stored in individual target AWS
    accounts. This feature simplifies complex migration paths and permits granular,
    regional policy management without duplicating policy definitions inside the central
    identity center interface.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Identity & Access
  - Access Control
  tags:
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https://aws.amazon.com/about-aws/whats-new/2022/10/dark-mode-support-aws-management-console:
  title: Announcing dark mode support in the AWS Management Console
  description: ''
  year: '2022'
  stars: 0
  ai_summary: The AWS Management Console released native dark mode support, improving
    accessibility and visual comfort for operators working across extended monitoring
    shifts. It introduces a configurable theme preference that persists across sessions.
  language: None
  resource_type: Cloud Service
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Console
  - UI/UX
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
? https://aws.amazon.com/about-aws/whats-new/2022/10/iam-access-analyzer-cloudtrail-history-identify-actions-140-aws-services-fine-grained-policies
: title: IAM Access Analyzer now reviews your AWS CloudTrail history to identify actions
    used across 140 AWS services and generates fine-grained policies
  description: ''
  year: '2022'
  stars: 0
  ai_summary: IAM Access Analyzer expanded its policy generation features by parsing
    AWS CloudTrail history across 140 AWS services. It identifies the exact actions
    utilized by an IAM entity over a specific timeframe and translates that history
    into fine-grained, least-privilege IAM policies, mitigating risks of privilege
    escalation.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Security
  - Policy Generation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
? https://aws.amazon.com/about-aws/whats-new/2022/10/iam-identity-center-session-management-features-improved-user-experience-cloud-security
: title: IAM Identity Center adds session management features for improved user experience
    and cloud security
  description: ''
  year: '2022'
  stars: 0
  ai_summary: AWS IAM Identity Center introduced consolidated session management settings.
    Security administrators can configure custom session duration limits for both
    portal and command-line access, enforcing systematic re-authentication and improving
    overall organizational compliance.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Identity & Access
  - Session Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-cloudwatch-cross-account-observability-multiple-aws-accounts:
  title: Amazon CloudWatch launches cross-account observability across multiple AWS
    accounts
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Amazon CloudWatch added native cross-account observability, enabling
    operators to aggregate and query metrics, logs, and traces seamlessly across multiple
    target accounts in an organization. This removes the need for custom ingestion
    microservices and pipelines to centralize application telemetry.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Observability
  - Multi-Account
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
? https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-ec2-price-capacity-optimized-allocation-strategy-provisioning-ec2-spot-instances
: title: Amazon EC2 announces new price and capacity optimized allocation strategy
    for provisioning Amazon EC2 Spot Instances
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Amazon EC2 introduced the 'price-capacity-optimized' allocation strategy
    for Spot Instances. It balances cost-efficiency with instance availability by
    assessing real-time capacity pools, resulting in drastically lower interruption
    rates for large scale container and big data workloads.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Compute
  - Spot Instances
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
? https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-nat-gateway-allows-select-private-ip-address-network-address-translation
: title: Amazon NAT Gateway Now Allows You to Select Private IP Address for Network
    Address Translation
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Amazon NAT Gateway updated its networking capabilities to let administrators
    manually assign secondary private IP addresses for outbound traffic. This enables
    easier integration with transit networks, transit gateways, and hybrid cloud routes
    where source-IP restrictions apply.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Networking
  - NAT Gateway
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-rds-blue-green-deployments-safer-simpler-faster-updates:
  title: Announcing Amazon RDS Blue/Green Deployments for safer, simpler, and faster
    updates
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Amazon RDS Blue/Green Deployments introduced fully managed environment
    duplication, enabling automated synchronization and safe promotion of databases.
    This feature significantly limits downtime and rollback complexities during critical
    minor and major engine updates.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Databases
  - RDS Deployments
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-sns-increases-default-quota-subscription-filter-policies-account:
  title: Amazon SNS increases the default quota for subscription filter policies by
    50x to 10,000 per account
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Amazon SNS increased the default subscription filter policy limit 50-fold
    to 10,000 per account. This enhancement permits highly granular filtering configurations
    within event-driven architectures, eliminating the need to deploy complex dispatch
    microservices to parse message payloads.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Messaging
  - Event-Driven
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
? https://aws.amazon.com/about-aws/whats-new/2022/11/application-load-balancers-turning-off-cross-zone-load-balancing-per-target-group
: title: Application Load Balancers now support turning off cross zone load balancing
    per target group
  description: ''
  year: '2022'
  stars: 0
  ai_summary: AWS ALB added fine-grained control to disable cross-zone load balancing
    at the target group level rather than globally. This facilitates localized traffic
    routing within individual Availability Zones, lowering inter-AZ data transfer
    costs and optimizing latency profiles.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Networking
  - Load Balancing
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2022/11/aws-backup-audit-manager-centralized-reporting-aws-organizations:
  title: AWS Backup Audit Manager adds centralized reporting for AWS Organizations
  description: ''
  year: '2022'
  stars: 0
  ai_summary: AWS Backup Audit Manager introduced consolidated, cross-account backup
    compliance reporting across AWS Organizations. Enterprise operators can monitor
    backup policies, tracking non-compliance trends dynamically from a singular delegator
    dashboard.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Storage & Backup
  - Compliance
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2022/11/aws-identity-access-management-multi-factor-authentication-devices:
  title: AWS Identity and Access Management now supports multiple multi-factor authentication
    (MFA) devices
  description: ''
  year: '2022'
  stars: 0
  ai_summary: AWS IAM added support for registering multiple Multi-Factor Authentication
    (MFA) devices per user. This increases structural resiliency for root and administrative
    users, allowing the configuration of both physical security keys and authenticator
    applications to prevent lockout scenarios.
  language: None
  resource_type: Cloud Service
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Identity & Access
  - MFA
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2022/11/aws-organizations-delegated-administrator:
  title: Announcing delegated administrator for AWS Organizations
  description: ''
  year: '2022'
  stars: 0
  ai_summary: AWS introduced delegated administrator capabilities for AWS Organizations,
    permitting the management of member policies and organizational hierarchies from
    a secondary security or utility account. This reduces operational overhead on
    the organization's root administrative account, minimizing risk exposure.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Governance
  - AWS Organizations
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-ecs-cloudwatch-alarms-safety-deployments:
  title: Amazon ECS now integrates with Amazon CloudWatch alarms to improve safety
    for deployments
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Amazon ECS integrated natively with CloudWatch alarms to implement automated
    deployment rollbacks. If custom indicators (like HTTP 5xx errors) cross alarm
    thresholds during a rolling update, ECS automatically rolls back the task definitions
    to the last known stable state.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Container Orchestration
  - ECS Deployments
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-eks-automated-provisioning-lifecycle-management-windows-containers:
  title: Amazon EKS launches automated provisioning and lifecycle management for Windows
    containers
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Amazon EKS automated the deployment and lifecycle management of Windows
    container nodes. It simplifies AMI updates, security patching, and scaling operations
    for Windows-based workloads on Kubernetes, aligning them with traditional Linux
    container management patterns.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Container Orchestration
  - EKS Windows
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-rds-integration-aws-secrets-manager:
  title: Amazon RDS announces integration with AWS Secrets Manager
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Amazon RDS added native integration with AWS Secrets Manager, allowing
    the service to automatically generate, rotate, and manage database credential
    secrets. This eliminates hardcoded application secrets, reducing vulnerability
    surface areas.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Databases
  - Secrets Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-timestream-enables-protect-data-through-aws-backup:
  title: Amazon Timestream now enables you to protect your data through AWS Backup
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Amazon Timestream integrated with AWS Backup to provide centralized,
    automated protection for time-series databases. It supports scheduling continuous
    or periodic backups, meeting compliance targets, and executing point-in-time recoveries
    easily.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Databases
  - Backup & Recovery
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2023/02/amazon-cloudwatch-high-resolution-metric-extraction-structured-logs:
  title: Amazon CloudWatch now supports high resolution metric extraction from structured
    logs
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Amazon CloudWatch introduced high-resolution metric extraction from
    structured JSON logs. This update enables operators to parse nested log structures
    in real-time and generate metrics with sub-minute granularity, supporting rapid
    incident detection in distributed setups.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Observability
  - Metric Extraction
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2023/02/amazon-guardduty-aws-europe-spain-region:
  title: Amazon GuardDuty now available in AWS Europe (Spain) Region
  description: ''
  year: '2023'
  stars: 0
  ai_summary: AWS extended the availability of Amazon GuardDuty to the Europe (Spain)
    region. This deployment supports regional workloads with local threat intelligence
    and ML-driven behavior detection for AWS accounts, S3, and EKS environments.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Security
  - Threat Detection
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2023/02/aws-network-firewall-tag-based-resource-groups:
  title: AWS Network Firewall now supports tag-based resource groups
  description: ''
  year: '2023'
  stars: 0
  ai_summary: AWS Network Firewall updated its rules engines to resolve tag-based
    resource groups dynamically. This modification enables security teams to configure
    static firewall rules that adapt automatically as VPC networks or instances scale.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Security
  - Network Firewall
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2023/02/aws-sam-cli-sam-list-command-inspect-resources:
  title: AWS SAM CLI introduces ‘sam list’ command to inspect AWS SAM resources
  description: ''
  year: '2023'
  stars: 0
  ai_summary: AWS SAM CLI introduced the 'sam list' command to improve local diagnostics
    for serverless stacks. This tool displays resource endpoints, IAM roles, and stack
    states directly within the terminal, streamlining deployment workflows.
  language: None
  resource_type: Developer Tool
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Serverless
  - Developer Tooling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2023/02/enable-aws-systems-manager-default-all-ec2-instances-account:
  title: Announcing the ability to enable AWS Systems Manager by default across all
    EC2 instances in an account
  description: ''
  year: '2023'
  stars: 0
  ai_summary: AWS Systems Manager launched 'Default Host Management Configuration',
    enabling standard host management across all EC2 instances inside an account automatically,
    removing manual profile attachment requirements.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Governance
  - Systems Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2023/03/amazon-detective-graph-visualization-interactive-security-investigations:
  title: Amazon Detective adds graph visualization for interactive security investigations
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Amazon Detective updated its threat-hunting capabilities with interactive
    graph visualizations. Security analysts can trace access relationships, API anomalies,
    and suspicious activity logs visually across multi-account ecosystems.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Security
  - Threat Hunting
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2023/04/aws-transit-gateway-europe-spain-region:
  title: AWS Transit Gateway is now available in Europe (Spain) Region
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Product update announcement covering the launch of AWS Transit Gateway
    in the Europe (Spain) Region (eu-south-2). Allows complex hub-and-spoke networking
    architectures to route traffic at regional speed.
  language: None
  resource_type: Technical Release
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Platforms
  - AWS Regional Infrastructure
  - Spain
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-spain.md
  - aws.md
  youtube_mosaic: {}
https://aws.amazon.com/about-aws/whats-new/2023/05/amazon-cloudfront-one-click-security-protections:
  title: Amazon CloudFront announces one-click security protections
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Amazon CloudFront introduced one-click security enablement, letting
    users easily provision AWS WAF protection directly from their CDN resource portal,
    simplifying deployment patterns.
  language: None
  resource_type: Cloud Service
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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https://aws.amazon.com/about-aws/whats-new/2023/05/aws-backup-cross-region-backups-four-regions:
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  ai_summary: An AWS announcement highlighting the addition of cross-region backup
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https://aws.amazon.com/about-aws/whats-new/2023/05/aws-management-console-private-access:
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  stars: 0
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https://aws.amazon.com/about-aws/whats-new/2023/05/aws-waf-rate-based-rules-request-headers-composite-keys:
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https://aws.amazon.com/about-aws/whats-new/2023/06/aws-config-recording-exclusions-resource-type:
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  ai_summary: AWS Config introduced resource-type exclusions, allowing organizations
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https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity:
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  ai_summary: EKS Pod Identity simplifies the association of IAM roles with Kubernetes
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https://aws.amazon.com/about-aws/whats-new/2023/11/automate-aws-control-tower-zone-operations-apis:
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https://aws.amazon.com/about-aws/whats-new/2023/11/aws-cloudformation-git-management-stacks:
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https://aws.amazon.com/about-aws/whats-new/2024/01/amazon-ecs-fargate-integrate-ebs:
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  ai_summary: Amazon ECS and AWS Fargate introduced native integration with Amazon
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https://aws.amazon.com/about-aws/whats-new/2024/02/aws-cloudformation-templates-cdk-apps-minutes:
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  ai_summary: This AWS updates overview introduces native tooling that scans active
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https://aws.amazon.com/about-aws/whats-new/2024/03/application-load-balancer-http-keepalive-duration:
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  year: '2024'
  stars: 0
  ai_summary: Details the 2024 update enabling custom HTTP keep-alive duration configurations
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    server timeouts, effectively eliminating random 502 Bad Gateway errors in microservices.
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https://aws.amazon.com/about-aws/whats-new/2024/05/amazon-eks-native-support-autoscaling-coredns-pods:
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  ai_summary: Highlights the native capabilities of EKS to automatically configure
    horizontal scaling for CoreDNS deployments based on cluster scale metrics. Solves
    structural DNS performance bottlenecks during massive scaling events without custom
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https://aws.amazon.com/about-aws/whats-new/2024/08/aws-waf-rate-based-rules-lower-rate-limits:
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  ai_summary: Highlights the critical update reducing AWS WAF rate-based rule limits
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  ai_summary: 'Curator Insight: Providing centralized edge infrastructure visibility
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    Live Grounding: AWS''s latest announcement documents the inclusion of opted-in
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    govern, and view low-latency edge resources parented across multiple primary regions.'
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https://aws.amazon.com/activate:
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https://aws.amazon.com/app-mesh:
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https://aws.amazon.com/application-migration-service:
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  ai_summary: Curator Insight maps the evolution of CloudEndure into AWS Application
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https://aws.amazon.com/apprunner:
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  ai_summary: Curator Insight outlines AWS App Runner as a fully managed container
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https://aws.amazon.com/architecture/icons:
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  ai_summary: Official AWS collection containing current vector and raster design
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https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes:
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https://aws.amazon.com/architecture/this-is-my-architecture:
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https://aws.amazon.com/backup:
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https://aws.amazon.com/blogs/apn:
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  ai_summary: Curator Insight focuses on architecture walkthroughs, such as deploying
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https://aws.amazon.com/blogs/apn/active-directory-single-sign-on-sso-on-aws-with-bitium:
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https://aws.amazon.com/blogs/apn/centralized-traffic-inspection-with-gateway-load-balancer-on-aws:
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  ai_summary: Provides reference architectures for Gateway Load Balancer (GWLB), routing
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https://aws.amazon.com/blogs/apn/how-to-build-sparse-ebs-volumes-for-fun-and-easy-snapshotting:
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  ai_summary: An advanced AWS storage engineering tutorial explaining how to design
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https://aws.amazon.com/blogs/apn/how-to-deploy-a-high-availability-web-service-on-aws-using-spotinst:
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https://aws.amazon.com/blogs/apn/modernize-your-ci-cd-pipeline-using-jenkins-x-with-amazon-eks:
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  ai_summary: Curator Insight shares an AWS APN blog focusing on modernizing pipelines
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https://aws.amazon.com/blogs/apn/optimizing-your-kubernetes-clusters-with-rancher-and-amazon-eks:
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  ai_summary: Details the integration of SUSE Rancher with Amazon EKS to simplify
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https://aws.amazon.com/blogs/architecture:
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  year: '2023'
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  ai_summary: The official blog portal showcasing cloud solutions, pattern guides,
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https://aws.amazon.com/blogs/architecture/architecting-a-highly-available-serverless-microservices-based-ecommerce-site:
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  ai_summary: Curator Insight details the design of a highly available, multi-region
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  status: online
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https://aws.amazon.com/blogs/architecture/best-practices-for-implementing-event-driven-architectures-in-your-organization:
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  ai_summary: A comprehensive enterprise whitepaper on establishing organizational
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https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-1-compute-and-security:
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    Networking, and Security
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  ai_summary: Part one of a multi-region deployment guide. Covers DNS failover routing
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  resource_type: Article
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  status: online
  addition_method: manual
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  hierarchy:
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https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-2-data-and-replication:
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  ai_summary: Part two focuses on database replication, global data consistency, storage
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https://aws.amazon.com/blogs/architecture/data-caching-across-microservices-in-a-serverless-architecture:
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  ai_summary: Evaluates architectural strategies for distributed caching within serverless
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https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-i-single-region:
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  ai_summary: The first installment of an AWS technical series discussing single-region
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  status: online
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https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-ii-multi-region-backup-and-restore:
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https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases:
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  year: '2022'
  stars: 4
  ai_summary: Breaks down inter-zone and multi-region data transfer charges on AWS
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  status: online
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https://aws.amazon.com/blogs/architecture/lets-architect-architecting-microservices-with-containers:
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  ai_summary: A foundational guide for decoupling large legacy applications. Explores
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  status: online
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  hierarchy:
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https://aws.amazon.com/blogs/architecture/lets-architect-architecting-with-amazon-dynamodb:
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  stars: 0
  ai_summary: Curator Insight presents an architectural masterclass on schema design
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  resource_type: Blog Post
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https://aws.amazon.com/blogs/architecture/maintain-visibility-over-the-use-of-cloud-architecture-patterns:
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  ai_summary: Outlines frameworks and tools to track, map, and enforce specific cloud
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  status: online
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https://aws.amazon.com/blogs/architecture/migrate-resources-between-aws-accounts:
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  year: '2021'
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  ai_summary: An architectural guide analyzing methodologies for transferring AWS
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    restructuring. Live Grounding confirms that secure inter-account migration relies
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  language: English
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  hierarchy:
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https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale:
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  ai_summary: Introduces AWS App2Container, a tool that automates the migration of
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  complexity: Advanced
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  status: online
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https://aws.amazon.com/blogs/architecture/mistakes-to-avoid-when-implementing-serverless-architecture-with-lambda:
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  year: '2021'
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  ai_summary: Identifies critical pitfalls in serverless system designs, including
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  status: online
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https://aws.amazon.com/blogs/architecture/multi-region-migration-using-aws-application-migration-service:
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  stars: 4
  ai_summary: This architectural guide details scale-out multi-region migrations utilizing
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? https://aws.amazon.com/blogs/architecture/optimize-your-modern-data-architecture-for-sustainability-part-1-data-ingestion-and-data-lake
: title: 'aws.amazon.com: Optimize your modern data architecture for sustainability:
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  ai_summary: Curator Insight introduces architectural paradigms for building carbon-efficient
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    directly reduce environmental footprint.
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https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute:
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  description: ''
  year: '2023'
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  ai_summary: An engineering guide to optimizing AWS compute architectures for sustainability.
    Explores Graviton migrations, automated container resizing, and target serverless
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https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-ii-storage:
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  description: ''
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  stars: 0
  ai_summary: This second installment targets storage modernization. Details how to
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https://aws.amazon.com/blogs/architecture/overview-of-data-transfer-costs-for-common-architectures:
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    Architectures'
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  ai_summary: The canonical AWS guide on standard network data transfer costs. Outlines
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https://aws.amazon.com/blogs/architecture/reduce-cost-and-increase-security-with-amazon-vpc-endpoints:
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  ai_summary: Highlights the architectural and fiscal benefits of adopting VPC Endpoints
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https://aws.amazon.com/blogs/architecture/use-templated-answers-to-perform-well-architected-reviews-at-scale:
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    reviews at scale'
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  ai_summary: Technical review detailing templated governance answers to scale AWS
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https://aws.amazon.com/blogs/architecture/verify-the-resilience-of-your-workloads-using-chaos-engineering:
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  ai_summary: An enterprise guide from AWS demonstrating resilience validation of
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    to the AWS Well-Architected Framework, emphasizing targeted, automated disruption
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https://aws.amazon.com/blogs/architecture/what-to-consider-when-selecting-a-region-for-your-workloads:
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    Workloads'
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  ai_summary: Core architectural guidance for choosing geographic AWS regions for
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    data residency mandates, latency budgets relative to end-users, service availability
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https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection:
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  ai_summary: Introduces AWS Cost Anomaly Detection, which applies machine learning
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https://aws.amazon.com/blogs/aws-cloud-financial-management/understanding-your-aws-cost-datasets-a-cheat-sheet:
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  ai_summary: A comprehensive analytical cheat sheet parsing AWS Cost and Usage Reports
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https://aws.amazon.com/blogs/aws-cost-management/announcing-general-availability-of-aws-cost-anomaly-detection:
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https://aws.amazon.com/blogs/aws-cost-management/understanding-your-aws-cost-datasets-a-cheat-sheet:
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? https://aws.amazon.com/blogs/aws/amazon-eks-anywhere-now-generally-available-to-create-and-manage-kubernetes-clusters-on-premises
: title: 'aws.amazon.com: Amazon EKS Anywhere – Now Generally Available to Create
    and Manage Kubernetes Clusters on Premises'
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  ai_summary: Launches EKS Anywhere into general availability, introducing key hybrid
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https://aws.amazon.com/blogs/aws/amazon-eks-now-supports-ec2-inf1-instances:
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  ai_summary: Product release covering EKS node compatibility with AWS Inferentia
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https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-production-ready-in-three-regions:
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  ai_summary: Highlights the initial production availability of Amazon Elastic File
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https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-shared-file-storage-for-amazon-ec2:
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  ai_summary: Deep dive into Amazon EFS, offering serverless elastic file sharing
    based on NFSv4. Integrates natively across EC2 instances, on-premises centers,
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https://aws.amazon.com/blogs/aws/amazon-inspector-automated-security-assessment-service:
  title: Amazon Inspector – Automated Security Assessment Service
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  stars: 4
  ai_summary: Architectural overview of Amazon Inspector, an automated vulnerability
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    instances, ECR container layers, and serverless runtimes.
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https://aws.amazon.com/blogs/aws/amazon-managed-grafana-is-now-generally-available-with-many-new-features:
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  ai_summary: Amazon Managed Grafana (AMG) is a fully managed service that simplifies
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https://aws.amazon.com/blogs/aws/amazon-managed-service-for-prometheus-is-now-generally-available-with-alert-manager-and-ruler:
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  ai_summary: Reaches General Availability, adding key enterprise capabilities such
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https://aws.amazon.com/blogs/aws/amazon-rds-for-sql-server-support-for-windows-authentication:
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  ai_summary: Explains integration patterns between Amazon RDS for SQL Server and
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https://aws.amazon.com/blogs/aws/amazon-rds-multi-az-db-cluster:
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  ai_summary: Curator Insight highlights the introduction of Amazon RDS Multi-AZ DB
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https://aws.amazon.com/blogs/aws/amazon-workmail-now-generally-available:
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  ai_summary: General availability announcement of Amazon WorkMail. Introduces an
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  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/amazon-workspaces-introduces-ubuntu-desktops:
  title: Amazon WorkSpaces Introduces Ubuntu Desktops
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Amazon WorkSpaces extended its managed Virtual Desktop Infrastructure
    (VDI) to offer Ubuntu Desktop environments. Intended primarily for developers,
    data scientists, and engineers, this addition provides a secure, cloud-hosted
    Linux workspace preconfigured with developer utilities and standardized enterprise
    authentication.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Virtualization
  - VDI
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/announcing-amazon-opensearch-service-which-supports-opensearch-10:
  title: 'aws.amazon.com: Amazon Elasticsearch Service Is Now Amazon OpenSearch Service
    and Supports OpenSearch 1.0'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Documents the cloud service rebranding from Amazon Elasticsearch Service
    to Amazon OpenSearch Service. Highlights migration features, built-in security
    enhancements, and seamless rolling upgrades from Elasticsearch 7.10 cluster versions.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Log Management
  - OpenSearch
  tags:
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  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/announcing-aws-cloud-control-api:
  title: AWS Cloud Control API, a Uniform API to Access AWS & Third-Party Services
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Official blog introduction announcing the Cloud Control API. Discusses
    how standardization simplifies life for infrastructure-as-code creators (e.g.,
    Terraform, Pulumi) by delivering instant support for new cloud capabilities.
  language: English
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Infrastructure APIs
  tags:
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  v1_locations: []
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/announcing-aws-kms-external-key-store-xks:
  title: Announcing AWS KMS External Key Store (XKS)
  description: ''
  year: '2022'
  stars: 0
  ai_summary: AWS KMS External Key Store (XKS) allows customers to secure cloud-stored
    data using keys held on hardware security modules (HSMs) outside of AWS. This
    architectural integration helps enterprises satisfy strict digital sovereignty
    and regulatory constraints.
  language: None
  resource_type: Cloud Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Security
  - Key Management
  tags:
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  v1_locations: []
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/aws-application-discovery-service-update-agentless-discovery-for-vmware:
  title: AWS Application Discovery Service Update – Agentless Discovery for VMware
  description: ''
  year: '2016'
  stars: 0
  ai_summary: AWS announcement showing how Application Discovery Service interfaces
    directly with VMware vCenter environments. Avoids OS agent dependencies to quickly
    construct VM topology maps.
  language: English
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2016-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - AWS
  - Cloud Migration
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/aws-cloud-adoption-framework-caf-3-0-is-now-available:
  title: AWS Cloud Adoption Framework (CAF) 3.0 is Now Available
  description: ''
  year: '2021'
  stars: 0
  ai_summary: The AWS Cloud Adoption Framework (CAF) 3.0 provides a strategic roadmap
    for enterprises migrating workloads to the cloud. Focusing on six foundational
    perspective areas—Business, People, Governance, Platform, Security, and Operations—this
    framework incorporates modern cloud-native architectural patterns. It serves as
    an essential organizational blueprint for accelerating digital transformation
    while minimizing systemic risk.
  language: N/A
  resource_type: Framework
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2026-05-17T17:35:00.240405+02:00'
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  hierarchy:
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  - Architecture & Strategy
  - Cloud Adoption Framework
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/aws-config-rules-dynamic-compliance-checking-for-cloud-resources:
  title: AWS Config Rules – Dynamic Compliance Checking for Cloud Resources
  description: ''
  year: '2015'
  stars: 4
  ai_summary: Introduction to AWS Config Rules for dynamic resource auditing. Outlines
    custom Lambda-backed compliance checks, automated change detection, and state
    verification rules across multi-account structures.
  language: None
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2015-06-01T00:00:00+02:00'
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  hierarchy:
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  - Governance
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/aws-cost-explorer-update-access-to-ec2-usage-data:
  title: AWS Cost Explorer Update – Access to EC2 Usage Data
  description: ''
  year: '2015'
  stars: 0
  ai_summary: Analyzes early programmatic access to granular EC2 metrics inside Cost
    Explorer. Provides foundational methodologies for early-stage cloud-native resource
    optimization and FinOps planning.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2015-06-01T00:00:00+02:00'
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  hierarchy:
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  - Cost Management
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/aws-database-migration-service:
  title: AWS Database Migration Service
  description: ''
  year: N/A
  stars: 0
  ai_summary: Curator Insight introduces AWS Database Migration Service (DMS) as a
    flexible solution for database consolidation and migration. Live Grounding verifies
    its operational stability for continuous change data capture (CDC) and schema
    translation with minimal downtime. It remains a crucial component for large-scale
    legacy-to-cloud modernization programs.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: bcf7f74fbfbfcf0af023fe7a42c99081ccbc42ad7fe6e4016670751239dcf8f8
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  discovered_at: '2026-05-17T17:37:12.050724+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Database Migration
  - Data Replication
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[LEGACY]'
  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/aws-iot-cloud-services-for-connected-devices:
  title: AWS IoT – Cloud Services for Connected Devices
  description: ''
  year: '2015'
  stars: 4
  ai_summary: Core introduction of AWS IoT architecture. Details high-throughput MQTT
    broker brokers, secure device shadow states, rules engines, and telemetry stream
    mapping to AWS analytics components.
  language: None
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2015-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS
  - Internet of Things
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/aws-lambda-now-supports-up-to-10-gb-ephemeral-storage:
  title: AWS Lambda Now Supports Up to 10 GB Ephemeral Storage
  description: ''
  year: '2022'
  stars: 0
  ai_summary: AWS Lambda's configuration options permit allocating up to 10 GB of
    ephemeral /tmp storage, up from the previous 512 MB limit. This architectural
    enhancement enables serverless executions to process larger datasets, run machine
    learning inference, and perform intensive ETL operations directly within memory-backed
    local storage, significantly expanding the viability of serverless data pipelines.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Serverless
  - Compute
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/aws-lambda-update-python-vpc-increased-function-duration-scheduling-and-more:
  title: AWS Lambda Update – Python, VPC, Increased Function Duration, Scheduling,
    and More
  description: ''
  year: '2015'
  stars: 5
  ai_summary: 'Strategic release notes highlighting early serverless evolutions: introducing
    Python runtime environments, VPC integration paths, dynamic event scheduling,
    and longer execution timeout periods.'
  language: Python
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2015-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS
  - Serverless
  tags:
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  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/aws-mobile-hub-build-test-and-monitor-mobile-applications:
  title: AWS Mobile Hub – Build, Test, and Monitor Mobile Applications
  description: ''
  year: '2015'
  stars: 2
  ai_summary: Historic product announcement for AWS Mobile Hub, the predecessor tool
    used for configuring client-side storage, compute, and cognito authentication
    (superseded entirely by AWS Amplify).
  language: None
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2015-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS
  - Mobile Development
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/aws-repost-a-reimagined-qa-experience-for-the-aws-community:
  title: AWS re:Post – A Reimagined Q&A Experience for the AWS Community
  description: ''
  year: '2021'
  stars: 0
  ai_summary: AWS re:Post replaces legacy AWS Forums with an interactive, community-driven
    Q&A platform to accelerate technical troubleshooting and knowledge sharing. Featuring
    gamified reputation models and expert moderation, it offers verified answers on
    complex architectural questions. It serves as a vital knowledge repository for
    builders aiming to resolve configuration anomalies and adopt best-practice designs.
  language: N/A
  resource_type: Platform
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: f77f66c941e5464f4613e14f8bd4cbe0ecfb0239c83949043ec6970f61150e3e
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  discovered_at: '2026-05-17T18:00:12.049915+02:00'
  last_ai_eval: null
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  hierarchy:
  - Cloud Infrastructure
  - Community & Support
  - AWS re:Post
  tags:
  - '[LEGACY]'
  v1_locations:
  - docs/aws.md
  v2_locations:
  - aws.md
  youtube_mosaic: {}
? https://aws.amazon.com/blogs/aws/aws-weekly-roundup-aws-local-zones-in-istanbul-open-source-extenddb-kiro-web-and-more-may-25-2026
: title: 'AWS Weekly Roundup: AWS Local Zones in Istanbul, open-source ExtendDB, Kiro
    Web, and more (May 25, 2026)'
  description: This weekly roundup features a new Local Zone in Istanbul, Security
    Hub Extended partner integrations, SageMaker AI OpenAI-compatibility, and the
    ExtendDB adapter.
  year: '2026'
  stars: 4
  ai_summary: 'This weekly digest details critical infrastructural and developer tool
    updates across the AWS ecosystem.


    Key announcements include:

    - The general availability of the Istanbul, Türkiye Local Zone (eu-central-1-ist-1a)
    supporting low-latency and strict data-residency requirements.

    - The open-source ExtendDB adapter, which translates DynamoDB API calls onto alternative
    data backends.

    - Kiro Web, an AI-native browser-based IDE engineered for streamlining cloud-native
    serverless workflows.'
  language: en
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 18fd3c72641dd78e08955820f99dee4cbd5f181b4b3ac93e2904fb54b0407507
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  discovered_at: '2026-06-02T00:30:37.421391+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - AWS Cloud
  - Infrastructure and Global Expansion
  - Weekly Roundups
  tags:
  - '[GUIDE]'
  - '[EMERGING]'
  v1_locations: []
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  youtube_mosaic: {}
  category: aws-newfeatures
  reputation_status: Vetted
  reputation_summary: Official AWS weekly summary highlighting major developer tools
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  source_provenance: RSS Feed (AWS News Blog)
  suggested_new_category: ''
? https://aws.amazon.com/blogs/aws/aws-weekly-roundup-aws-transform-at-1-year-claude-platform-on-aws-ec2-m3-ultra-mac-instances-and-more-may-18-2026
: title: 'AWS Weekly Roundup: AWS Transform at 1 year, Claude Platform on AWS, EC2
    M3 Ultra Mac instances, and more (May 18, 2026)'
  description: A roundup celebrating AWS Transform's 1-year anniversary, the GA of
    Claude Platform on AWS, EC2 M3 Ultra Mac instances, and Bedrock Advanced Prompt
    Optimization.
  year: '2026'
  stars: 4
  ai_summary: 'This weekly roundup celebrates the first anniversary of AWS Transform''s
    agentic migration services while introducing high-performance compute and model
    optimization features.


    Key additions include:

    - The general availability of the Claude Platform on AWS, offering native, direct
    account access to Anthropic''s models.

    - EC2 M3 Ultra Mac instances, delivering massive 28-core CPUs and 256GB unified
    memory for Apple-focused CI/CD pipelines.

    - Amazon Bedrock''s Advanced Prompt Optimization, which automates prompt refinement
    while comparing outputs across up to five models simultaneously.'
  language: en
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 59cc00f00040f8e4461d120a0bb77026023da85224a9f05b7127b356a5386e68
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  discovered_at: '2026-06-02T00:30:37.421401+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AWS Cloud
  - Weekly Roundups
  - Hardware and AI Milestones
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[EMERGING]'
  v1_locations: []
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  youtube_mosaic: {}
  category: aws-newfeatures
  reputation_status: Vetted
  reputation_summary: Official AWS weekly update showcasing foundational computing
    hardware and partner AI platforms.
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  source_provenance: RSS Feed (AWS News Blog)
  suggested_new_category: ''
https://aws.amazon.com/blogs/aws/aws-weekly-roundup-claude-opus-4-8-on-aws-aurora-mysql-with-kiro-powers-and-more-june-1-2026:
  title: 'AWS Weekly Roundup: Claude Opus 4.8 on AWS, Aurora MySQL with Kiro Powers,
    and more (June 1, 2026)'
  description: This AWS roundup features the launch of Anthropic's Claude Opus 4.8
    on Amazon Bedrock, the next-generation AWS Resilience Hub with automatic DNS dependency
    mapping, and Aurora MySQL with Kiro Powers.
  year: '2026'
  stars: 4
  ai_summary: The June 1, 2026 AWS roundup highlights major infrastructure and generative
    AI updates, led by the general availability of Anthropic's Claude Opus 4.8 on
    Amazon Bedrock for advanced agentic coding and reasoning workloads. Additionally,
    AWS launched the next generation of the AWS Resilience Hub, introducing modular
    resilience policies, generative AI-powered Well-Architected assessments, and automatic
    network dependency discovery through passive DNS query log analysis. This issue
    also details new capabilities for Amazon Aurora MySQL integrated with Kiro CLI
    orchestration.
  language: en
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: a1488a031dd91458f7ef23aeb12a4b1f19d80f358fa3aa90b1e5bdc971066a8a
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  discovered_at: '2026-06-02T00:30:52.024519+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
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  v1_locations: []
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  youtube_mosaic: {}
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  reputation_summary: N/A
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  suggested_new_category: N/A
https://aws.amazon.com/blogs/aws/cloudwatch-dashboards-create-use-customized-metrics-views:
  title: CloudWatch Dashboards – Create & Use Customized Metrics Views
  description: ''
  year: '2015'
  stars: 5
  ai_summary: Reference guide detailing custom Amazon CloudWatch Dashboards. Covers
    metric ingestion, multi-widget graphing configurations, and consolidated cross-region
    resource alerting models.
  language: None
  resource_type: Documentation
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2015-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS
  - Monitoring
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/coming-soon-ec2-dedicated-hosts:
  title: Coming Soon – EC2 Dedicated Hosts
  description: ''
  year: '2015'
  stars: 4
  ai_summary: Details Amazon EC2 Dedicated Hosts, designed to address strict enterprise
    compliance, hardware isolation requirements, and fine-grained socket-level BYOL
    software licensing limits.
  language: None
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2015-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS
  - Compute
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
? 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
: title: Convert AWS console actions to reusable code with AWS Console-to-Code, now
    generally available
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Examines the GA release of AWS Console-to-Code. This utility records
    visual, interactive browser actions within the AWS Console and programmatically
    translates them into clean, reusable Infrastructure-as-Code (IaC) formats, such
    as AWS CDK and CloudFormation, using generative AI models.
  language: English
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2026-05-18T20:54:54.944333+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Infrastructure as Code
  - AWS CLI
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
  - aws.md
  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/easily-manage-security-group-rules-with-the-new-security-group-rule-id:
  title: Easily Manage Security Group Rules with the New Security Group Rule ID
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Introduces a unique identifier for each security group rule (sgr-xxxxxxxx),
    making rules individually addressable via API, CLI, or IaC. This drastically improves
    the management of firewall exceptions, allowing developers to target, modify,
    or audit precise rules without referencing the complete rule block list. It prevents
    race conditions and conflicts in IaC pipelines like Terraform.
  language: English
  resource_type: Infrastructure Feature
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Networking
  - Security Groups
  tags:
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  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/ec2-classic-is-retiring-heres-how-to-prepare:
  title: EC2-Classic Networking is Retiring – Here’s How to Prepare
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Migration guidelines and operational playbooks assisting AWS accounts
    in transitioning off legacy EC2-Classic networks onto modern Amazon VPC resources.
    The blueprint outlines migration tools (ClassicLink) and technical paths to reconstruct
    security policies, network routing, and host configurations within dedicated VPC
    perimeters.
  language: English
  resource_type: Migration Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Networking
  - Deprecations
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/ec2-container-service-update-container-registry-ecs-cli-az-aware-scheduling-and-more:
  title: EC2 Container Service Update – Container Registry, ECS CLI, AZ-Aware Scheduling,
    and More
  description: ''
  year: '2015'
  stars: 4
  ai_summary: Milestone feature updates outlining the inception of Amazon Elastic
    Container Registry (ECR), native ECS CLI utilities, and multi-AZ application container
    scheduler integrations.
  language: None
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2015-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS
  - Container Orchestration
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/eks-price-reduction:
  title: Amazon EKS Price Reduction
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Official AWS announcement lowering the baseline cost of managing the
    EKS control plane. Outlines operational cost structures for running enterprise
    Kubernetes topologies at scale.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - AWS EKS
  - Cost Optimization
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - managed-kubernetes-in-public-cloud.md
  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/elastic-network-adapter-high-performance-network-interface-for-amazon-ec2:
  title: Elastic Network Adapter
  description: ''
  year: '2016'
  stars: 0
  ai_summary: Analyzes the high-performance ENA interface designed for AWS EC2 instances.
    Live architectures rely heavily on ENA for low-latency network performance and
    SR-IOV-enabled network virtualization up to 100 Gbps. Crucial for understanding
    network throughput bottlenecks in heavy database and distributed systems workloads.
  language: English
  resource_type: blog
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2016-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS
  - EC2 Networking
  - ENA
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-networking.md
  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock:
  title: Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock
  description: AWS announces the general availability of OpenAI's GPT-5.5, GPT-5.4,
    and Codex models on Amazon Bedrock, providing developers with unified governance
    and a secure Responses API endpoint.
  year: '2026'
  stars: 4
  ai_summary: AWS has announced the general availability of OpenAI's GPT-5.5, GPT-5.4,
    and Codex models on Amazon Bedrock, ending Microsoft's exclusive cloud hosting
    agreement for these frontier models. Developers can now programmatically access
    these models through a high-performance, security-hardened Responses API compatible
    with the standard OpenAI SDK. By deploying Codex—OpenAI's advanced coding agent—inside
    Amazon Bedrock, enterprises can execute multi-turn, long-horizon developer workflows
    while strictly preserving local data residency and unified IAM compliance controls.
  language: en
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 9183ad307c1ec4a839d8da9b52265bd551f730d645732a19fbe2346fd098925a
  health_score: null
  last_checked: 1780353052
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  discovered_at: '2026-06-02T00:30:52.024509+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure > AWS > Generative AI Managed Services
  tags:
  - ENTERPRISE-STABLE
  - EMERGING
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: aws-newfeatures
  reputation_status: Vetted
  reputation_summary: N/A
  social_preview_url: https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2026/05/24/News-Blog-Featured-Images-25-2.png
  source_provenance: RSS Feed (AWS News Blog)
  suggested_new_category: N/A
https://aws.amazon.com/blogs/aws/heads-up-amazon-s3-security-changes-are-coming-in-april-of-2023:
  title: 'Heads-Up: Amazon S3 Security Changes Are Coming in April of 2023'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: AWS pre-announced default security hardening measures for Amazon S3
    buckets. These updates block public access configurations by default and enforce
    bucket owner-enforced Object Ownership settings to automatically disable ACLs
    on new bucketing workloads.
  language: None
  resource_type: Cloud Service
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Storage & Backup
  - S3 Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/iam-access-analyzer-update-policy-validation:
  title: 'aws.amazon.com: IAM Access Analyzer Update – Policy Validation'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A deep dive into policy validation capabilities inside AWS IAM Access
    Analyzer. It explains how the engine uses mathematical logic to find grammar issues,
    security slips, or over-permissive configurations directly during the authoring
    phase.
  language: English
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Architecture
  - AWS
  - Identity and Access Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-security.md
  youtube_mosaic: {}
? https://aws.amazon.com/blogs/aws/ide-extension-for-aws-application-composer-enhances-visual-modern-applications-development-with-ai-generated-iac
: title: IDE extension for AWS Application Composer enhances visual modern applications
    development with AI-generated IaC
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Examines how the AWS Application Composer IDE extension leverages AI
    to dynamically draft modern serverless IaC templates from a visual layout canvas.
    As developers design, the system generates clean CloudFormation or SAM patterns.
    This tool merges direct visual feedback with automated infrastructure generation.
  language: English
  resource_type: Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Operations
  - Infrastructure as Code
  - AI-Assisted IaC
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ai.md
  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql:
  title: InfoWorld Review – Amazon Aurora Rocks MySQL
  description: ''
  year: '2015'
  stars: 0
  ai_summary: Historical analysis validating Amazon Aurora's decoupled compute and
    storage architecture. In production contexts, it remains a de facto standard for
    high-throughput, low-latency relational engines.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2015-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Architecture
  - Databases
  - Amazon Aurora
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-architecture.md
  - aws.md
  youtube_mosaic: {}
? https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications
: title: Introducing the next generation of Amazon OpenSearch Serverless for building
    your agentic AI applications
  description: AWS has rebuilt Amazon OpenSearch Serverless from the ground up for
    agentic AI workloads, introducing scale-to-zero compute capabilities and significant
    cost savings.
  year: '2026'
  stars: 4
  ai_summary: 'Rebuilt from the ground up to support highly dynamic agentic AI workloads,
    the next-generation architecture of Amazon OpenSearch Serverless completely separates
    compute from storage to offer true scale-to-zero capability during idle periods.


    Key technical advantages include:

    - Zero standby compute costs achieved via an aggressive 10-minute scale-to-zero
    timeout.

    - Up to 20x faster autoscaling with resource provisioning occurring in seconds
    rather than minutes.

    - Built-in OpenSearch Agent Skills to facilitate direct integration of domain
    knowledge with coding assistants like Cursor and Claude Code.'
  language: en
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 61cc5d9a8d90085ec9f6b4cbce627e07ea6534fcf527e8be536c7a5ee0c84543
  health_score: null
  last_checked: 1780353037
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:30:37.421374+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AWS Cloud
  - Generative AI and Agents
  - Vector Search and Databases
  - Amazon OpenSearch Serverless
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[EMERGING]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: aws-serverless
  reputation_status: Vetted
  reputation_summary: Highly anticipated platform redesign addressing a key cost and
    performance bottleneck in vector database scaling.
  social_preview_url: https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2026/05/29/2026-opensearch-serverless-nextgen-thum-1.jpg
  source_provenance: RSS Feed (AWS News Blog)
  suggested_new_category: aws-databases
? https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-aws-resilience-hub-for-generative-ai-based-sre-resilience-journey
: title: Introducing the next generation of AWS Resilience Hub for generative AI-based
    SRE resilience journey
  description: AWS has launched the next generation of AWS Resilience Hub, bringing
    together a new application model, dependency discovery, and AI-powered failure
    mode analysis.
  year: '2026'
  stars: 4
  ai_summary: 'AWS Resilience Hub''s next-generation release introduces an organization-wide
    resilience engine built around a new three-level application model (systems, user
    journeys, and services).


    Key features include:

    - Automatic DNS-based dependency discovery to uncover hidden architectural integrations
    and endpoints.

    - Generative AI-powered failure mode assessments that deliver prioritized, actionable
    remediation steps mapped to AWS Well-Architected guidelines.

    - Modular resilience policies to enforce consistent SLOs and disaster recovery
    targets cross-organizationally.'
  language: en
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 4463ed1540d99c04090777922824b9495af8f0d65c51be118496f1486d8791e1
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  last_checked: 1780353037
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  discovered_at: '2026-06-02T00:30:37.421356+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AWS Cloud
  - Management and Governance
  - SRE and Operational Resilience
  - AWS Resilience Hub
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[EMERGING]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: sre
  reputation_status: Vetted
  reputation_summary: Trusted official AWS product release announcement with strong
    industry adoption for architectural reliability audits.
  social_preview_url: https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2026/05/29/2026-resillence-hub-nextgen-thum-1-1260x630.jpg
  source_provenance: RSS Feed (AWS News Blog)
  suggested_new_category: ''
https://aws.amazon.com/blogs/aws/meet-our-newest-aws-heroes-may-2026:
  title: Meet Our Newest AWS Heroes – May 2026
  description: This article announces four new AWS Heroes recognized for their contributions
    to the AWS community through education, mentorship, and knowledge sharing.
  year: '2026'
  stars: 4
  ai_summary: This AWS publication spotlights the newly inducted technical cloud heroes
    for May 2026, summarizing their structural contributions in AI/ML, serverless,
    and cloud management. Highlighted engineering assets include a custom Amazon Bedrock-powered
    session advisor utilizing Nova models and extensive local community user groups.
    The resource acts as an index for discovering high-quality open-source projects,
    training programs, and cloud-native architectural patterns developed by vetted
    industry experts.
  language: en
  resource_type: blog
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: ff62815d655c021986ece35df9436980a1db49d1a01791e2c0b38807da52c05e
  health_score: null
  last_checked: 1780402331
  needs_ai_refresh: false
  discovered_at: '2026-06-02T14:12:11.955747+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Providers
  - Amazon Web Services
  - Community and Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: aws-architecture
  impact_score: 85
  reputation_status: Vetted
  reputation_summary: Highly respected official program recognition, celebrating prominent
    serverless and AI/ML community architects.
  social_preview_url: https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2021/11/10/AWS-Heroes-program_RGB_Social-blog.png
  source_provenance: RSS Feed (AWS News Blog)
  suggested_new_category: cloud-communities
? https://aws.amazon.com/blogs/aws/meet-our-newest-aws-heroes-may-2026/?sc_channel=sm&sc_campaign=Community_Heroes&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&linkId=951222289
: title: Meet Our Newest AWS Heroes - May 2026
  description: AWS recognizes four outstanding community leaders across Italy, Canada,
    and Argentina for their advancements in serverless architectures, custom AI tools,
    and public cloud enablement.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: While primarily a community bulletin, this cohort
    highlights the tactical integration of Amazon Bedrock and Amazon Nova models into
    practical tools like re:Invent assistant applications.

    * **Live Grounding**: Features detailed backgrounds of selected AWS AI and Serverless
    Heroes driving cloud optimization, open-source templates, and tech education in
    Europe and Latin America.'
  language: en
  resource_type: announcement
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 13a90259d81a22a6d8ac85cc5545aa3972dcad34ff82aa4737019178c6513adb
  health_score: null
  last_checked: 1780352730
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:25:30.207470+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Ecosystem
  - AWS
  - Community
  - Enablement
  tags:
  - GUIDE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: aws-architecture
  reputation_status: Vetted
  reputation_summary: Highly regarded community recognition from AWS, highlighting
    major contributors in artificial intelligence, serverless computing, and localized
    technical training.
  social_preview_url: https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2021/11/10/AWS-Heroes-program_RGB_Social-blog.png
  source_provenance: X.com (awscloud)
  suggested_new_category: community
https://aws.amazon.com/blogs/aws/monitor-evaluate-and-demonstrate-backup-compliance-with-aws-backup-audit-manager:
  title: Monitor, Evaluate, and Demonstrate Backup Compliance with AWS Backup Audit
    Manager
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Introduces AWS Backup Audit Manager, a feature to monitor, evaluate,
    and demonstrate the compliance posture of data backup operations against pre-defined
    organizational standard controls. It automates compliance reporting, providing
    auditor-ready historical evidence. Architecturally, it replaces manual backup
    audits and ensures strict data governance.
  language: English
  resource_type: Service Feature
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data & Analytics
  - Data Protection
  - Compliance
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/new-accelerate-your-lambda-functions-with-lambda-snapstart:
  title: 'aws.amazon.com: New – Accelerate Your Lambda Functions with Lambda SnapStart'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Introduces AWS Lambda SnapStart, an optimization technique that dramatically
    reduces startup latency for Java runtimes by capturing and caching memory/disk
    snapshots of initialized microcontainers. Sub-second cold starts are achieved
    with minimal code changes.
  language: N/A
  resource_type: Announcements
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Serverless Architecture
  - AWS Lambda
  - Cold Starts
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-serverless.md
  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/new-amazon-vpc-network-access-analyzer:
  title: New – Amazon VPC Network Access Analyzer
  description: ''
  year: '2021'
  stars: 5
  ai_summary: A formal network verification tool that uses mathematical analysis (automated
    reasoning) to check VPC security policies and network access paths. It helps teams
    identify unintended network configurations, verify access boundaries, and demonstrate
    compliance to internal/external security audits. Architecturally, it automates
    manual firewall reviews and prevents security isolation leaks.
  language: English
  resource_type: Service
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Networking
  - Network Security
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://aws.amazon.com/blogs/aws/new-aws-application-load-balancer:
  title: aws blogs - New – AWS Application Load Balancer
  description: ''
  year: '2016'
  stars: 0
  ai_summary: The foundational blog post introducing AWS ALB in 2016, revolutionizing
    container and microservices ingress on AWS. Contrasts CLB's limitations with ALB's
    ability to host multiple target groups on a single instance port, enabling dense
    ECS/EKS hosting.
  language: English
  resource_type: blog
  complexity: intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2016-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS
  - Load Balancing
  - Announcements
  tags:
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https://aws.amazon.com/blogs/aws/new-aws-competency-aws-migration:
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  stars: 3
  ai_summary: The announcement introducing the AWS Migration Competency, establishing
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    Live Grounding shows this standard continues to qualify system integrators executing
    mass migrations from legacy datacenters to cloud-native platforms.
  language: English
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  complexity: Intermediate
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  tags:
  - '[LEGACY]'
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https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform:
  title: 'aws.amazon.com: New – AWS Control Tower Account Factory for Terraform'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An analytical introduction to the AWS Control Tower Account Factory
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    custom pipeline orchestration and landing zone configurations that maintain strict
    security compliance metrics across large organizations.
  language: HCL
  resource_type: Tool
  complexity: Advanced
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  v1_locations: []
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? https://aws.amazon.com/blogs/aws/new-aws-dms-serverless-automatically-provisions-and-scales-capacity-for-migration-and-data-replication
: title: 'New – AWS DMS Serverless: Automatically Provisions and Scales Capacity for
    Migration and Data Replication'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: AWS DMS Serverless automates the provisioning, scaling, and operational
    management of resources needed for database replication and migration tasks. This
    reduces hands-on provisioning steps during large-scale enterprise data migrations.
  language: None
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  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  hierarchy:
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  - Data Migration
  tags:
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https://aws.amazon.com/blogs/aws/new-create-microsoft-sql-server-instances-of-amazon-rds-on-aws-outposts:
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  description: ''
  year: N/A
  stars: 0
  ai_summary: Curator Insight highlights the expansion of Amazon RDS capabilities
    to hybrid environments using AWS Outposts. Live Grounding verifies this enables
    low-latency, on-premises execution of Microsoft SQL Server workloads with cloud-style
    managed operations. The architecture supports local data residency while utilizing
    automated backups and scaling.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
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  hierarchy:
  - Cloud Infrastructure
  - Databases
  - Hybrid Cloud and Edge
  tags:
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  v1_locations:
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https://aws.amazon.com/blogs/aws/new-encrypted-ebs-boot-volumes:
  title: New – Encrypted EBS Boot Volumes
  description: '- [Amazon EBS Encryption](http://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EBSEncryption.html)'
  year: '2015'
  stars: 5
  ai_summary: Announcement of native EBS boot volume encryption, leveraging AWS Key
    Management Service (KMS) without degrading overall instance throughput or input/output
    latency patterns.
  language: None
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2015-06-01T00:00:00+02:00'
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  hierarchy:
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  - Storage
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
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https://aws.amazon.com/blogs/aws/new-for-aws-distro-for-opentelemetry-tracing-support-is-now-generally-available:
  title: New for AWS Distro for OpenTelemetry – Tracing Support is Now Generally Available
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Generally available, AWS-supported distribution of the CNCF OpenTelemetry
    standards, specifically optimized for application tracing. It simplifies collecting
    metadata and correlates application traces across containerized (EKS, ECS) and
    serverless (Lambda) stacks. It seamlessly forwards telemetry to AWS X-Ray, Amazon
    OpenSearch, and partner SaaS platforms, eliminating vendor lock-in.
  language: English
  resource_type: Software
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - OpenTelemetry
  - Distributed Tracing
  tags:
  - '[DE FACTO STANDARD]'
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https://aws.amazon.com/blogs/aws/new-scheduled-reserved-instances:
  title: New – Scheduled Reserved Instances
  description: ''
  year: '2016'
  stars: 2
  ai_summary: Details Scheduled Reserved Instances, designed to book recurring computational
    capacity (mostly superseded by dynamic Savings Plans and modern On-Demand capacity
    reservations).
  language: None
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2016-06-01T00:00:00+02:00'
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  hierarchy:
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  - Compute
  tags:
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https://aws.amazon.com/blogs/aws/new-self-service-provisioning-of-terraform-open-source-configurations-with-aws-service-catalog:
  title: "New – Self-Service Provisioning of Terraform Open-Source Configurations
    with AWS Service Catalog \U0001F31F\U0001F31F\U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: An official AWS documentation guide introducing out-of-the-box support
    for provisioning Terraform open-source templates within the AWS Service Catalog
    framework. Standardizes enterprise deployment control planes.
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  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - Networking & Core
  tags:
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  v1_locations: []
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https://aws.amazon.com/blogs/aws/new-visualize-your-vpc-resources-from-amazon-vpc-creation-experience:
  title: New – Visualize Your VPC Resources from Amazon VPC Creation Experience
  description: ''
  year: '2023'
  stars: 0
  ai_summary: The Amazon VPC creation workflow introduced real-time topology visualization.
    As operators configure subnets, route tables, and internet gateways, the system
    renders a dynamic layout diagram to prevent configuration errors.
  language: None
  resource_type: Cloud Service
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
  - Cloud Infrastructure
  - Networking
  - VPC Visualization
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://aws.amazon.com/blogs/aws/new_deployment_pipelines_reference_architecture_and_-reference_implementations:
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  year: null
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https://aws.amazon.com/blogs/aws/now-aws-step-functions-supports-200-aws-services-to-enable-easier-workflow-automation:
  title: Now — AWS Step Functions Supports 200 AWS Services To Enable Easier Workflow
    Automation
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Dramatically expands the capabilities of AWS Step Functions by offering
    direct SDK integration with over 200 AWS services and over 9,000 API actions.
    This architecture minimizes or completely eliminates custom 'glue' Lambda functions
    whose sole purpose was calling AWS APIs. It simplifies state machine engineering,
    reducing latency, maintenance costs, and execution failure risks.
  language: English
  resource_type: Service Feature
  complexity: Intermediate
  is_microservice: true
  status: online
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  hierarchy:
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  - Step Functions
  tags:
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https://aws.amazon.com/blogs/aws/now-open-aws-region-in-spain:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: AWS announced the general availability of the Europe (Spain) Region
    (eu-south-2). This physical infrastructure footprint enables customers to achieve
    lower latency for local workloads, meet residency and data sovereignty requirements
    inside the European Union, and build multi-region failover setups.
  language: None
  resource_type: Cloud Service
  complexity: Beginner
  is_microservice: false
  status: online
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  hierarchy:
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https://aws.amazon.com/blogs/aws/preview-aws-backup-adds-support-for-amazon-s3:
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  description: ''
  year: '2021'
  stars: 4
  ai_summary: Introduces preview support for centralizing data protection across S3
    buckets using AWS Backup policies. It allows security and operations teams to
    automate backups, lifecycles, and restores of S3 objects alongside other AWS resources.
    This replaces customized AWS Lambda or S3 replication-based snapshot workarounds
    with a managed compliance framework.
  language: English
  resource_type: Service Feature
  complexity: Intermediate
  is_microservice: false
  status: online
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  hierarchy:
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  tags:
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  v1_locations: []
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https://aws.amazon.com/blogs/aws/reduce-unwanted-traffic-on-your-web-site-with-aws-bot-control:
  title: 'amazon.com: Reduce Unwanted Traffic on Your Website with New AWS WAF Bot
    Control'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Explains AWS WAF Bot Control integration. Discusses using preconfigured
    rule groups at edge distribution tiers to detect, classify, and isolate automated
    malicious scraper patterns.
  language: None
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://aws.amazon.com/blogs/aws/top-announcements-of-aws-reinvent-2021:
  title: 'aws.amazon.com/blogs: Top Announcements of AWS re:Invent 2021'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Synthesizes the major platform transformations unveiled at re:Invent
    2021, focusing on serverless options for Redshift, EMR, and MSK alongside new
    Graviton3 silicon. The catalog underscores a massive architectural drive towards
    serverless operational models across the analytics stack. These updates solidify
    AWS's platform-as-a-service offerings for enterprise engineering.
  language: English
  resource_type: Industry Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  hierarchy:
  - Cloud Infrastructure
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  tags:
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https://aws.amazon.com/blogs/big-data/category/analytics/aws-data-pipeline:
  title: 'AWS Big Data Blog: Category - AWS Data Pipeline'
  description: ''
  year: '2024'
  stars: 2
  ai_summary: Technical blog category detailing legacy deployment setups for AWS Data
    Pipeline, providing structural templates for data movements before cloud-native
    ETL tools gained dominance.
  language: None
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
  - Cloud Infrastructure
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  - ETL
  tags:
  - '[LEGACY]'
  v1_locations: []
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https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming:
  title: Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming
  description: ''
  year: '2016'
  stars: 4
  ai_summary: Technical blueprint detailing Spark Streaming integration with Amazon
    Kinesis streams. Discusses record-processing window optimizations, checkpoint
    configurations, and SQL querying on live event pipelines.
  language: Scala
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2016-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Cloud Infrastructure
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  - Event Streaming
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/big-data/using-spark-sql-for-etl:
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  year: null
  stars: null
  ai_summary: A curated technical resource and architectural guide covering aws.amazon.com
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  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2026-06-18T00:37:56.005314+02:00'
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  hierarchy:
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  tags:
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https://aws.amazon.com/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account:
  title: 'aws.amazon.com: Architecture patterns for consuming private APIs cross-account'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines security and network topology blueprints for consuming private
    APIs across different AWS accounts. Highlights the interaction of VPC endpoints,
    API Gateway resource policies, and Route 53 resolver rules to secure enterprise
    SaaS products.
  language: English
  resource_type: blog
  complexity: advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - API Gateway
  - Cross-Account Patterns
  tags:
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https://aws.amazon.com/blogs/compute/building-an-event-driven-application-with-amazon-eventbridge:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: This AWS architecture blog details how to design and build serverless
    event-driven applications using Amazon EventBridge. It highlights the platform's
    ability to act as a centralized serverless event bus that simplifies decoupled
    communication across distributed microservices by routing events using declarative
    rules. The pattern eliminates custom routing code, improving structural robustness.
  language: N/A
  resource_type: Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  - AWS
  - Event-Driven Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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? https://aws.amazon.com/blogs/compute/building-highly-resilient-applications-with-on-premises-interdependencies-using-aws-local-zones
: title: Building highly resilient applications with on-premises interdependencies
    using AWS Local Zones
  description: ''
  year: '2026'
  stars: 0
  ai_summary: An enterprise resilience design guide integrating AWS Local Zones with
    legacy on-premises systems. It addresses key edge architectures, detailing hybrid
    replication strategies, localized failovers, and latency-sensitive synchronization
    protocols.
  language: N/A
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 408c26ed1b45b2f125ac159b1ea0b040bd6b4d02bbdd63277260684efc8fd4d7
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  discovered_at: '2026-05-17T17:45:31.860781+02:00'
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  hierarchy:
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  - Infrastructure
  tags:
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https://aws.amazon.com/blogs/compute/deploying-aws-lambda-layers-automatically-across-multiple-regions:
  title: Deploying AWS Lambda layers automatically across multiple Regions
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Provides an automation framework for replicating Lambda Layers across
    multiple geographical AWS regions. Ensures dependency consistency, reduces manual
    overhead in multi-region failover setups, and leverages CloudFormation and Step
    Functions for automated version control.
  language: N/A
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experience-for-aws-step-functions:
  title: Enhanced Local IDE Experience for AWS Step Functions
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Details local IDE integration utilities for designing and tracing AWS
    Step Functions. Enhances developer inner-loops by rendering local visual workflow
    representations and offering live Amazon States Language schema validation directly
    in-editor.
  language: None
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - AWS Automation
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? https://aws.amazon.com/blogs/compute/introducing-aws-sam-pipelines-automatically-generate-deployment-pipelines-for-serverless-applications
: title: 'Introducing AWS SAM Pipelines: Automatically generate deployment pipelines
    for serverless applications'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Introduces AWS SAM Pipelines, a feature within the Serverless Application
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    with Jenkins, GitLab, GitHub Actions, and Bitbucket, standardizing infrastructure-as-code
    deployment procedures across corporate accounts.
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  resource_type: Tool Release
  complexity: Intermediate
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - DevOps & CI/CD
  - Serverless Deployment
  - AWS SAM Pipelines
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: Formulates a structured migration plan to convert a monolithic ASP.NET
    Core Web API into a serverless AWS Lambda execution environment. Evaluates the
    use of the Amazon.Lambda.AspNetCoreServer bridge, highlighting cold start profiling
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  language: C#
  resource_type: Case Study
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Monolith Migration
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  tags:
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  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/compute/operating-lambda-understanding-event-driven-architecture-part-1:
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    – Part 1'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A foundational multi-part operational guide from AWS technical evangelists
    focusing on event-driven serverless architectures. Explores decoupled communication,
    idempotent execution, and event processing.
  language: None
  resource_type: Technical Guide
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  is_microservice: true
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  addition_method: manual
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  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
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  - '[GUIDE]'
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/compute/quick-restoration-through-replacing-the-root-volumes-of-amazon-ec2:
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  description: ''
  year: '2021'
  stars: 3
  ai_summary: This AWS blog post introduces root volume replacement features for running
    EC2 instances, eliminating reboot downtime during failure remediation. Live Grounding
    shows this capability is vital for debugging critical virtual machines, allowing
    live hot-swapping from a golden image or secure snapshot.
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  resource_type: Blog / Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Disaster Recovery
  - AWS Compute
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  tags:
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https://aws.amazon.com/blogs/compute/scaling-aws-lambda-permissions-with-attribute-based-access-control-abac:
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    Control (ABAC)'
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  year: '2022'
  stars: 0
  ai_summary: Explores Attribute-Based Access Control (ABAC) strategies to scale AWS
    Lambda permission management in complex enterprise accounts. Uses resource tags
    and IAM policies to authorize Lambda actions, avoiding the overhead of managing
    extensive role definitions.
  language: JSON
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Governance
  - IAM & Access Control
  - ABAC
  tags:
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  v1_locations: []
  v2_locations:
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? https://aws.amazon.com/blogs/compute/secure-connectivity-from-public-to-private-introducing-ec2-instance-connect-endpoint-june-13-2023
: title: 'Secure Connectivity from Public to Private: Introducing EC2 Instance Connect
    Endpoint'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Introduces the EC2 Instance Connect Endpoint (EICE), a major evolutionary
    step in secure bastion-free SSH/RDP connectivity. Unlike traditional setups requiring
    public IPs or VPNs, EICE tunnels secure administrative connections directly through
    private subnets without exposed bastions.
  language: English
  resource_type: blog
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS
  - Security
  - EC2 Connect
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/compute/server-side-rendering-micro-frontends-ui-composer-and-service-discovery:
  title: 'aws.amazon.com: Server-side rendering micro-frontends – UI composer and
    service discovery'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Proposes a reference architecture for deploying server-side rendered
    (SSR) micro-frontends on AWS. It uses serverless services like AWS Lambda, Amazon
    CloudFront, and dynamic composition layers to optimize SEO and page load speeds.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Frontend Architecture
  - Microfrontends
  - AWS Serverless
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/compute/understanding-aws-lambda-scaling-and-throughput:
  title: 'aws.amazon.com: Understanding AWS Lambda scaling and throughput'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Breaks down AWS Lambda's concurrency allocation models, describing burst
    limits, provisioned concurrency, and account-wide throttling mechanisms. Essential
    for architects designing low-latency architectures under erratic user workloads.
  language: N/A
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Concurrency & Scaling
  tags:
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https://aws.amazon.com/blogs/compute/using-amazon-efs-for-aws-lambda-in-your-serverless-applications:
  title: Using Amazon EFS for AWS Lambda in your serverless applications
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Detailed implementation pattern describing how to mount Amazon Elastic
    File System (EFS) onto serverless Lambda functions. This unlocks local high-performance
    file sharing, and heavy workload storage operations.
  language: None
  resource_type: Architecture Guide
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  tags:
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  - '[GUIDE]'
  v1_locations: []
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https://aws.amazon.com/blogs/containers/addressing-ipv4-address-exhaustion-in-amazon-eks-clusters-using-private-nat-gateways:
  title: 'aws.amazon.com: Addressing IPv4 address exhaustion in Amazon EKS clusters
    using private NAT gateways'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Proposes a highly scalable network topology to mitigate RFC 1918 IPv4
    exhaustion in large-scale EKS clusters. Describes configuring private NAT Gateways
    and secondary VPC CIDRs to decouple internal pod networking from restricted corporate
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  language: N/A
  resource_type: Architectural Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - AWS EKS
  - Networking
  - IP Management
  tags:
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  - '[GUIDE]'
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  v2_locations:
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  youtube_mosaic: {}
https://aws.amazon.com/blogs/containers/addressing-latency-and-data-transfer-costs-on-eks-using-istio:
  title: 'aws.amazon.com: Addressing latency and data transfer costs on EKS using
    Istio'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Architectural guide analyzing multi-AZ data transfer charges and service-to-service
    latency in EKS. Demonstrates how to design topology-aware routing strategies within
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  language: N/A
  resource_type: Technical Analysis
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - AWS EKS
  - Networking
  - Service Mesh Latency
  tags:
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  v1_locations: []
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https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-1-22:
  title: 'aws.amazon.com: Amazon EKS now supports Kubernetes 1.22'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Curator Insight covers EKS supporting Kubernetes 1.22. Live grounding
    in 2026 treats this as historical information; modern EKS runs vastly newer versions,
    but this article highlights EKS migration paths and deprecation management.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Managed Kubernetes
  - AWS EKS
  - v1.22
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  - '[COMMUNITY-TOOL]'
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https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-version-1-25:
  title: Amazon EKS now supports Kubernetes version 1.25
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Amazon EKS added support for Kubernetes version 1.25, bringing security
    policy updates, API removals (such as PodSecurityPolicy), and core platform enhancements
    like container registry authentication improvements.
  language: None
  resource_type: Cloud Service
  complexity: Intermediate
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  duplicate_of: https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-1-22
https://aws.amazon.com/blogs/containers/architecting-for-resiliency-on-aws-app-runner:
  title: Architecting for resiliency on AWS App Runner
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Curator Insight focuses on engineering multi-region, high-availability,
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    patterns rely on Route 53 routing, pilot light databases, and robust custom health
    checks to sustain production-grade service availability.
  language: N/A
  resource_type: Blog
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - App Runner
  tags:
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  v1_locations: []
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https://aws.amazon.com/blogs/containers/automate-rollbacks-for-amazon-ecs-rolling-deployments-with-cloudwatch-alarms:
  title: Automate rollbacks for Amazon ECS rolling deployments with CloudWatch alarms
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An architectural guide outlining automated deployment rollback capabilities
    within ECS rolling deployments. It illustrates how CloudWatch alarms can monitor
    application health (e.g., HTTP 5xx rates) during active deployments and automatically
    trigger rollbacks to a previously stable revision to maintain high availability.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  hierarchy:
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  - AWS
  - Continuous Deployment
  tags:
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  v1_locations: []
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https://aws.amazon.com/blogs/containers/autoscaling-eks-on-fargate-with-custom-metrics:
  title: 'aws.amazon.com: Autoscaling EKS on Fargate with custom metrics'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores scaling mechanisms for EKS pods deployed onto AWS Fargate using
    Prometheus-emitted custom metrics. Illustrates HPA structures that scale serverless
    compute workloads without maintaining EC2 scaling profiles.
  language: YAML
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
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https://aws.amazon.com/blogs/containers/aws-and-kubecost-collaborate-to-deliver-cost-monitoring-for-eks-customers:
  title: AWS and Kubecost collaborate to deliver cost monitoring for EKS customers
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Explains the native integration of Kubecost with Amazon EKS to provide
    free, high-granularity in-cluster resource cost allocations. Demonstrates how
    administrators trace expenditures back to namespaces, labels, and specific engineering
    departments.
  language: Markdown
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Kubecost
  tags:
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https://aws.amazon.com/blogs/containers/aws-docker-collaborate-simplify-developer-experience:
  title: AWS and Docker collaborate to simplify the developer experience
  description: ''
  year: N/A
  stars: 0
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  discovered_at: '2026-05-17T17:23:19.023446+02:00'
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https://aws.amazon.com/blogs/containers/aws-secrets-manager-controller-poc-an-eks-operator-for-automatic-rotation-of-secrets:
  title: 'AWS Secrets Manager controller POC: an EKS operator for automatic rotation
    of secrets'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A proof-of-concept EKS Kubernetes Operator designed to synchronize and
    rotate AWS Secrets Manager secrets within EKS clusters automatically. It showcases
    pattern integration between AWS APIs and native Kubernetes Secret resources, reducing
    custom scripting for containerized application workloads.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Security & Identity
  - Secrets Management
  - Kubernetes Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/containers/blue-green-kubernetes-upgrades-for-amazon-eks-anywhere-using-flux:
  title: 'aws.amazon.com: Blue/Green Kubernetes upgrades for Amazon EKS Anywhere using
    Flux'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Showcases a robust GitOps upgrading mechanism using Flux CD on EKS Anywhere
    clusters. Focuses on orchestrating safe blue/green cluster migrations to minimize
    physical infrastructure interruptions.
  language: N/A
  resource_type: Architectural Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Cloud Providers
  - AWS EKS
  - Hybrid Cloud
  - Blue-Green Upgrades
  tags:
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https://aws.amazon.com/blogs/containers/chaos-engineering-with-litmuschaos-on-amazon-eks:
  title: 'aws.amazon.com: Chaos Engineering with LitmusChaos on Amazon EKS'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Provides an architectural blueprint for integrating LitmusChaos with
    Amazon EKS. Walks through installing custom resources, setting up experiment workflows
    for container and node disruptions, and verifying application resilience with
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  language: English
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Cloud Architecture
  tags:
  - '[COMMUNITY-TOOL]'
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https://aws.amazon.com/blogs/containers/cloud-native-ci-cd-with-tekton-and-argocd-on-aws:
  title: 'aws.amazon.com: Cloud Native CI/CD with Tekton and ArgoCD on AWS'
  description: ''
  year: '2022'
  stars: 5
  ai_summary: Discusses designing an end-to-end, Kubernetes-native CI/CD pipeline
    on AWS EKS. Uses Tekton for building and containerizing microservices, seamlessly
    handing off the deployment phase to ArgoCD for pull-based application delivery.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
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https://aws.amazon.com/blogs/containers/continuous-delivery-of-amazon-eks-clusters-using-aws-cdk-and-cdk-pipelines:
  title: 'aws.amazon.com: Continuous Delivery of Amazon EKS Clusters Using AWS CDK
    and CDK Pipelines'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Highlights declarative automation pathways for bootstrapping EKS clusters
    using AWS Cloud Development Kit (CDK) Pipelines. Enables software engineering
    teams to manage clusters and infrastructure configurations as deployable programming
    code.
  language: TypeScript
  resource_type: Article
  complexity: Advanced
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  status: online
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  hierarchy:
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  v2_locations:
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https://aws.amazon.com/blogs/containers/create-a-pipeline-with-canary-deployments-for-amazon-eks-with-aws-app-mesh:
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    \U0001F31F"
  description: ''
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  stars: 0
  ai_summary: A comprehensive technical walkthrough on implementing canary deployment
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  resource_type: Tutorial
  complexity: Advanced
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  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Traffic Management
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/containers/easy-as-one-two-three-policy-management-with-kyverno-on-amazon-eks:
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    Amazon EKS \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes the deployment of Kyverno on Amazon EKS to enforce policy as
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    to restrict root privileges, mutate incoming resources, and audit cluster compliance
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  language: YAML
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  geo_region: null
  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/containers/eliminate-kubernetes-node-scaling-lag-with-pod-priority-and-over-provisioning:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: Examines the design pattern of utilizing low-priority 'placeholder'
    pods to pre-provision infrastructure capacity on EKS clusters. Ensures that traffic
    spikes or high-priority deployments are scheduled instantly without waiting for
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  language: N/A
  resource_type: Architectural Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - AWS EKS
  - Scalability
  - Proactive Scaling
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/containers/fluent-bit-integration-in-cloudwatch-container-insights-for-eks:
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    for EKS'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes the native integration of Fluent Bit within CloudWatch Container
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    as the standard cloud-native pattern, replacing legacy Fluentd setups to achieve
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  resource_type: Reference
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Amazon EKS
  - Observability
  tags:
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  v1_locations: []
  v2_locations:
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? https://aws.amazon.com/blogs/containers/gitops-model-for-provisioning-and-bootstrapping-amazon-eks-clusters-using-crossplane-and-argo-cd
: title: 'aws.amazon.com: GitOps model for provisioning and bootstrapping Amazon EKS
    clusters using Crossplane and Argo CD'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Demonstrates an elegant architectural GitOps paradigm that unifies cloud
    infrastructure and software delivery. Integrates Crossplane for declarative AWS
    API provisioning with Argo CD for continuous application state synchronizations.
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  resource_type: Architectural Guide
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - AWS EKS
  - GitOps & Automation
  - Infrastructure Provisioning
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/containers/how-to-track-costs-in-multi-tenant-amazon-eks-clusters-using-kubecost:
  title: How to track costs in multi-tenant Amazon EKS clusters using Kubecost
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Step-by-step implementation guide detailing how to run Kubecost within
    AWS EKS environments. Explains namespace-level attribution, handling shared load
    balancers, and calculating storage and compute resources accurately against live
    AWS billing registers.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - EKS Integration
  tags:
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  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/containers/introducing-aws-load-balancer-controller:
  title: Introducing the AWS Load Balancer Controller
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Introduces the Kubernetes-native controller that provisions ALBs and
    NLBs directly from EKS Ingress and Service objects. A de facto standard in EKS
    architectures, replacing generic reverse proxies with tightly integrated AWS-managed
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  resource_type: blog
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  status: online
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  - AWS
  - Kubernetes Networking
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  tags:
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  v2_locations:
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https://aws.amazon.com/blogs/containers/introducing-cdk-for-kubernetes:
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  stars: 0
  ai_summary: AWS technical launch post announcing CDK for Kubernetes (cdk8s). It
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  resource_type: Blog Post
  complexity: Intermediate
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  status: online
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  - CDK8s
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  v2_locations:
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https://aws.amazon.com/blogs/containers/introducing-general-availability-of-amazon-eks-anywhere:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Fundamental provisioning guide to instantiate an EKS Anywhere sandbox
    cluster. Leverages Docker-based local execution to demonstrate the configuration
    profiles and administration scripts of local EKS-compliant architectures.
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  resource_type: Tutorial
  complexity: Beginner
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - AWS EKS
  - Hybrid Cloud
  - Getting Started
  tags:
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  - '[GUIDE]'
  v1_locations: []
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https://aws.amazon.com/blogs/containers/kubernetes-as-a-platform-vs-kubernetes-as-an-api-2:
  title: "aws.amazon.com: Kubernetes as a platform vs. Kubernetes as an API \U0001F31F\U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: An architectural analysis contrasting the consumption of Kubernetes
    as a pre-packaged deployment runtime versus an extensible resource management
    engine. Explores how the declarative API and control loop model can be utilized
    via Custom Resource Definitions (CRDs) to manage non-container resources (like
    SaaS and physical cloud infrastructure) via Crossplane and similar controllers.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  company: null
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  hierarchy:
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  - Control Plane
  - API Extensibility
  tags:
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  v1_locations: []
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https://aws.amazon.com/blogs/containers/leveraging-app-mesh-with-amazon-eks-in-a-multi-account-environment:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight presents patterns for orchestrating cross-account microservice
    communication using AWS App Mesh and Amazon EKS. Live Grounding highlights that
    while the multi-account networking concepts remain structurally valid, the reliance
    on App Mesh is obsolete; modern architectures deploy VPC Lattice or cross-cluster
    Istio meshes.
  language: N/A
  resource_type: Blog
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Networking & Security
  - Service Mesh
  - Multi-Account
  tags:
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https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazon-eks-architecture:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores Onfido's architectural transition from single-cluster configurations
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    network federation, load balancing, and configuration management at global enterprise
    scale.
  language: Markdown
  resource_type: Case Study
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Multi-Cluster Management
  - Case Study
  tags:
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https://aws.amazon.com/blogs/containers/operating-a-multi-regional-stateless-application-using-amazon-eks:
  title: 'aws.amazon.com: Operating a multi-regional stateless application using Amazon
    EKS'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Architectural whitepaper addressing how to design, deploy, and synchronize
    global stateless applications across multiple regional EKS clusters utilizing
    Route 53 routing policies.
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  is_microservice: false
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - High Availability
  tags:
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https://aws.amazon.com/blogs/containers/planning-kubernetes-upgrades-with-amazon-eks:
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  year: '2023'
  stars: 0
  ai_summary: A strategic framework for executing major Kubernetes cluster version
    migrations on Amazon EKS. Outlines lifecycle calendars, API deprecation checkpoints,
    testing environments, and emergency rollback procedures for production platforms.
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  resource_type: Architectural Guide
  complexity: Advanced
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  status: online
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - Cluster Lifecycle
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  tags:
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  - '[GUIDE]'
  v1_locations: []
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https://aws.amazon.com/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1:
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  year: '2021'
  stars: 0
  ai_summary: Detailed architectural guide on implementing declarative guardrails
    in EKS clusters to reduce attack surfaces. Focuses on the synergy between Kubernetes
    admission controllers and modern policy engines, illustrating how to validate
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  language: YAML
  resource_type: Blog
  complexity: Advanced
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  status: online
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  discovered_at: '2026-05-17T18:01:05.667467+02:00'
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  hierarchy:
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  tags:
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  v1_locations:
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https://aws.amazon.com/blogs/containers/preventing-kubernetes-misconfigurations-using-datree:
  title: 'aws.amazon.com: Preventing Kubernetes misconfigurations using Datree'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An AWS technical write-up detailing the configuration of Datree policies
    inside Amazon EKS clusters to catch security and configuration drift. It details
    automated testing strategies to block misconfigured resource manifests at pre-commit
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  language: N/A
  resource_type: Article
  complexity: Intermediate
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  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Datree Integration
  tags:
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https://aws.amazon.com/blogs/containers/scaling-amazon-eks-and-cassandra-beyond-1000-nodes:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: A technical retrospective documenting the extreme scale performance
    testing of Cassandra clusters across 1,000+ nodes on EKS. Highlights optimal kernel-level
    tuning, persistent storage layout modifications, and scheduler fine-tuning required
    to maintain stateful reliability.
  language: N/A
  resource_type: Case Study
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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  - Scalability
  - Stateful Databases
  tags:
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https://aws.amazon.com/blogs/containers/start-pods-faster-by-prefetching-images:
  title: 'aws.amazon.com: Start Pods faster by prefetching images'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Describes the container image prefetching architecture on EKS nodes
    to slash cold-start initialization latency. Discusses daemonset solutions, caching
    strategies, and optimizing node startup times for responsive, highly dynamic cluster
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  language: N/A
  resource_type: Architectural Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Scalability
  - Image Prefetching
  tags:
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https://aws.amazon.com/blogs/containers/streaming-kubernetes-events-in-slack:
  title: 'aws.amazon.com: Streaming Kubernetes Events in Slack'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Walkthrough detailing how to set up serverless notification integration
    pipelines that stream Kubernetes events directly to Slack. Integrates tools like
    BotKube or AWS Lambda with EKS clusters to optimize developer response loops.
  language: Go
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
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https://aws.amazon.com/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus:
  title: 'aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus and
    Grafana'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Architectural guide for diagnosing Amazon EKS API server performance
    using metrics scraped by Prometheus and rendered via Grafana dashboards. Explains
    how to identify bottlenecks like throttling, request latency, and resource starvation
    in managed control planes.
  language: N/A
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Monitoring & Observability
  - API Server Diagnostics
  tags:
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  v1_locations: []
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https://aws.amazon.com/blogs/containers/understanding-and-cost-optimizing-amazon-eks-control-plane-logs:
  title: 'aws.amazon.com: Understanding and Cost Optimizing Amazon EKS Control Plane
    Logs'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Analyzes the high CloudWatch cost challenges generated by Amazon EKS
    control plane logs (API server, authenticator, audit, scheduler). Demonstrates
    how to configure fluent-bit to filter and route only essential telemetry records
    to cheap storage.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - AWS Optimization
  - EKS Log Optimization
  tags:
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https://aws.amazon.com/blogs/containers/using-amazon-ec2-spot-instances-with-karpenter:
  title: 'aws.amazon.com: Using Amazon EC2 Spot Instances with Karpenter'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: An official AWS architectural guide explaining how to leverage EC2 Spot
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    spot provisioning, and graceful node termination handling via Karpenter's integrated
    interruption handler, guaranteeing high availability at minimum expense.
  language: English
  resource_type: Technical Article
  complexity: High
  is_microservice: false
  status: online
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https://aws.amazon.com/blogs/containers/using-cdk-to-perform-continuous-deployments-in-multi-region-kubernetes-environments:
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  ai_summary: Explores the use of AWS Cloud Development Kit (CDK) to model continuous
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https://aws.amazon.com/blogs/containers/using-prometheus-to-avoid-disasters-with-kubernetes-cpu-limits:
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  ai_summary: Technical deep dive into using Prometheus metric queries to track CFS
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https://aws.amazon.com/blogs/database/amazon-aurora-postgresql-blue-green-deployment-using-fast-database-cloning:
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  ai_summary: Curator Insight outlines zero-downtime database upgrades utilizing Aurora
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https://aws.amazon.com/blogs/database/auditing-for-highly-regulated-industries-using-amazon-aurora-postgresql:
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  ai_summary: Curator Insight details compliance and auditing methodologies for highly
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https://aws.amazon.com/blogs/database/introducing-the-aurora-storage-engine:
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https://aws.amazon.com/blogs/database/migrating-a-commercial-database-to-open-source-with-aws-sct-and-aws-dms:
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https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-downtime-using-aws-dms:
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: title: Modernize database stored procedures to use Amazon Aurora PostgreSQL federated
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  ai_summary: Curator Insight details the modernization of legacy stored procedures
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? https://aws.amazon.com/blogs/database/replicate-and-transform-data-in-amazon-aurora-postgresql-across-multiple-regions-using-aws-dms
: title: Replicate and transform data in Amazon Aurora PostgreSQL across multiple
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? https://aws.amazon.com/blogs/database/securely-connect-to-an-amazon-rds-or-amazon-ec2-database-instance-remotely-with-your-preferred-gui
: title: Securely connect to an Amazon RDS or Amazon EC2 database instance remotely
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  ai_summary: Curator Insight addresses the configuration challenges of securely managing
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https://aws.amazon.com/blogs/developer:
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  ai_summary: The core technical blog for AWS developer tooling, highlighting standard
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https://aws.amazon.com/blogs/developer/announcing-end-of-support-for-python-2-7-in-aws-sdk-for-python-and-aws-cli-v1:
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https://aws.amazon.com/blogs/devops:
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https://aws.amazon.com/blogs/devops/announcing-cdk-migrate-a-single-command-to-migrate-to-the-aws-cdk:
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  ai_summary: Curator Insight details the native CDK CLI capability to ingest deployed
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https://aws.amazon.com/blogs/devops/aws-codedeploy-deploying-from-a-development-account-to-a-production-account:
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https://aws.amazon.com/blogs/devops/aws-codepipeline-adds-support-for-branch-based-development-and-monorepos:
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  ai_summary: Release analysis highlighting newly added monorepo and branch-specific
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https://aws.amazon.com/blogs/devops/blue-green-deployments-with-application-load-balancer:
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  ai_summary: Focuses on ALB's advanced routing capabilities to orchestrate safe blue/green
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https://aws.amazon.com/blogs/devops/building-end-to-end-aws-devsecops-ci-cd-pipeline-with-open-source-sca-sast-and-dast-tools:
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  ai_summary: This comprehensive AWS guide demonstrates building a DevSecOps CI/CD
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https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fault-injection-simulator:
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  stars: 0
  ai_summary: A technical walkthrough demonstrating how to orchestrate chaos experiments
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  resource_type: Technical Blog
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  hierarchy:
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https://aws.amazon.com/blogs/devops/deploy-and-manage-gitlab-runners-on-amazon-ec2:
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  ai_summary: This AWS DevOps guide outlines the deployment, scaling, and operational
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  resource_type: Guide
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https://aws.amazon.com/blogs/devops/introducing-amazon-codewhisperer-for-command-line:
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  ai_summary: An AWS Developer blog introducing automated command-line capabilities
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https://aws.amazon.com/blogs/devops/jenkins-high-availability-and-disaster-recovery-on-aws:
  title: "aws.amazon.com: Jenkins high availability and disaster recovery on AWS \U0001F31F"
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  stars: 0
  ai_summary: 'An AWS reference guide covering high-availability and disaster recovery
    setups for Jenkins using shared EFS and cross-region architectures. *Curator Insight*:
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    for enterprise continuous delivery resilience.'
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  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  hierarchy:
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  tags:
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  v1_locations: []
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https://aws.amazon.com/blogs/devops/multi-branch-pipeline-management-and-infrastructure-deployment-using-aws-cdk-pipelines:
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    using AWS CDK Pipelines'
  description: ''
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  stars: 0
  ai_summary: Advanced engineering tutorial detailing how to set up dynamic, multi-branch
    environments using AWS CDK Pipelines, enabling code-driven promotion of cloud
    architectures.
  language: TypeScript
  resource_type: Tutorial
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  hierarchy:
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https://aws.amazon.com/blogs/devops/new-self-paced-courses-to-improve-java-and-python-code-quality-with-amazon-codeguru:
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    with Amazon CodeGuru
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Educational curriculum focusing on utilizing CodeGuru's machine-learning
    engines to detect concurrency bugs, resource leaks, and performance bottlenecks
    in Java and Python. These courses provide hands-on telemetry guides to maximize
    DevSecOps efficiency. Architecturally, CodeGuru integrates into CI/CD pipelines
    to enforce static and dynamic code quality.
  language: English
  resource_type: Training
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://aws.amazon.com/blogs/devops/setting-up-the-jenkins-plugin-for-aws-codedeploy:
  title: Setting Up the Jenkins Plugin for AWS CodeDeploy
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Step-by-step setup guide for configuring the AWS CodeDeploy Jenkins
    plugin, allowing legacy, on-prem Jenkins orchestrations to deploy code artifacts
    directly to AWS cloud groups.
  language: Java
  resource_type: Tutorial
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
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https://aws.amazon.com/blogs/devops/tag/continuous-deployment:
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  description: ''
  year: '2026'
  stars: 0
  ai_summary: Curated collection of continuous deployment strategies optimized for
    AWS runtimes. Explains canary releases, blue/green cluster migrations, and automated
    rollbacks on ECS and EKS.
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  resource_type: Article
  complexity: Intermediate
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  status: online
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  hierarchy:
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  tags:
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https://aws.amazon.com/blogs/devops/using-jenkins-with-codeartifact:
  title: 'aws.amazon.com: Integrating Jenkins with AWS CodeArtifact to publish and
    consume Python artifacts'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Demonstrates how to authenticate Jenkins runner nodes securely with
    AWS CodeArtifact. Focuses on resolving and publishing Python artifact packages
    safely through automated build lifecycles.
  language: Python
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Jenkins-based CI-CD
  - AWS & Jenkins
  tags:
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  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/hpc/creating-a-digital-map-of-covid-19-virus-for-discovery-of-new-treatment-compounds:
  title: 'aws.amazon.com: Creating a digital map of COVID-19 virus for discovery of
    new treatment compounds'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Curator Insight captures the orchestration of highly parallelized, massive
    HPC grids on AWS to model viral interactions. Live Grounding confirms that AWS's
    modern HPC offerings (ParallelCluster, Batch, and FSx for Lustre) remain pivotal
    for global health research, processing exabytes of genomic data in record time.
  language: N/A
  resource_type: Blog
  complexity: Advanced
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  status: online
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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https://aws.amazon.com/blogs/industries/accelerating-radiology-imaging-workflows-with-relevant-clinical-context-on-aws:
  title: 'aws.amazon.com: Accelerating radiology imaging workflows with relevant clinical
    context on AWS'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Focuses on accelerating radiology imaging workflows using serverless
    AWS services to contextualize clinical data. The architecture integrates Picture
    Archiving and Communication Systems (PACS) with Electronic Health Records (EHR)
    through serverless APIs and machine learning processing, delivering contextualized,
    real-time insights to radiologists. This reduces latency in diagnostics while
    maintaining compliance with HIPAA standards.
  language: English
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  status: online
  addition_method: manual
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  hierarchy:
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  - Healthcare Tech
  - Medical Imaging Platforms
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
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https://aws.amazon.com/blogs/industries/astrazenecas-drug-design-program-built-using-aws-wins-innovation-award:
  title: 'aws.amazon.com: AstraZeneca’s Drug Design Program Built using AWS wins Innovation
    Award'
  description: ''
  year: '2022'
  stars: 5
  ai_summary: Analyzes AstraZeneca's cloud-native molecular drug design framework,
    which earned an AWS Innovation Award. The architecture leverages AWS high-performance
    computing (HPC) and serverless batch processing to run massive, parallel virtual
    screenings and machine learning models. This scalable platform drastically reduces
    the time needed to evaluate candidate compounds, showcasing cloud infrastructure
    as a force multiplier in pharmaceutical research.
  language: English
  resource_type: Case Study
  complexity: Advanced
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  status: online
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  company: null
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  hierarchy:
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  - Bioinformatics
  - High-Performance Computing
  tags:
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  - '[DE FACTO STANDARD]'
  v1_locations: []
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https://aws.amazon.com/blogs/industries/automating-and-scaling-chaos-engineering-using-aws-fault-injection-simulator:
  title: 'aws.amazon.com: Automating and Scaling Chaos Engineering using AWS Fault
    Injection Simulator'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details structural blueprints for scaling and automating chaos engineering
    across multiple accounts using AWS FIS. Illustrates how to integrate fault tests
    with CI/CD systems and automated event alarms to prevent unintended outages.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Cloud Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/industries/bmw-group-develops-a-genai-assistant-to-accelerate-infrastructure-optimization-on-aws:
  title: 'aws.amazon.com/blogs/industries: BMW Group Develops a GenAI Assistant to
    Accelerate Infrastructure Optimization on AWS'
  description: ''
  year: '2024'
  stars: 4
  ai_summary: This case study highlights BMW Group's deployment of a generative AI
    assistant on AWS designed to automate and optimize cloud infrastructure operations.
    By synthesizing telemetry data and AWS resource metrics, the assistant accelerates
    infrastructure diagnostics, reduces operational overhead, and drives cost-efficient
    resource provisioning. It demonstrates how LLMs can be integrated into enterprise
    cloud operations (AIOps) to simplify complex architectural decision-making.
  language: English
  resource_type: Case Study
  complexity: Advanced
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  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Enterprise Solutions
  - AI & Infrastructure
  tags:
  - '[CASE STUDY]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
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https://aws.amazon.com/blogs/infrastructure-and-automation/save-time-with-automated-security-checks-of-terraform-scripts:
  title: 'aws.amazon.com: Save time with automated security checks of your Terraform
    scripts'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An official AWS tutorial outlining security verification workflows for
    Terraform templates. Shows how to integrate automated scanners like tfsec and
    Checkov inside CI pipelines to catch vulnerabilities pre-provisioning.
  language: HCL
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - AWS
  - Networking & Core
  tags:
  - '[COMMUNITY-TOOL]'
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https://aws.amazon.com/blogs/machine-learning/mlops-foundation-roadmap-for-enterprises-with-amazon-sagemaker:
  title: 'aws.amazon.com: MLOps foundation roadmap for enterprises with Amazon SageMaker'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: A detailed blueprints roadmap by AWS outlining standard enterprise implementation
    strategies for SageMaker. Addresses resource provisioning, continuous training
    cycles, multi-account governance, and secure networking architectures required
    for heavy-duty financial and healthcare deployments.
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  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
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  hierarchy:
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  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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? https://aws.amazon.com/blogs/machine-learning/openai-models-and-codex-on-amazon-bedrock-are-now-generally-available/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trk=n/a&linkId=953986722
: title: OpenAI Models and Codex on Amazon Bedrock are Now Generally Available
  description: Official announcement introducing the general availability of OpenAI's
    GPT-5.5, GPT-5.4, and Codex models on the serverless Amazon Bedrock platform.
  year: '2026'
  stars: 4
  ai_summary: '### Curator Insight

    This landmark AWS announcement marks the general availability of OpenAI''s frontier
    models (GPT-5.5 and GPT-5.4) and Codex directly within Amazon Bedrock''s secure
    enterprise environment. Organizations can now deploy these state-of-the-art LLMs
    and agentic coding models utilizing Bedrock''s serverless pay-per-token pricing,
    robust VPC data isolation, and integrated governance tools. This significantly
    bridges the gap between AWS''s managed infrastructure and OpenAI''s leading-edge
    intelligence.'
  language: English
  resource_type: Announcement
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
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  discovered_at: '2026-06-02T14:01:42.549054+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
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  - ENTERPRISE-STABLE
  v1_locations: []
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  category: aws-newfeatures
  impact_score: 96
  reputation_status: Vetted
  reputation_summary: Official AWS Blog announcement. One of the highest-impact enterprise
    news cycles of 2026, marking a monumental shift in the availability of OpenAI
    models on major public cloud serverless platforms.
  social_preview_url: https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2026/06/01/21096.png
  source_provenance: X.com (awscloud)
  suggested_new_category: ''
? https://aws.amazon.com/blogs/machine-learning/promote-pipelines-in-a-multi-environment-setup-using-amazon-sagemaker-model-registry-hashicorp-terraform-github-and-jenkins-ci-cd
: title: 'aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon
    SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: An advanced infrastructure-as-code deployment blueprint for multi-environment
    (Dev, Stage, Prod) MLOps promotion. Orchestrates SageMaker Model Registry with
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    highly-secured CI/CD model delivery loop.
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  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Platforms
  - AWS
  - SageMaker
  tags:
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  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/mobile/how-to-enforce-user-quota-on-aws-appsync-with-lambda-authorizer:
  title: How to enforce user quota on AWS AppSync with Lambda Authorizer
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Demonstrates how to design custom Lambda Authorizers for AWS AppSync
    (GraphQL) to implement rate-limiting, user tier quotas, and tenant-based isolation.
    Reduces compute strain by verifying credentials and quotas at the API edge.
  language: JavaScript
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - API Management
  - GraphQL & AppSync
  - Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/mt:
  title: AWS Management Tools Blog
  description: ''
  year: '2026'
  stars: 0
  ai_summary: The official AWS Management and Governance Tools Blog, serving as the
    authority on systems manager, Config, CloudTrail, and CloudWatch updates. It hosts
    standard architectures for designing observability frameworks and cloud optimization.
    Crucial for enterprise platform administrators ensuring alignment with modern
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  language: N/A
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Developer Tooling
  tags:
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  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/mt/amazon-managed-service-for-grafana-amg-preview-updated-with-new-capabilities:
  title: Amazon Managed Service for Grafana (AMG) preview updated with new capabilities
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Outlines preview enhancements to AMG, incorporating support for Grafana
    Enterprise upgrades, security posture controls, and direct data source connectivity
    (Prometheus, CloudWatch, OpenSearch). This update automates visualization scaling
    and secures connection configurations. It forms a central visualization plane
    across AWS-managed monitoring services.
  language: English
  resource_type: Service Feature
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Observability
  - Grafana
  - Managed Visualization
  tags:
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https://aws.amazon.com/blogs/mt/automate-preapproved-operations-with-aws-service-catalog-service-actions:
  title: Automate preapproved operations with AWS Service Catalog service actions
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Enables cloud administrators to associate AWS Systems Manager (SSM)
    documents with cataloged products, allowing end-users to perform pre-approved
    operational tasks (like rebooting or scaling). This decouples routine operations
    from root-access privileges, enforcing zero-trust boundaries. It drastically reduces
    IT ticketing overhead through self-service infrastructure operations.
  language: English
  resource_type: Service Feature
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Operations Automation
  tags:
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  v1_locations: []
  v2_locations:
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? https://aws.amazon.com/blogs/mt/automated-scaling-of-applications-running-on-eks-using-custom-metric-collected-by-amazon-prometheus-using-prometheus-adapter
: title: 'aws.amazon.com: Using Prometheus Adapter to autoscale applications running
    on Amazon EKS'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Demonstrates how to configure the Prometheus Adapter to expose custom
    application metrics to the Kubernetes Horizontal Pod Autoscaler (HPA). The article
    outlines ingestion pipelines from Amazon Managed Service for Prometheus to enable
    dynamic workload scaling.
  language: YAML
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Auto-scaling
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-cloudwatch-part-2:
  title: Extending and exploring alarm history in Amazon CloudWatch – part 2
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Investigates strategies to maintain and analyze deep historical records
    of CloudWatch alarm states over multi-year thresholds using Kinesis Firehose,
    S3 object storage targets, and Athena SQL queries.
  language: SQL
  resource_type: Technical Blog
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  hierarchy:
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https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices:
  title: How BT uses Amazon CloudWatch to monitor millions of devices
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Deep-dives into an enterprise architecture deployed by BT utilizing
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    from millions of physical client network units globally.
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  hierarchy:
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  - Enterprise Scale
  tags:
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  v1_locations: []
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https://aws.amazon.com/blogs/mt/how-to-use-aws-config-and-cloudtrail-to-find-who-made-changes-to-a-resource:
  title: How to use AWS Config and CloudTrail to find who made changes to a resource
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Demonstrates how to correlate events from AWS Config history with CloudTrail
    api audit logs. Provides an audit mechanism to pinpoint precise user identities,
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  language: N/A
  resource_type: Technical Blog
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  hierarchy:
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https://aws.amazon.com/blogs/mt/migrate-aws-landing-zone-solution-to-aws-control-tower:
  title: Migrate AWS Landing Zone solution to AWS Control Tower
  description: ''
  year: '2021'
  stars: 4
  ai_summary: A technical walkthrough explaining the migration path from legacy, custom-built
    AWS Landing Zone (ALZ) frameworks to fully managed Control Tower landing zones.
    It details account enrollment, baseline consolidation, and continuous policy management
    translations. This migration ensures long-term supportability, lower engineering
    maintenance, and structured governance.
  language: English
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  complexity: Advanced
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  - '[GUIDE]'
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https://aws.amazon.com/blogs/mt/multi-account-aws-trusted-advisor-summaries-now-available-aws-systems-manager-explorer:
  title: Multi-account AWS Trusted Advisor summaries now available in AWS Systems
    Manager Explorer
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This technical integration consolidates multi-account AWS Trusted Advisor
    recommendations directly within AWS Systems Manager Explorer. This consolidation
    provides architects with a single-pane-of-glass dashboard for monitoring cost
    optimization, security, fault tolerance, and operational efficiency across entire
    AWS Organizations. Architecturally, it streamlines administrative overhead and
    improves governance visibility at scale.
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  complexity: Intermediate
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  hierarchy:
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  - AWS Systems Manager
  tags:
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  v1_locations:
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https://aws.amazon.com/blogs/mt/share-your-amazon-cloudwatch-dashboards-with-anyone-using-aws-single-sign-on:
  title: 'aws.amazon.com: Share your Amazon CloudWatch Dashboards with anyone using
    AWS Single Sign-On'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Enables engineers to share CloudWatch dashboards with stakeholders outside
    the AWS Console using IAM Identity Center (formerly AWS SSO). This decouples operations
    visualization from root access management, offering a secure path to operational
    metrics. It ensures fine-grained dashboard sharing across federated organizational
    entities.
  language: English
  resource_type: Service Feature
  complexity: Beginner
  is_microservice: false
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://aws.amazon.com/blogs/mt/simplifying-permissions-management-at-scale-using-tags-in-aws-organizations:
  title: Simplifying permissions management at scale using tags in AWS Organizations
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Explains how Attribute-Based Access Control (ABAC) can scale within
    AWS Organizations using tag propagation. By tying access control permissions to
    metadata tags applied to AWS accounts and resources, architectures can achieve
    dynamic permission management that automatically scales as new resources are provisioned.
  language: None
  resource_type: Article
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  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - '[COMMUNITY-TOOL]'
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https://aws.amazon.com/blogs/mt/standardize-compliance-in-aws-using-devops-and-a-cloud-center-of-excellence-ccoe-approach:
  title: Standardize compliance in AWS using DevOps and a Cloud Center of Excellence
    (CCOE) approach
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Details institutional frameworks for establishing a Cloud Center of
    Excellence (CCoE) to govern multi-account AWS environments. It details the alignment
    of continuous integration pipelines, automated compliance scanning, and guardrail
    enforcement to deliver standardized, compliant patterns across large enterprises.
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  status: online
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  hierarchy:
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? https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight
: title: Visualize and gain insights into your AWS cost and usage with Cloud Intelligence
    Dashboards and CUDOS using Amazon QuickSight
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Guide to building operational cost dashboards via AWS CUDOS and Amazon
    QuickSight. Translates complex billing files into detailed visualizations tracking
    anomalous expenditure patterns in real time.
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  status: online
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  discovered_at: '2026-05-17T17:15:51.759867+02:00'
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  hierarchy:
  - Cloud Infrastructure
  - AWS Cost Management
  - FinOps Strategy
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
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https://aws.amazon.com/blogs/networking-and-content-delivery/centralize-access-using-vpc-interface-endpoints:
  title: Centralize access using VPC interface endpoints to access AWS services across
    multiple VPCs
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An advanced networking pattern describing how to route traffic through
    centralized VPC endpoints across complex multi-VPC configurations. Live architectures
    utilize Route 53 Private Hosted Zones and Transit Gateway routing to avoid redundant
    endpoint charges.
  language: English
  resource_type: blog
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  status: online
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  - VPC
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https://aws.amazon.com/blogs/networking-and-content-delivery/creating-active-passive-bgp-connections-over-aws-direct-connect:
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    Connect'
  description: ''
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  ai_summary: Explores advanced Route-Maps and BGP configuration options to establish
    resilient active/passive patterns on AWS Direct Connect. Explains path selection
    using AS-Path prepending and local preference. Critical for hybrid enterprise
    integrations demanding robust automated failover.
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  discovered_at: '2019-06-01T00:00:00+02:00'
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  hierarchy:
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https://aws.amazon.com/blogs/networking-and-content-delivery/creating-disaster-recovery-mechanisms-using-amazon-route-53:
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  description: "- [Disaster recovery with AWS managed services, Part 2: Multi-Region/backup
    and restore \U0001F31F](https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-ii-multi-region-backup-and-restore)"
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  stars: 4
  ai_summary: An official AWS networking guide outlining DNS-level disaster recovery
    configurations using Amazon Route 53 health checks and active-passive routing
    policies. Live Grounding shows Route 53 failover remains a foundational architectural
    component for maintaining global availability during severe regional cluster outages.
  language: English
  resource_type: Blog / Article
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  hierarchy:
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  tags:
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? https://aws.amazon.com/blogs/networking-and-content-delivery/resolve-dns-names-of-network-load-balancer-nodes-to-limit-cross-zone-traffic
: title: Resolve DNS names of Network Load Balancer nodes to limit cross-Zone traffic
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Investigates NLB node DNS resolution mechanisms to control cross-zone
    traffic costs. A critical reference for low-latency systems. Curator insight underlines
    zonal isolation; live operations utilize cross-zone disabling to reduce inter-availability
    zone latency and data transfer costs.
  language: English
  resource_type: blog
  complexity: advanced
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  status: online
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  - AWS
  - Load Balancing
  - Network Load Balancer
  tags:
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https://aws.amazon.com/blogs/opensource/accelerate-infrastructure-as-code-development-with-open-source-former2:
  title: Accelerate infrastructure as code development with open source Former2
  description: ''
  year: '2022'
  stars: 0
  ai_summary: This AWS blog post reviews the integration of Former2 into migration
    workflows. It demonstrates how to securely parse live AWS API parameters to generate
    accurate, deployable templates for complex networking configurations and database
    deployments.
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  resource_type: Blog/Tutorial
  complexity: Intermediate
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  status: online
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  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://aws.amazon.com/blogs/opensource/building-a-prometheus-remote-write-exporter-for-the-opentelemetry-go-sdk:
  title: 'aws.amazon.com: Building a Prometheus remote write exporter for the OpenTelemetry
    Go SDK'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Step-by-step architectural design on constructing a Prometheus remote
    write exporter using the OpenTelemetry Go SDK. Demonstrates the conversion pipeline
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    ingestion points.
  language: Go
  resource_type: Article
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  is_microservice: false
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://aws.amazon.com/blogs/opensource/declarative-provisioning-of-aws-resources-with-spinnaker-and-crossplane:
  title: 'amazon.com: Declarative provisioning of AWS resources with Spinnaker and
    Crossplane'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight showcases the declarative provisioning of AWS infrastructure
    using Spinnaker unified with Crossplane. Live Grounding shows that combining Crossplane's
    Kubernetes Control Plane model with Spinnaker's application pipelines represents
    an advanced platform engineering paradigm. This enables application developers
    to spin up dependencies dynamically without custom script hooks.
  language: N/A
  resource_type: Documentation
  complexity: Advanced
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  status: online
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  tags:
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https://aws.amazon.com/blogs/opensource/git-push-deploy-app-eks-gitkube:
  title: 'aws blogs: Git Push to Deploy Your App on EKS'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explains the deployment of Gitkube on AWS Elastic Kubernetes Service
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  resource_type: Article
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://aws.amazon.com/blogs/opensource/introducing-opensearch:
  title: 'amazon.com: Introducing OpenSearch'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: The formal introduction of the OpenSearch project, an Apache 2.0-licensed
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    search, ingestion, and analytical visualization suites.
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - OpenSearch
  tags:
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https://aws.amazon.com/blogs/opensource/keeping-clients-of-opensearch-and-elasticsearch-compatible-with-open-source:
  title: 'aws.amazon.com: Keeping clients of OpenSearch and Elasticsearch compatible
    with open source'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Addresses client library compatibility hurdles between Elasticsearch
    and OpenSearch. Explains how AWS and the OpenSearch community maintained backwards
    compatibility in SDKs to prevent breaking changes in consumer applications during
    migration.
  language: None
  resource_type: Article
  complexity: Intermediate
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  status: online
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  hierarchy:
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  - OpenSearch
  tags:
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https://aws.amazon.com/blogs/opensource/kubernetes-ingress-aws-alb-ingress-controller:
  title: 'aws.amazon.com: Kubernetes Ingress with AWS ALB Ingress Controller'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Covers the deployment and usage architecture of the AWS Application
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    Kubernetes Ingress resources to provision physical AWS ALB layers, routing external
    HTTP traffic directly to backend pods.
  language: YAML
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Networking
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  tags:
  - '[COMMUNITY-TOOL]'
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https://aws.amazon.com/blogs/opensource/managing-secrets-deployment-in-kubernetes-using-sealed-secrets:
  title: "aws.amazon.com: Managing secrets deployment in Kubernetes using Sealed Secrets
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An AWS technical publication details managing secret deployments via
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    custom resources, allowing teams to confidently push encrypted assets directly
    to open Git repositories without risking credential exposure.
  language: English
  resource_type: Tutorial
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  status: online
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  tags:
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https://aws.amazon.com/blogs/opensource/openshift-4-on-aws-quick-start:
  title: "OpenShift 4 on AWS Quick Starts \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An official AWS blueprint details early CloudFormation-driven automations
    to instantiate OpenShift 4 environments. While largely replaced by Modern Partner
    Solutions, it remains an informative model for multi-AZ topology layouts.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts:
  title: Querying AWS at scale across APIs, Regions, and accounts
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Enterprise guide mapping performance configurations designed to query
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    concurrency protocols, and security audits utilizing SQL query abstractions.
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https://aws.amazon.com/blogs/opensource/realize-policy-as-code-with-aws-cloud-development-kit-through-open-policy-agent:
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https://aws.amazon.com/blogs/opensource/stepping-up-for-a-truly-open-source-elasticsearch:
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  ai_summary: AWS's official announcement and rationale behind driving a community-led
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https://aws.amazon.com/blogs/opensource/why-jenkins-still-continuously-serves-developers:
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  ai_summary: An AWS technical analysis detailing why Jenkins remains a widely used
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https://aws.amazon.com/blogs/security/adhere-to-iam-best-practices-in-2016:
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https://aws.amazon.com/blogs/security/announcing-industry-best-practices-for-securing-aws-resources:
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https://aws.amazon.com/blogs/security/announcing-new-aws-iam-identity-center-apis-to-manage-users-and-groups-at-scale:
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  complexity: Advanced
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https://aws.amazon.com/blogs/security/automated-reasoning-and-amazon-s2n:
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  ai_summary: A curated technical resource and architectural guide covering aws.amazon.com
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  hierarchy:
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https://aws.amazon.com/blogs/security/encrypt-global-data-client-side-with-aws-kms-multi-region-keys:
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  ai_summary: Deep architectural guide explaining client-side data encryption utilizing
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  hierarchy:
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https://aws.amazon.com/blogs/security/extend-aws-iam-roles-to-workloads-outside-of-aws-with-iam-roles-anywhere:
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    \U0001F31F"
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  ai_summary: Official announcement and architectural guide detailing IAM Roles Anywhere.
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  hierarchy:
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https://aws.amazon.com/blogs/security/how-to-automate-aws-account-creation-with-sso-user-assignment:
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  ai_summary: An automation blueprint detailing programmatic AWS account creation
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? https://aws.amazon.com/blogs/security/how-to-automate-incident-response-to-security-events-with-aws-systems-manager-incident-manager
: title: How to automate incident response to security events with AWS Systems Manager
    Incident Manager
  description: ''
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  ai_summary: This guide outlines how to automate security incident response workflows
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? https://aws.amazon.com/blogs/security/how-to-automatically-update-your-security-groups-for-amazon-cloudfront-and-aws-waf-by-using-aws-lambda
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https://aws.amazon.com/blogs/security/how-to-monitor-and-query-iam-resources-at-scale-part-1:
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  ai_summary: Technical guide on orchestrating AWS IAM visibility at scale using AWS
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https://aws.amazon.com/blogs/security/how-to-record-and-govern-your-iam-resource-configurations-using-aws-config:
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https://aws.amazon.com/blogs/security/how-to-replicate-secrets-aws-secrets-manager-multiple-regions:
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https://aws.amazon.com/blogs/security/how-to-restrict-amazon-s3-bucket-access-to-a-specific-iam-role:
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https://aws.amazon.com/blogs/security/how-to-use-aws-security-hub-and-amazon-opensearch-service-for-siem:
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  ai_summary: A reference architecture blueprint demonstrating how to centralize finding
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  language: English
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? https://aws.amazon.com/blogs/security/how-to-use-saml-to-automatically-direct-federated-users-to-a-specific-aws-management-console-page
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  ai_summary: A curated technical resource and architectural guide covering aws.amazon.com
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https://aws.amazon.com/blogs/security/in-case-you-missed-these-aws-security-blog-posts-from-june-july-and-august:
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https://aws.amazon.com/blogs/security/security-practices-in-aws-multi-tenant-saas-environments:
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https://aws.amazon.com/blogs/security/temporary-elevated-access-management-with-iam-identity-center:
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https://aws.amazon.com/blogs/security/the-most-popular-aws-security-blog-posts-in-2015:
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https://aws.amazon.com/blogs/security/the-most-viewed-aws-security-blog-posts-so-far-in-2016:
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https://aws.amazon.com/blogs/security/update-of-aws-security-reference-architecture-is-now-available:
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  description: ''
  year: '2023'
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https://aws.amazon.com/blogs/smb/four-principles-of-cloud-financial-management-small-and-medium-business-owners-need-to-know:
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https://aws.amazon.com/certification/certification-prep/testing:
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https://aws.amazon.com/es/about-aws/whats-new/2016/08/amazon-inspector-announces-general-availability-for-windows:
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https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available:
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  ai_summary: Historical announcement of the first official AWS Certified Solutions
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https://aws.amazon.com/es/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws:
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https://aws.amazon.com/es/blogs/apn/oracle-database-encryption-options-on-amazon-rds:
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https://aws.amazon.com/es/blogs/architecture/connect-amazon-s3-file-gateway-using-aws-privatelink-for-amazon-s3:
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https://aws.amazon.com/es/blogs/aws-spanish/aws-network-firewall-nuevo-servicio-gestionado-de-firewall-para-vpc:
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https://aws.amazon.com/es/blogs/aws/aws-cloudshell-command-line-access-to-aws-resources:
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https://aws.amazon.com/es/blogs/aws/ec2-price-reduction-for-ec2-instance-saving-plans-and-standard-reserved-instances:
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  ai_summary: Details systemic price reductions for EC2 Instance Savings Plans and
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https://aws.amazon.com/es/blogs/aws/introducing-a-public-registry-for-aws-cloudformation:
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https://aws.amazon.com/es/blogs/aws/red-hat-openshift-service-on-aws-now-generally-availably:
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https://aws.amazon.com/es/blogs/compute/optimizing-lambda-functions-packaged-as-container-images:
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https://aws.amazon.com/es/blogs/containers/developers-guide-to-using-amazon-efs-with-amazon-ecs-and-aws-fargate-part-1:
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  ai_summary: A detailed developer's guide showing how to mount elastic, multi-writer
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https://aws.amazon.com/es/blogs/containers/introducing-cdk8s-intent-driven-apis-for-kubernetes-objects:
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https://aws.amazon.com/getting-started/hands-on/cost-optimize-jenkins:
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? https://aws.amazon.com/migration-and-modernization/podcast/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=d441cd74-3302-403f-826c-e93c7355e15a&trk=d441cd74-3302-403f-826c-e93c7355e15a&linkId=943129312
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https://aws.amazon.com/pt/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account:
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https://aws.amazon.com/q/developer:
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? https://aws.amazon.com/quick/?trk=11d49785-b668-4178-b82a-cc8f673b8c09&sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&linkId=944519510
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? https://aws.amazon.com/quick/marketing/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trk=60afbf58-3393-42b1-b54f-039c6a0255b4&linkId=944507053
: title: Amazon Quick for Marketing
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  ai_summary: 'Curator Insight: Unifying scattered customer data requires sophisticated
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? https://aws.amazon.com/quick/sales/?trk=7e833520-af64-47a5-bf6f-e3b5219f1693&sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&linkId=947483556
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https://aws.amazon.com/quickstart/architecture/openshift:
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https://aws.amazon.com/ru/blogs/aws-cloud-financial-management/aws-cost-explorers-new-ui-and-common-use-cases:
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https://aws.amazon.com/s3/faqs:
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https://aws.amazon.com/solutions:
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? https://aws.amazon.com/solutions/case-studies/aeromexico-case-study/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=c1377653-d4d2-4ea4-ad85-f94d5d9ebf33&trk=c1377653-d4d2-4ea4-ad85-f94d5d9ebf33&linkId=950665799
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https://azure.microsoft.com/en-us:
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https://bash.cyberciti.biz/guide/Man_command:
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https://beellz.hashnode.dev/continuous-profiling-in-kubernetes-using-pyroscope:
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https://betterprogramming.pub/4-awesome-browser-apis-you-might-not-be-using-yet-726d3e3237d2:
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  ai_summary: Discusses structured logging and telemetry tagging practices across
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  hierarchy:
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https://blog.appstack.one/how-to-run-ghost-blog-inside-kubernetes:
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  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering blog.appstack.one:
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  content_hash: N/A
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  discovered_at: '2026-05-17T17:38:07.580794+02:00'
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https://blog.aquasec.com/advanced-persistent-threat-techniques-container-attacks:
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  ai_summary: Analyzes advanced persistent threat (APT) techniques targeting containerized
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https://blog.aquasec.com/container-isolation-techniques:
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  ai_summary: An elite architectural breakdown explaining kernel-level containment
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  hierarchy:
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https://blog.aquasec.com/docker-official-images:
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  ai_summary: A structured vulnerability study evaluating official Docker base images
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  hierarchy:
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https://blog.aquasec.com/kubernetes-ui-tools-security-threat:
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  description: ''
  year: '2022'
  stars: 4
  ai_summary: A cybersecurity threat analysis exposing how unsecured and misconfigured
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  language: N/A
  resource_type: Analysis
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  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
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https://blog.aquasec.com/kubernetes-version-1.23-security-features:
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  stars: 0
  ai_summary: Curator Insight duplicates security focuses in 1.23. In 2026, it remains
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  language: English
  resource_type: Article
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  status: online
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https://blog.argoproj.io/5-new-git-commands-and-1-tip-youll-use-every-day-3c28e97c9321:
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  ai_summary: Discusses modern additions to the Git toolset (such as `git switch`
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  ai_summary: Outlines reliable architectural patterns for running large-scale Argo
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  ai_summary: Outlines critical architectural patterns for implementing multi-tenancy
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  ai_summary: Outlines technical use-cases for ApplicationSets in handling massive-scale
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https://blog.argoproj.io/introducing-the-applicationset-controller-for-argo-cd-982e28b62dc5:
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  ai_summary: Unveils the ApplicationSet Controller designed to orchestrate multi-cluster
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  ai_summary: Discusses the AppSource controller, which enables developer self-service
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https://blog.argoproj.io/new-sync-and-diff-strategies-in-argocd-44195d3f8b8c:
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  ai_summary: Explores performance optimizations and enhanced reconciliation engines
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https://blog.argoproj.io/practical-argo-workflows-hardening-dd8429acc1ce:
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  ai_summary: A practical guide to security hardening for Argo Workflows deployments
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https://blog.argoproj.io/whats-new-in-argo-workflows-v3-3-dd051d2f1c7:
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  ai_summary: Highlights the key feature additions, execution optimizations, and performance
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https://blog.arkey.fr/2020/06/28/using-jdk-flight-recorder-and-jdk-mission-control:
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  ai_summary: Details the usage of JDK Flight Recorder (JFR) and JDK Mission Control
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https://blog.ashwinchat.com/9-months-of-full-time-vim:
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  ai_summary: A highly reflective engineering journal detailing a 9-month migration
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  ai_summary: Challenges the traditional MVP (Minimum Viable Product) paradigm, advocating
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https://blog.awsfundamentals.com/aws-lambda-with-terraform:
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https://blog.awsfundamentals.com/using-s3-with-terraform:
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  ai_summary: A seminal article detailing the functional boundary differences between
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https://blog.christianposta.com/microservices/istio-as-an-example-of-when-not-to-do-microservices:
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  year: '2020'
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  ai_summary: Critical architectural analysis reflecting on Istio's transition from
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https://blog.christophetd.fr/shifting-cloud-security-left-scanning-infrastructure-as-code-for-security-issues:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: This blog post details shifting cloud security left by scanning Infrastructure
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  language: English
  resource_type: Technical Blog
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  hierarchy:
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https://blog.cloud-mercato.com/aws-m6i-the-why-you-should-abandon-your-m5:
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  ai_summary: Compares AWS m6i instances to preceding m5 configurations, outlining
    performance benchmarks. Details compute and memory optimizations delivered by
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  discovered_at: '2026-05-17T17:22:13.972363+02:00'
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https://blog.cloud-mercato.com/new-http-benchmark-tool-pycurlb:
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https://blog.cloud63.fr/landing-zone-networking-using-terraform:
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  ai_summary: Analyzes complex networking setups inside enterprise landing zones.
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  hierarchy:
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https://blog.cloudacode.com/how-to-autoscale-kubernetes-pods-based-on-ingress-request-prometheus-keda-and-k6-84ae4250a9f3:
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    — Prometheus, KEDA, and K6'
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  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering blog.cloudacode.com:
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  discovered_at: '2026-05-17T16:54:49.175312+02:00'
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https://blog.clouddrove.com/aws-eks-blue-green-deployment-with-best-practices-99be4b7baa38:
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  ai_summary: 'A curated technical resource and architectural guide covering blog.clouddrove.com:
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  content_hash: N/A
  health_score: 100.0
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  discovered_at: '2026-05-17T17:19:45.976608+02:00'
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  hierarchy:
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https://blog.cloudera.com/scalability-of-kafka-messaging-using-consumer-groups:
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https://blog.cloudflare.com/automatic-remediation-of-kubernetes-nodes:
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  ai_summary: Case study of Cloudflare's automated node remediation system. Demonstrates
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    safe pod drains and machine reboots to reduce manual maintenance shifts.
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  hierarchy:
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https://blog.cloudflare.com/casb-anthropic-integration:
  title: Announcing Claude Compliance API support with Cloudflare CASB
  description: Cloudflare extends its Cloud Access Security Broker (CASB) to integrate
    with Anthropic's Claude Compliance API, allowing out-of-band monitoring of Claude
    Enterprise activities.
  year: '2026'
  stars: 4
  ai_summary: Cloudflare has extended its Cloud Access Security Broker (CASB) to integrate
    natively with Anthropic's newly released Claude Compliance API. This integration
    allows enterprise security administrators to monitor user interactions, file uploads,
    and prompt histories in Claude Enterprise environments directly from the Cloudflare
    Zero Trust dashboard. By eliminating the need for endpoint agents, the platform
    offers out-of-band visibility to prevent sensitive data leakage while maintaining
    frictionless compliance with corporate governance standards.
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  discovered_at: '2026-06-02T00:30:52.024452+02:00'
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  hierarchy:
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  suggested_new_category: N/A
https://blog.cloudflare.com/claude-managed-agents:
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  year: '2026'
  stars: 4
  ai_summary: Cloudflare has partnered with Anthropic to host Cloudflare Environments
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    Cloudflare Agents SDK. This architecture decouples the agent's 'brain' (running
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  hierarchy:
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https://blog.cloudflare.com/cyber-frontier-models:
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  year: '2026'
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  ai_summary: As part of Project Glasswing, Cloudflare evaluated Anthropic's unreleased,
    security-tuned 'Mythos Preview' model across fifty production codebases. The assessment
    highlights Mythos's capability to orchestrate complex exploit chains by correlating
    multiple low-severity vulnerabilities, constructing and verifying its own Proof-of-Concept
    (PoC) code in real-time test sandboxes. The critical technical takeaway is that
    a raw model is insufficient; real-world efficacy depends heavily on the orchestration
    harness—a multi-stage pipeline designed for context injection, isolated execution,
    and systematic validation.
  language: en
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  hierarchy:
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https://blog.cloudflare.com/guest-blog-zero-trust-access-kubernetes:
  title: 'blog.cloudflare.com: Guest Blog: k8s tunnels with Kudelski Security'
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  year: '2026'
  stars: 0
  ai_summary: An exploration detailing the security mechanics of wrapping Kubernetes
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    encrypted private topologies without dynamic ingress exposure.
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  status: online
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
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https://blog.cloudflare.com/how-we-use-hashicorp-nomad:
  title: 'blog.cloudflare.com: How we use HashiCorp Nomad (Cloudflare using Nomad
    and Consul)'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Cloudflare's technical layout describing how they use HashiCorp Nomad
    and Consul to run massive global edge microservices. Validates the performance,
    resource-efficiency, and stability of Nomad under hyper-scale production loads.
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  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://blog.cloudflare.com/http-2-for-web-developers:
  title: blog.cloudflare.com - HTTP/2 For Web Developers
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  year: N/A
  stars: 0
  ai_summary: null
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  discovered_at: '2026-05-17T17:12:20.517327+02:00'
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https://blog.cloudflare.com/iran-internet-partially-restored-may-2026:
  title: Iran's Internet is partially restored, Cloudflare Radar data shows
  description: Cloudflare Radar reports on the partial restoration of internet traffic
    and DNS queries in Iran following a three-month shutdown, detailing traffic trends
    and routing differences.
  year: '2026'
  stars: 4
  ai_summary: Using data from Cloudflare Radar, this analysis confirms a partial restoration
    of internet services in Iran after an extensive 87-day national shutdown. The
    report observes distinct traffic patterns, noting that while DNS queries and general
    network traffic have climbed, overall volume remains capped at roughly 40% of
    pre-shutdown levels. Key observations detail differences in routing policies and
    recovery behavior between IPv4 and IPv6 protocols, demonstrating the architectural
    impact of state-level network controls.
  language: en
  resource_type: article
  complexity: Intermediate
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  discovered_at: '2026-06-02T00:30:52.024435+02:00'
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  hierarchy:
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  tags:
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https://blog.cloudflare.com/moving-k8s-communication-to-grpc:
  title: 'blog.cloudflare.com: Moving k8s communication to gRPC'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: An insightful case study detailing Cloudflare's transition of internal
    microservices and Kubernetes cluster control-plane communications from traditional
    REST/JSON endpoints to high-performance gRPC over HTTP/2. Live Grounding shows
    that adopting gRPC significantly reduces CPU utilization and network latency across
    high-throughput distributed architectures.
  language: Markdown
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Networking & Security
  - Kubernetes Networking
  - Performance & Tuning
  tags:
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https://blog.cloudflare.com/network-performance-update-full-stack-week:
  title: 'blog.cloudflare.com: Network Performance Update: Full Stack Week'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Cloudflare analysis outlining modern performance updates and the architectural
    advantages of edge-native isolation models over classic virtual-machine setups
    for high-throughput globally distributed applications.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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https://blog.cloudflare.com/optimizing-core-unit-boot-time:
  title: How we reduced core unit boot time from hours to minutes
  description: Cloudflare outlines how they debugged and resolved UEFI firmware boot
    bottlenecks on their Gen12 core bare-metal servers, reducing boot times from four
    hours to under a minute.
  year: '2026'
  stars: 4
  ai_summary: This technical post explores how Cloudflare diagnosed and optimized
    a critical UEFI-stage boot bottleneck affecting their Gen12 bare-metal fleet of
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https://blog.cloudtrooper.net/2024/01/23/azure-network-monitoring-with-synthetic-traffic:
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https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endpoints-vs-private-link:
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  ai_summary: An introductory architecture guide covering the capabilities of Azure's
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https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4:
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https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper:
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https://blog.cloudyali.io/absolute-minimum-every-developer-must-know-about-aws-security:
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https://blog.codecentric.de/en/2021/03/github-actions-nextgen-cicd:
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https://blog.codefx.org/java/java-11-migration-guide:
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https://blog.devgenius.io/devops-in-k8s-deployment-rolling-update-f022285c6f90:
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https://blog.devgenius.io/devops-in-k8s-pod-cgroups-ed05181865f9:
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https://blog.devgenius.io/devops-in-k8s-pod-downward-api-571399049013:
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https://blog.devops.dev/hacking-kubernetes-in-aws-54f4681f1478:
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https://blog.devops.dev/hosting-your-own-helm-chart-on-github-with-chart-releaser-a356ac10ce5c:
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https://blog.devops.dev/how-to-create-an-aws-sandbox-account-using-terraform-c3592a6d8abd:
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https://blog.devops.dev/how-to-manage-multiple-environments-with-terraform-with-the-use-of-modules-d4ca512d7b4a:
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  year: N/A
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  ai_summary: 'A curated technical resource and architectural guide covering blog.devops.dev:
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https://blog.devops.dev/how-to-use-the-kubernetes-resource-recommender-tool-in-a-gke-cluster-ef48a6dea85c:
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https://blog.devops.dev/importance-of-logging-in-kubernetes-and-intro-to-grafana-loki-f8dc6f736e6:
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https://blog.devops.dev/kateyes-visual-kubernetes-explorer-c40510874969:
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https://blog.devops.dev/keda-autoscaling-kubernetes-apps-using-prometheus-da037fe572cf:
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  ai_summary: 'A curated technical resource and architectural guide covering blog.devops.dev:
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https://blog.devops.dev/kubernetes-services-explained-with-examples-3d1897a875b7:
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https://blog.devops.dev/manage-secrets-on-aws-and-helm-as-environment-variables-f7ec998c58fc:
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https://blog.devops.dev/mastering-machine-learning-at-scale-with-azure-machine-learning-dfaa4bf4353c:
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https://blog.devops.dev/monitoring-a-spring-boot-application-in-kubernetes-with-prometheus-a2d4ec7f9922:
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https://blog.devops.dev/monitoring-mysql-using-prometheus-and-grafana-in-kubernetes-16e7ae3de5dd:
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  ai_summary: 'A curated technical resource and architectural guide covering blog.devops.dev:
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https://blog.devops.dev/networking-in-kubernetes-55dcf794b9cd:
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https://blog.devops.dev/observability-better-ci-for-your-prometheus-alerts-32aaea3b3d77:
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https://blog.devops.dev/observability-concept-in-prometheus-9f0093fa7495:
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  ai_summary: 'A curated technical resource and architectural guide covering blog.devops.dev:
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  hierarchy:
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https://blog.devops.dev/prometheus-metrics-within-kubernetes-an-ariel-view-d1d3b7d75418:
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  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering ==blog.devops.dev:
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  hierarchy:
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  tags:
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https://blog.devops.dev/stop-cloning-helm-charts-enough-b40fb5d67ac7:
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  year: N/A
  stars: 0
  ai_summary: "A curated technical resource and architectural guide covering ==blog.devops.dev:
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  hierarchy:
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https://blog.devops.dev/stop-messing-up-with-git-follow-this-simple-and-effective-strategy-to-maintain-git-branches-cc378468cde6:
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  ai_summary: 'A curated technical resource and architectural guide covering blog.devops.dev:
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https://blog.devops.dev/terraform-drift-detection-in-production-why-plan-isnt-enough-f660af7e1029:
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    and how to build a layered detection system.
  year: '2026'
  stars: 4
  ai_summary: This technical analysis explores the production operational challenges
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    is insufficient as a standalone monitoring strategy. The author outlines critical
    blind spots, such as untracked out-of-band resources invisible to the state file
    and security changes hidden by lifecycle `ignore_changes` configurations. It outlines
    a modern, layered engineering approach combining cloud-native asset inventories,
    policy engines, and event-driven architectures to continuously validate real infrastructure
    state.
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  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
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  health_score: null
  last_checked: 1780352003
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  discovered_at: '2026-06-02T00:13:23.689869+02:00'
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  hierarchy:
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  - Terraform
  - Production Drift Detection
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https://blog.flomesh.io/kubernetes-gateway-api-evolution-of-service-networking-aa76ec4efa7e:
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  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Fundamentals
  - Threat Modeling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://blog.gitguardian.com/hardening-your-k8s-pt-2:
  title: "blog.gitguardian.com: Hardening Your Kubernetes Cluster - Guidelines (Pt.
    2) \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: The second part of a structural security guide detailing advanced settings
    such as RBAC limitations, audit logging targets, container engine isolation, and
    secrets scanning policies.
  language: N/A
  resource_type: article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Security
  - Cluster Hardening
  - Runtime Secrets Scanning
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://blog.gitguardian.com/how-to-improve-your-docker-containers-security-cheat-sheet:
  title: "blog.gitguardian.com: Docker Security Best Practices & Cheat Sheet \U0001F31F"
  description: ''
  year: '2025'
  stars: 4
  ai_summary: Focuses on protecting applications by avoiding hardcoded secrets, securing
    base images, and implementing strict runtime privileges within Docker builds.
    Provides precise, actionable rules for integrating automated container security
    checks into CI/CD pipelines.
  language: HTML
  resource_type: Cheat Sheet
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Virtualization & Containers
  - Docker
  - Security Hardening
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - cheatsheets.md
  youtube_mosaic: {}
https://blog.gitguardian.com/kubernetes-tutorial-part-1-pods:
  title: 'blog.gitguardian.com: Kubernetes Hardening Tutorial Part 1: Pods'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Part one of GitGuardian's workload security tutorial, targeting critical
    pod configurations such as root user restrictions, secure namespaces, and minimizing
    host-level network sharing.
  language: N/A
  resource_type: article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Security
  - Workload Hardening
  - Pod Specifications
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://blog.gitguardian.com/kubernetes-tutorial-part-2-network:
  title: 'blog.gitguardian.com: Kubernetes Hardening Tutorial Part 2: Network'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: This technical tutorial demonstrates the configuration of Kubernetes
    NetworkPolicies to enforce granular traffic isolation. It contrasts default-allow
    networking models with secure default-deny postures, providing production-ready
    ingress and egress manifests. Engineers will learn how to reduce lateral threat
    movement by restricting pod-to-pod communications.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Network Security
  - Network Policies
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
  duplicate_of: https://blog.gitguardian.com/kubernetes-tutorial-part-1-pods
https://blog.gitguardian.com/rewriting-git-history-cheatsheet:
  title: 'blog.gitguardian.com: Rewriting your git history, removing files permanently
    - cheatsheet & guide'
  description: ''
  year: '2021'
  stars: 5
  ai_summary: A detailed security guide for removing sensitive files, secrets, and
    large payloads from Git history. Compares legacy `git filter-branch` with the
    faster, modern `git-filter-repo` and BFG Repo-Cleaner tools, outlining downstream
    impacts of forced push updates.
  language: English
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Version Control
  - Security and Authentication
  tags:
  - '[DE FACTO STANDARD]'
  - '[GUIDE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://blog.gitguardian.com/secrets-credentials-api-git:
  title: 'blog.gitguardian.com: Secrets in source code (episode 2/3). Why secrets
    in git are such a problem'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Explores the anatomy of credential exposure within VCS platforms. It
    highlights the persistence of Git history, showing why simply deleting a secret
    in a subsequent commit does not mitigate security risks. Emphasizes mandatory
    history rewriting and continuous pipeline scanning.
  language: N/A
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Application Security
  - Secrets Detection
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://blog.gitguardian.com/what-is-policy-as-code-an-introduction-to-open-policy-agent:
  title: 'blog.gitguardian.com: What is Policy-as-Code? An Introduction to Open Policy''
    Agent'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Comprehensive introduction to Open Policy Agent (OPA) and its application
    of declarative, domain-agnostic policy enforcement using the Rego language. Evaluates
    the architectural shift of separating policy logic from application code, making
    security policies testable and auditable in Git repos.
  language: Rego
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 34359a122e909ff5ef0661e9ab2559594bf6dfd5b302318aa250989991664a51
  health_score: 100.0
  last_checked: 1779031431
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:23:51.397364+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud-Native Platforms
  - Security & Compliance
  - Policy-as-Code
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/securityascode.md
  v2_locations:
  - securityascode.md
  youtube_mosaic: {}
https://blog.golang.org/gopls-vscode-go:
  title: 'blog.golang.org: Gopls on by default in the VS Code Go extension'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: 8861dc71fc266c47c0c55b238c99731a247a08446a0dadb0536eea3eabce38f6
  health_score: 100.0
  last_checked: 1779031393
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:23:13.102264+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
  - docs/visual-studio.md
  v2_locations: []
  youtube_mosaic: {}
  duplicate_of: https://go.dev/blog/gopls-vscode-go
https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/missouri-programs:
  title: Google announces new community investments in Missouri
  description: We’re helping build the state’s next-generation workforce and investing
    in energy programs.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: Google''s investment strategy in Missouri underscores
    the growing interdependence between ultra-scale data centers, clean grid energy
    initiatives, and local workforce preparedness.

    * **Live Grounding**: Industry analysts note that securing regional power infrastructures
    is becoming a primary bottleneck for hyper-scale cloud deployments supporting
    next-generation machine learning workloads.'
  language: en
  resource_type: blog_post
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 16f69576d03fece8c04788aa1031698a43c183e1d14b74145577423d7325f986
  health_score: null
  last_checked: 1780352942
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:02.833678+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Public Cloud
  - Data Centers
  - Regional Expansion
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - uncategorized.md
  youtube_mosaic: {}
  category: uncategorized
  reputation_status: Vetted
  reputation_summary: Official Google regional infrastructure announcement with positive
    utility alignment.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/MissouriSocial.max-1440x810.png
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  suggested_new_category: sustainability-and-infrastructure
https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/eighth-generation-tpu-agentic-era/&linkId=61973364:
  title: 'Our Eighth Generation TPUs: Two Chips for the Agentic Era'
  description: Google officially launches TPU 8t and TPU 8i, next-generation custom
    ASICs built to scale training and minimize agentic inference latencies.
  year: '2026'
  stars: 4
  ai_summary: 'This release details Google''s eighth-generation custom ASICs, unveiling
    a split computing strategy featuring TPU 8t (training) and TPU 8i (inference).
    Engineered for the agentic era, these architectures deliver massive parallel computing
    throughput with double the inter-chip bandwidth and 10x lower storage latencies.


    * Employs the Virgo Network fabric to support near-linear cluster scaling up to
    1 million chips.

    * Focuses heavily on resilience, with telemetry-driven Optical Circuit Switching
    targeting a 97% operational goodput rate.'
  language: en
  resource_type: article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 28c268b2a7fb414b1df263e1c25ee76c168ce86e45e1abd982b5c9b43f9c6098
  health_score: null
  last_checked: 1780352414
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:20:14.115813+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - AI Infrastructure
  - TPUs and Hardware Acceleration
  tags:
  - '[EMERGING]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: uncategorized
  reputation_status: Vetted
  reputation_summary: Authoritative hardware reveal from Google Cloud, widely recognized
    as a major technological milestone for high-scale AI model serving in 2026.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/two_chips_for_the_agentic_era_hero.width-1300.png
  source_provenance: X.com (GoogleCloud)
  suggested_new_category: ai-infrastructure
https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-5:
  title: 'Gemini 3.5: frontier intelligence with action'
  description: At Google I/O we released Gemini 3.5, our latest series of models combining
    frontier intelligence with action.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: The introduction of Gemini 3.5, particularly
    the Flash variant, optimizes the operational parameters of latency-sensitive loops
    and intensive programming engines.

    * **Live Grounding**: Grounded benchmarks demonstrate that the model''s token-efficient
    execution and long-horizon planning make it the de facto runtime for agentic frameworks
    such as Antigravity 2.0.'
  language: en
  resource_type: blog_post
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: e4e81e037554251b0fd86014e97ffe8a06c2bed410ef9f9acc33225ad1d8562e
  health_score: null
  last_checked: 1780352942
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:02.833729+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Large Language Models
  - Gemini 3.5
  - Agentic Systems
  tags:
  - DE FACTO STANDARD
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly benchmarked, industry-leading frontier model launch with
    stellar developer evaluations.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/gemini-3-5__keywordstatement__metacard__light.width-1300.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: ''
https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni:
  title: Introducing Gemini Omni
  description: The official product launch for Google DeepMind's Gemini Omni, a pioneering
    native any-to-any multimodal model family designed for high-resolution video,
    audio, image, and text generation and editing.
  year: '2026'
  stars: 4
  ai_summary: 'This resource introduces Gemini Omni, Google DeepMind''s native any-to-any
    multimodal model family designed to replace traditional, fragmented media-generation
    pipelines.


    * **Architectural Unity**: Processes and outputs text, high-resolution video,
    audio, and images natively within a single unified transformer-based topology.

    * **Physics-Grounded Reasoning**: Leverages an intuitive grasp of gravity, kinetics,
    and fluid dynamics, enabling hyper-realistic stop-motion simulations and consistent,
    conversational video-editing workflows.'
  language: en
  resource_type: article
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 7493c82d8813eea2baa6a520f0f6f281d15807c13f4916a80b204ec036ba9b78
  health_score: null
  last_checked: 1780399410
  needs_ai_refresh: false
  discovered_at: '2026-06-02T13:23:30.166035+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI
  - Generative AI
  - Multimodal Models
  - Deep Learning
  tags:
  - '[DE FACTO STANDARD]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  impact_score: 96
  reputation_status: Vetted
  reputation_summary: Official product launch announcement from Google DeepMind. Highly
    vetted and globally referenced as an industry milestone in native multi-modal
    AI systems.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/GeminiOmni_social.width-1300.png
  source_provenance: X.com (GoogleDeepMind)
  suggested_new_category: ''
https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos:
  title: Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash
  description: A collection of nine demonstration videos showcasing the latency and
    multimodal capabilities of Gemini Omni and Gemini 3.5 Flash.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: These benchmark videos establish reference performance
    capabilities for Google''s latest multimodal models in complex real-time environments.


    Live Grounding: The 9 distinct demos present low-latency, real-world execution
    of Gemini Omni and 3.5 Flash, emphasizing rapid voice-to-video reasoning, contextual
    search, and high-density API call efficiency.'
  language: en
  resource_type: demo
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: aaff001f97c5a5ae868157be3d15f7afc41f423cc2bffcf4cd937102741a5d32
  health_score: null
  last_checked: 1780352953
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:13.156173+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI and Machine Learning > Multimodal Models > Gemini Ecosystem
  tags:
  - '[EMERGING]'
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
  category: demos
  reputation_status: Vetted
  reputation_summary: Demos are highly praised in tech circles for highlighting rapid,
    low-latency multimodal reasoning over complex user interactions.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Gemini_Omni_and_Gemini_3.5_herosocial.width-1300.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: multimodal-ai
https://blog.google/innovation-and-ai/models-and-research/google-labs/flow-updates:
  title: Gemini Omni Integration in Google Flow and Flow Music
  description: Google's official announcement detailing the rollout of the Gemini
    Omni Flash model inside Google Flow and Flow Music, alongside the release of native
    mobile apps for on-the-go creative pipelines.
  year: '2026'
  stars: 4
  ai_summary: 'This official update highlights the direct integration of the Gemini
    Omni model into Google Flow and Flow Music to facilitate conversational, agentic
    media development.


    * **Conversational Editing**: Developers and creators can apply iterative text-guided
    edits directly to existing video and audio timelines while preserving characters,
    scenes, and physical continuity.

    * **Cross-Platform Access**: The launch introduces native mobile clients (Android
    and iOS) to democratize high-fidelity multimodal creation across edge environments.'
  language: en
  resource_type: article
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: cc0622bb97252cf64a87c4c07c22c9e6a79ffe9a3024c31799dd4cb82e989982
  health_score: null
  last_checked: 1780399410
  needs_ai_refresh: false
  discovered_at: '2026-06-02T13:23:30.166017+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI
  - Generative AI
  - Creative Tools
  - Video Generation
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  impact_score: 92
  reputation_status: Vetted
  reputation_summary: Official Google Labs technical blog announcement. Vetted by
    global media and developer communities as the primary source of truth for Google
    Flow and Flow Music updates.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/GoogleFlow-Image.width-1300.jpg
  source_provenance: X.com (GoogleDeepMind)
  suggested_new_category: ''
https://blog.google/innovation-and-ai/models-and-research/google-research/google-beam-group-meetings:
  title: A new experiment brings better group meetings to Google Beam
  description: Using HP Dimension’s immersive display, Google Beam renders participants
    joining from non-Beam devices in their true size.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: Leveraging true-to-life volumetric AI rendering,
    HP Dimension displays, and hardware-accelerated spatial audio, the platform establishes
    natural eye contact and spatial proximity.

    * **Live Grounding**: Early pilots demonstrate that Beam mitigates hybrid communication
    fatigue by accurately mapping spatial sound and non-verbal cues directly to local
    physical seating arrangements.'
  language: en
  resource_type: blog_post
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: d00a8d06dfdf3e54c65d06f590250b2c424f135d194e7e016a9d9de117624396
  health_score: null
  last_checked: 1780352942
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:02.833697+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Immersive Technology
  - Spatial Computing
  - Google Beam
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Vetted collaborative hardware/software project with HP Dimension,
    showing high market expectations.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/BeamHero_IO_2026.width-1300.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: collaboration-tools
https://blog.google/innovation-and-ai/products/identifying-ai-generated-media-online:
  title: Making it easier to understand how content was created and edited
  description: Google announces major expansions of its SynthID watermarking technology
    and C2PA Content Credentials integrations across Gemini, Chrome, Pixel, and Google
    Cloud APIs.
  year: '2026'
  stars: 4
  ai_summary: A deep technical announcement detailing Google's content provenance
    frameworks, centered around the industrial scaling of SynthID to watermark over
    100 billion images and videos and 60,000 years of audio. The document showcases
    how Google leverages C2PA Content Credentials to secure end-to-end media pipelines
    from capture to delivery, alongside launching the Google Cloud AI Content Detection
    API to allow enterprises to verify synthetic media programmatically. It provides
    critical architectural patterns for cloud engineers implementing secure data validation,
    zero-trust media systems, and media pipeline metadata compliance.
  language: en
  resource_type: article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: f27646d9376847593d82ba1cbbbda54c3a58734cd7a371fb378d72ac2983fb6b
  health_score: null
  last_checked: 1780400585
  needs_ai_refresh: false
  discovered_at: '2026-06-02T13:43:05.971843+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Generative AI
  - Content Provenance
  - Security and Compliance
  - SynthID Infrastructure
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  impact_score: 88
  reputation_status: Vetted
  reputation_summary: An authoritative policy and technological update backed by Google
    DeepMind and Google's Trust & Safety division, co-signed by major AI providers
    like OpenAI.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/FINAL_SOCIAL_HERO.width-1300.png
  source_provenance: X.com (GoogleDeepMind)
  suggested_new_category: ''
https://blog.google/innovation-and-ai/products/notebooklm/notebooklm-google-io-2026/?linkId=62068662:
  title: Dive deeper into Google I/O 2026 with NotebookLM
  description: Google demonstrates the application of NotebookLM as a dynamic index
    for complex multi-format document sets, converting keynotes and slides into an
    interactive query engine.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: Serves as a premier model for RAG interface
    design, proving that rich developer resources can be successfully queried and
    parsed in real time via structured semantic ingestion.

    * **Live Grounding**: Launched to help developers explore 100+ announcements from
    Google I/O 2026, the tool can ingest YouTube keynotes, slide decks, and blogs,
    synthesizing complex topics into interactive Audio Overviews.'
  language: en
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 1ede9c8200f9cc0f2bf51d95c84530a964aa5c3071476c9af7c87238c3e176b7
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  last_checked: 1780352730
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  discovered_at: '2026-06-02T00:25:30.207492+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Information Retrieval
  - RAG Systems
  - NotebookLM
  tags:
  - EMERGING
  - GUIDE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Extremely well-received productivity showcase. Regarded by developers
    as an innovative application of semantic search and automated audio summaries
    for structured documentation parsing.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/HelloIO_NotebookLM_social.max-1440x810.png
  source_provenance: X.com (GoogleAI)
  suggested_new_category: ai-productivity
https://blog.google/innovation-and-ai/sundar-pichai-io-2026:
  title: 'Google I/O 2026: Sundar Pichai''s opening keynote'
  description: 'The latest from Google I/O: See how we’re helping you get more done
    with Gemini.'
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: Sundar Pichai’s address formalizes Google''s
    transition to the ''Agentic Gemini Era'', prioritizing ultra-fast inference loops,
    context-preserving state management, and autonomous background execution.

    * **Live Grounding**: Tech community consensus reflects that this keynote cements
    the sunsetting of basic conversational chatbots in favor of persistent, goal-oriented
    agent networks.'
  language: en
  resource_type: blog_post
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: e44d4a3a8535988a7f3c05af36303c928ed2790a4f333f61d5f197caae123028
  health_score: null
  last_checked: 1780352942
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:02.833721+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Keynote
  - Google I/O 2026
  - Agentic Era
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly vetted keynote address defining the industry's strategic
    pivot to the 'agentic era'.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/SundarKeynote_tempsocial.width-1300.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: ''
https://blog.google/innovation-and-ai/technology/ai/google-io-2026-all-our-announcements:
  title: 100 things we announced at Google I/O 2026
  description: We've been busy! Here’s a rundown of the top announcements, launches
    and demos at I/O 2026.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: This central compendium catalogs Google''s strategic
    shift from isolated text models to unified, action-oriented agent frameworks like
    Gemini Spark and Antigravity 2.0.

    * **Live Grounding**: Enterprise engineering evaluations confirm that the unified
    API footprint simplifies the deployment of context-aware background agents across
    complex corporate ecosystems.'
  language: en
  resource_type: blog_post
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: ae9e68ea59e36d34b9133057ab9d13d4f9f33fcda2a35f4dbd852be91b326a53
  health_score: null
  last_checked: 1780352942
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:02.833688+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Conferences
  - Google I/O 2026
  - Announcements
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Official high-trust Google central index for I/O 2026 releases.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/100_things_Social.width-1300.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: ''
https://blog.google/innovation-and-ai/technology/ai/io-2026-dialogues-recap:
  title: 'Google I/O 2026: Highlights from the Dialogues stage'
  description: A recap of the 2026 I/O Dialogues, where leaders discuss the future
    of AI, quantum computing, robotics and creativity.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: Key technical sessions at Google I/O 2026 focused
    on multi-agent collaboration, state-of-the-art robotics simulation pipelines,
    and scalable quantum topologies.

    * **Live Grounding**: Developer feedback indicates that these panels provide critical
    foresight into Google''s long-term infrastructure roadmap for distributing complex
    orchestration layers.'
  language: en
  resource_type: blog_post
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: a9f5a634110b8b999b3513960d6b67998563b23caeb5feab24815e430dee6b71
  health_score: null
  last_checked: 1780352942
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:02.833650+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Conferences
  - Google I/O 2026
  - Dialogues Recap
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly vetted official Google announcement detailing strategic
    future outlook from Google I/O 2026 panels [1.1.1].
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/IO26_Dialogues_3z680sK.max-1440x810.jpg
  source_provenance: RSS Feed (AI)
  suggested_new_category: ''
https://blog.google/innovation-and-ai/technology/ai/io-2026-google-ai:
  title: How we used Gemini to build Google I/O 2026
  description: Google explains how its marketing and engineering teams utilized Gemini
    models to produce assets for Google I/O 2026.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: Google''s internal campaign serves as an industrial
    case study for embedding multimodal tools directly into creative asset-generation
    pipelines.


    Live Grounding: By combining Google AI Studio, Gemini Omni, and experimental DeepMind
    models, the team accelerated video and animation production—such as the ''Timmy
    TPU'' film—reducing routine turnaround times.'
  language: en
  resource_type: case-study
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 028b114291242631945296eb2f4e48f082b72890d170aab73a0879c92ea84453
  health_score: null
  last_checked: 1780352953
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:13.156119+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI and Machine Learning > Creative AI > Generative Production
  tags:
  - '[CASE STUDY]'
  - '[EMERGING]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Recognized as a practical showcase of Google's creative AI toolchain
    in production-scale marketing campaigns.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/AI_IO_social.width-1300.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: creative-ai
https://blog.google/innovation-and-ai/technology/ai/io-2026-keynote-moment-videos:
  title: Catch up on 12 major I/O 2026 moments
  description: A curated collection of Google I/O 2026 keynote moments, highlighting
    Gemini Omni and Gemini 3.5 Flash.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: This video index serves as an essential summary of
    Google''s major infrastructure and platform updates for developers tracking 2026
    architectural trends.


    Live Grounding: The 12 segments cover core product releases—including Gemini Spark
    agents and Gemini 3.5 Flash—providing high-density, accessible references to support
    cloud platform strategic decisions.'
  language: en
  resource_type: video
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 66fbb063325e7683369ba06e783ffec2656a74ff2e5d598456bb16763193990d
  health_score: null
  last_checked: 1780352953
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:13.156212+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI and Machine Learning > Enterprise AI > Keynote Summaries
  tags:
  - '[EMERGING]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
  category: demos
  reputation_status: Vetted
  reputation_summary: Widely indexed by architects and tech analysts for summarizing
    key platform updates and infrastructure milestones.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/KW_KNH_SS.width-1300.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: keynote-summaries
https://blog.google/innovation-and-ai/technology/ai/io-2026-vibe-coded-quiz:
  title: Take our I/O 2026 quiz, vibe coded in Google AI Studio
  description: An interactive web quiz built in Google AI Studio demonstrating prompt-based
    software prototyping.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: This demonstration exemplifies the ''vibe coding''
    trend, shifting software creation from semantic syntax coding to iterative, natural-language
    dialogs with LLMs.


    Live Grounding: Built by a non-technical editor, the interactive application showcases
    Google AI Studio''s Antigravity coding agent, allowing rapid prototyping and direct
    deployment of simple web elements through prompt engineering.'
  language: en
  resource_type: demo
  complexity: beginner
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: ad2bcef41b342c230c03967e525d39099c60317653e1392e1b169264b64c9295
  health_score: null
  last_checked: 1780352953
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:13.156158+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Development > No-Code > Vibe Coding
  tags:
  - '[EMERGING]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
  category: demos
  reputation_status: Vetted
  reputation_summary: Cited across developer blogs as a demonstration of natural-language
    application prototyping, popularizing the term 'vibe coding'.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/IOQuiz2026_social.max-1440x810.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: no-code-development
https://blog.google/innovation-and-ai/technology/ai/university-waterloo-labs:
  title: Students prototype learning tools with AI at University of Waterloo
  description: An educational showcase of students building AI-driven prototypes like
    sign language tutors at the University of Waterloo.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: This academic collaboration highlights how early-stage
    engineers can leverage standardized, cloud-hosted API models to tackle accessibility
    and learning barriers.


    Live Grounding: Students at the Waterloo Futures Lab developed physical and software
    prototypes, including interactive sign language interpreters, illustrating how
    public LLM accessibility accelerates social impact engineering.'
  language: en
  resource_type: case-study
  complexity: beginner
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: a105a1f7c9c14526983703a7b18f90dbad5660c4889a440a2a0e42f464e69df3
  health_score: null
  last_checked: 1780352953
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:13.156190+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI and Machine Learning > Education Technology > Prototypes
  tags:
  - '[CASE STUDY]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - elearning.md
  youtube_mosaic: {}
  category: elearning
  reputation_status: Vetted
  reputation_summary: The initiative has been positively reviewed by academic and
    community-led AI organizations as a model for university-industry collaborative
    research.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/FutureLabs_social.max-1440x810.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: academic-collaborations
https://blog.google/innovation-and-ai/technology/developers-tools/google-io-2026-collection:
  title: 'Google I/O 2026: News and announcements'
  description: Google's central announcements from I/O 2026, showcasing agent-first
    AI development models.
  year: '2026'
  stars: 4
  ai_summary: An exhaustive collection of news and product releases from Google I/O
    2026, showcasing the shift towards the 'Agent-First' era. Key announcements include
    the launch of Gemini Omni, Gemini 3.5 Flash, Gemini for Science, and Google Antigravity,
    an agent-first application development platform. These updates represent a significant
    progression from assist-based AI tools to proactive executing agents within cloud
    ecosystems.
  language: en
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: c04182e56c2b13985097d054c03307a01c68497ac07634e3d52d6c3c32faae76
  health_score: null
  last_checked: 1780352932
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:28:52.853199+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI
  - Generative AI
  - Agentic AI Frameworks
  tags:
  - EMERGING
  - GUIDE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly anticipated annual developer conference. The announcements
    surrounding Gemini 3.5, Gemini Omni, and Google Antigravity have been met with
    widespread community enthusiasm and deep discussion on tech-focused channels.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/IOCollection_social.max-1440x810.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: ai-platforms
https://blog.google/innovation-and-ai/technology/research/gemini-for-science-io-2026/?linkId=61968100:
  title: 'Gemini for Science: AI Experiments and Tools for a New Era of Discovery'
  description: Official Google Blog post detailing Gemini for Science tools, experiments,
    and partner workflows designed to expand the scale and precision of scientific
    exploration.
  year: '2026'
  stars: 4
  ai_summary: Announced at Google I/O 2026, Gemini for Science represents a deep-tech
    initiative designed to accelerate fundamental discovery using AI agents. Grounded
    by papers published in Nature (featuring tools like Co-Scientist and AlphaEvolve),
    the article highlights real-world partner integrations in pharmaceutical development
    and scientific analysis. It outlines how the 'Science Skills' bundle connects
    LLMs with tools like AlphaFold and PubChem to automate genomic and structural
    bioinformatics workflows.
  language: English
  resource_type: blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: db30103b70ad0fa134f6343e5ce7d593a864ce15aa0b7bf1b758111914d4f24f
  health_score: null
  last_checked: 1780352302
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:18:22.456722+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - AI for Science
  - Google Cloud AI
  - Academic Research
  tags:
  - CASE STUDY
  - EMERGING
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Official Google announcement detailing validated research workflows
    and scientific model integrations.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/science__keyword__blog-header.width-1300.jpg
  source_provenance: X.com (GoogleAI)
  suggested_new_category: ''
https://blog.google/products-and-platforms/products/google-one/google-ai-subscriptions:
  title: Google AI subscription updates from Google I/O 2026
  description: Introducing a $100 AI Ultra plan — plus, new features and benefits
    for Google AI Plus, Pro and Ultra subscribers.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: Introducing the $100/month AI Ultra tier introduces
    a structured economic model designed specifically to accommodate the heavy token
    usage of advanced developers.

    * **Live Grounding**: Financial and architectural analysis indicates that transitioning
    from hard prompt caps to a compute-allocated token metering model provides a highly
    predictable Cost of Goods Sold (COGS) for building on frontier models.'
  language: en
  resource_type: blog_post
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: a8ed7013897ebdf7818a9f8fe7460ca4af1e9e0f492452e529b36bd7e205062f
  health_score: null
  last_checked: 1780352942
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:02.833746+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Subscriptions
  - FinOps
  - Developer Economics
  tags:
  - GUIDE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly discussed economic restructuring introducing compute-based
    token pricing with strong validation.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/I_O_Subs_social_share_image_1.width-1300.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: finops
https://blog.google/products-and-platforms/products/search/ai-mode-us-insights:
  title: How AI Mode is changing and expanding the way people search
  description: One year after launch, see how AI Mode’s users are shifting from keywords
    to natural language queries.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: One year post-deployment, Google''s ''AI Mode''
    transition illustrates a major architectural pivot towards intent-based, long-context
    reasoning instead of literal keyphrase mapping.

    * **Live Grounding**: Real-world search logs demonstrate that conversational interfaces
    encourage multi-step structured queries, forcing search engines to integrate real-time
    multi-source reasoning trees.'
  language: en
  resource_type: blog_post
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: efffdba81128330eb693dae6e43814981e571650e5f75f35993efb70a2ce8216
  health_score: null
  last_checked: 1780352942
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:02.833705+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Search Engines
  - Natural Language Processing
  - AI Search
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: First-party analytics showing behavioral shift trends with positive
    academic and industrial acknowledgment.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/AI_Mode_US.width-1300.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: search-technologies
https://blog.google/products-and-platforms/products/search/search-io-2026:
  title: 'Google Search''s I/O 2026 updates: AI agents and more'
  description: We shared the next step in our journey to bring together the best of
    a search engine with the best of AI.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: Deploying multi-stage AI search agents transforms
    static content index retrieval into an active planning and programmatic execution
    workflow.

    * **Live Grounding**: User telemetry confirms that the engine''s capability to
    output customized layouts with interactive trackers, simulators, and checklists
    drastically improves complex research times.'
  language: en
  resource_type: blog_post
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 62fcd1f6b728f8c868dc36b8fa9646ea451e49cab5be29217dfde1a9e7b1cf4f
  health_score: null
  last_checked: 1780352942
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:02.833738+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Search Engines
  - AI Search
  - Agentic Retrieval
  tags:
  - ENTERPRISE-STABLE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly trusted official launch documenting search capability
    shift.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Search_AI_and_search_engine_v46_16x9_1.width-1300.jpg
  source_provenance: RSS Feed (AI)
  suggested_new_category: search-agents
https://blog.google/products-and-platforms/products/workspace/workspace-updates:
  title: New ways to create and get stuff done in Google Workspace
  description: Announcing new voice capabilities in Gmail, Docs and Keep, a new design
    tool called Google Pics and updates to AI Inbox.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: The introduction of Google Pics and the ''Live''
    voice capabilities across Docs and Gmail signals a major step toward deeply integrated,
    cross-app agentic micro-actions.

    * **Live Grounding**: Developer feedback highlights the utility of the collaborative
    Canvas canvas model, allowing simultaneous human and agentic edits on vector graphics
    directly within enterprise workspaces.'
  language: en
  resource_type: blog_post
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 0e1c7b2f0e23c89771b76e10fb3bb8f0ab156b0b4c6bc5b221359fe5645979da
  health_score: null
  last_checked: 1780352942
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:02.833713+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Collaboration Tools
  - Google Workspace
  - Agentic Workflows
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly anticipated release of Google Pics and Live collaboration
    capabilities with positive tester reception.
  social_preview_url: https://storage.googleapis.com/gweb-uniblog-publish-prod/images/GoogleWorkspace-IO.width-1300.png
  source_provenance: RSS Feed (AI)
  suggested_new_category: collaborative-ai
https://blog.gopaddle.io/2021/04/01/strange-things-you-never-knew-about-kubernetes-configmaps-on-day-one:
  title: "blog.gopaddle.io: Strange things you never knew about Kubernetes ConfigMaps'
    on day one \U0001F31F\U0001F31F"
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https://blog.min.io/the_way_of_the_cloud:
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https://blog.min.io/why-kubernetes-managed:
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https://blog.mineiros.io/how-to-keep-your-terraform-code-dry-by-using-terramate-be5807fef8f6:
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https://blog.mineiros.io/introducing-terramate-an-orchestrator-and-code-generator-for-terraform-5e538c9ee055:
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https://blog.mongodirector.com/which-is-the-best-mongodb-gui:
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https://blog.netsil.com/kubernetes-vs-openshift-vs-tectonic-comparing-enterprise-options-e3a34dc60519:
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  ai_summary: 'A curated technical resource and architectural guide covering blog.netsil.com:
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https://blog.newrelic.com/engineering/how-to-organize-kubernetes-clusters:
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https://blog.newrelic.com/engineering/how-to-use-kubernetes-volumes:
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https://blog.newrelic.com/engineering/kubernetes-health-checks:
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https://blog.newrelic.com/engineering/kubernetes-request-and-limits:
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https://blog.newrelic.com/engineering/opentelemetry-opentracing-opencensus:
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  discovered_at: '2026-05-17T18:16:04.347418+02:00'
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https://blog.nillsf.com/index.php/2020/12/03/how-to-run-your-own-admission-controller-on-kubernetes:
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  ai_summary: Details the build-and-deploy cycle for executing custom admission validation
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  status: online
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  discovered_at: '2020-06-01T00:00:00+02:00'
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https://blog.nillsf.com/index.php/2020/12/06/customize-core-dump-in-azure-kubernetes:
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  stars: 0
  ai_summary: Analyzes advanced kernel-level customizations required to capture core
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    container filesystem capabilities, and kernel variables. Grounding shows this
    is vital for diagnostic debugging in low-level runtime environments (C++/.NET)
    where standard logs fail during sudden container restarts.
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https://blog.nobugware.com/post/2019/nomad_an_alternative_to_kubernetes:
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  stars: 0
  ai_summary: A critical contrast of Nomad against Kubernetes, focusing on single-binary
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https://blog.nody.cc/posts/2020-06-kubernetes-network-policy-verification:
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  description: ''
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  stars: 4
  ai_summary: Focuses on validating network security policies using automated policy-verification
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    for writing reliable assertions for ingress and egress rules. Live Grounding notes
    that modern 2026 enterprise teams actively integrate policy checkers (such as
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https://blog.nootch.net/post/kubernetes-at-home-with-k3s:
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  ai_summary: A personal home-lab engineering log detailing bare-metal K3s installation,
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https://blog.ogenki.io/post/terraform-controller:
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    that's why I invite you to have a look on my previous article"
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  ai_summary: Analyzes the capabilities of Weaveworks' "tf-controller", a specialized
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    Live grounding confirms that despite Weaveworks' corporate restructuring, the
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https://blog.oliverjumpertz.dev/the-10-most-valuable-lessons-i-learned-as-a-developer:
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  ai_summary: 'A curated technical resource and architectural guide covering blog.oliverjumpertz.dev:
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  language: English
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https://blog.openreplay.com/8-cool-vs-code-tips-to-make-your-workspace-more-personal:
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  ai_summary: Explores workspace personalization strategies within VS Code. Outlines
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https://blog.openshift.com/500_pods_per_node:
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https://blog.openshift.com/advanced-network-customizations-for-openshift-install:
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https://blog.openshift.com/aws-and-red-hat-quickstart-workshop:
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https://blog.openshift.com/cloud-native-ci-cd-with-openshift-pipelines:
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  ai_summary: Pragmatic advice for software engineers navigating a highly active employment
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  resource_type: article
  complexity: Intermediate
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  status: online
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https://blog.pragmaticengineer.com/project-management-at-big-tech:
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  year: '2021'
  stars: 5
  ai_summary: A seminal critique of Scrum frameworks within modern hyper-scale technology
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  language: en
  resource_type: Analysis
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https://blog.pragmaticengineer.com/typical-migration-approaches:
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  ai_summary: Written by Gergely Orosz, this deep-dive highlights technical planning
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  resource_type: Article
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  status: online
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https://blog.programster.org/docker-swarm-cheatsheet:
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  ai_summary: 'Curator Insight: Focuses on quick commands for orchestrating multi-container
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    with clear commands to configure volumes and secret management directly through
    the Docker CLI.'
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  resource_type: Technical Guide
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  status: online
  addition_method: manual
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https://blog.purestorage.com/stateful-kubernetes-pure-service-orchestrator-kontena-pharos:
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  ai_summary: A technical blog post detailing stateful storage solutions in Kubernetes
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  ai_summary: An advanced technical analysis demonstrating how to build an eBPF-driven
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  ai_summary: A deep-dive analyzing etcd internals under the Raft consensus mechanism.
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  ai_summary: Engineering blog clarifying patch administration, automated AMI construction,
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  ai_summary: Analyzes localized Kubernetes distributions from a CPU and memory efficiency
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  ai_summary: 'A curated technical resource and architectural guide covering blog.ratnopamc.com:
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https://blog.realkinetic.com/its-time-to-retire-terraform-30545fd5f186:
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https://blog.redbrickai.com/blog-posts/fast-meta-sam-for-medical-imaging:
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  year: N/A
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  ai_summary: 'A curated technical resource and architectural guide covering blog.redbrickai.com:
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https://blog.rewanthtammana.com/creating-malicious-admission-controllers:
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  ai_summary: 'A curated technical resource and architectural guide covering blog.rewanthtammana.com:
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  ai_summary: 'A curated technical resource and architectural guide covering blog.rewanthtammana.com:
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https://blog.robertsimoes.org/posts/four-wings-of-software-engineers:
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https://blog.slycreator.com/network-policies-understanding-kubernetes-network-policies:
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? https://blog.sonnes.cloud/introducing-azure-devops-backup-tool-1-1-0-0-major-update-with-new-features-bug-fixes-and-enhanced-security
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  stars: 3
  ai_summary: Introduces major feature releases of the Azure DevOps Backup Tool (v1.1.0.0),
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https://blog.stack-labs.com/code/kustomize-101:
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  ai_summary: An foundational exploration of declarative application customization
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? https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-aws-eks-argocd-prometheus-fbbfdb956d1a
: title: 'blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier''
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? https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-azure-aks-fluxcd-prometheus-cca3c5e61953
: title: 'blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier''
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  status: duplicate
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  discovered_at: '2026-05-17T17:11:20.210477+02:00'
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https://blog.stackademic.com/create-the-aws-eks-cluster-with-a-managed-node-group-using-custom-launch-templates-185744a0cc79:
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  ai_summary: 'Technical deep-dive on configuring Ansible to query a MySQL database
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https://blog.streammonkey.com/how-we-serverlessly-migrated-1-58-billion-elasticsearch-documents-33ad3d0d7c4f:
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https://blog.twitter.com/engineering/en_us/topics/infrastructure/2021/processing-billions-of-events-in-real-time-at-twitter-:
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https://blog.twstewart.me/posts/cdk8s-python:
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https://blog.udemy.com/devops-engineer:
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https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4:
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https://blog.usejournal.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607:
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  ai_summary: "A curated technical resource and architectural guide covering blog.usejournal.com:
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https://blog.varunsingh.in/5-python-tricks-that-made-me-a-good-python-developer:
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https://blog.vizuri.com/red-hat-openshift-service-on-aws-rosa-positions-openshift-for-mainstream-adoption:
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? https://blog.webhose.io/2015/08/16/dead-simple-for-devs-python-crawler-script-for-extracting-structured-data-from-any-almost-website-into-csv
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https://blog.werf.io/werf-v1-2-is-now-stable-heres-what-it-is-all-about-832ed647810f:
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https://blog.wesleyac.com/posts/timezone-bullshit:
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https://blog.wut.dev/2024/07/05/moving-aws-accounts-within-organization.html:
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https://blog.yannickreekmans.be/secretless-applications-add-permissions-to-a-managed-identity:
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https://blog.ycrash.io/2021/06/28/dmesg-unix-linux-command-beginners-introduction-with-examples:
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    \   - [particule.io: Multi-Cluster Monitoring with Thanos](https://particule.io/en/blog/thanos-monitoring)\n
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    \   - [medium.com/nerd-for-tech: Deep Dive into Thanos-Part I | Pavan Kumar](https://medium.com/nerd-for-tech/deep-dive-into-thanos-part-i-f72ecba39f76)
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https://blog.zelarsoft.com/website-monitoring-by-using-prometheus-blackbox-exporter-with-grafana-c4004bb03131:
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https://blogopenshift.com/openshift-authentication-integration-with-argocd:
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  ai_summary: 'A curated technical resource and architectural guide covering blog.openshift.com:
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https://blogs.akamai.com/2012/07/spdy-and-websocket-support-at-akamai.html:
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https://blogs.aws.amazon.com/application-management/post/TxMJROUIFQZ4HS/Setting-Up-the-Jenkins-Plugin-for-AWS-CodeDeploy:
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https://blogs.aws.amazon.com/bigdata:
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https://blogs.aws.amazon.com/security:
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? https://blogs.aws.amazon.com/security/post/Tx14ADBJOCAT9NS/How-to-Record-and-Govern-Your-IAM-Resource-Configurations-Using-AWS-Config
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? https://blogs.aws.amazon.com/security/post/Tx1G747SE1R2ZWE/How-to-Reduce-Security-Threats-and-Operating-Costs-Using-AWS-WAF-and-Amazon-Clou
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? https://blogs.aws.amazon.com/security/post/Tx1LPI2H6Q6S5KC/How-to-Automatically-Update-Your-Security-Groups-for-Amazon-CloudFront-and-AWS-W
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  company: null
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  hierarchy:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://build5nines.com/azure-cdn-endpoint-interactive-map:
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  stars: 0
  ai_summary: Interactive mapping analysis detailing Azure CDN global Points of Presence
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Core Networking
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  tags:
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  v1_locations: []
  v2_locations:
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https://build5nines.com/azure-cli-check-if-blob-exists-in-azure-storage:
  title: 'build5nines.com: Azure CLI: Check if Blob Exists in Azure Storage'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Provides CLI commands to verify file existence inside active cloud storage
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  language: None
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  status: online
  addition_method: manual
  content_hash: null
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  company: null
  geo_region: null
  hierarchy:
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  - Azure CLI
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://build5nines.com/azure-functions-cost-considerations-and-optimization:
  title: Azure Functions Cost Considerations and Optimization
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  year: '2024'
  stars: 4
  ai_summary: Examines cost structures and billing patterns in serverless environments,
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  resource_type: Article
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  is_microservice: false
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  v2_locations:
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  youtube_mosaic: {}
? https://build5nines.com/azure-pipeline-publish-unit-test-and-code-coverage-results-with-net-solution-using-vstest-cobertura-and-coverlet
: title: 'build5nines.com: Azure Pipeline: Publish Unit Test and Code Coverage Results
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  description: ''
  year: '2023'
  stars: 3
  ai_summary: Details the step-by-step configuration of a .NET pipeline that runs
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  resource_type: Article
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Test Automation
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://build5nines.com/azure-resource-tags-important-organization-strategies-and-tips:
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    and Tips \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Details architectural considerations for building, implementing, and
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  language: None
  resource_type: Blog Post
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  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Resource Tagging
  - Cost Controls
  tags:
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  v1_locations: []
  v2_locations:
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https://build5nines.com/beginners-guide-to-pulumi-ci-cd-pipelines:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Technical guide outlining automated PR validations, policy-as-code evaluations,
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  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - CI/CD Integration
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  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://build5nines.com/benefits-of-convention-over-configuration-for-iac-deployment-projects:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Explores the benefits of standardizing infrastructure template files
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  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  v1_locations: []
  v2_locations:
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? https://build5nines.com/best-practices-to-promote-from-dev-to-prod-environments-with-hashicorp-terraform-using-workspaces-and-folders
: title: "build5nines.com: Best Practices to Promote from DEV to PROD Environments
    with HashiCorp Terraform using Workspaces and Folders \U0001F31F"
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  year: '2023'
  stars: 0
  ai_summary: Compares folder-based structures with dynamic workspace techniques for
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  status: online
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  content_hash: null
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  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://build5nines.com/configuring-github-actions-to-run-jobs-on-specific-branches:
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  ai_summary: Details structural logic rules used to target GitHub Actions job execution
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  resource_type: Article
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  status: online
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  company: null
  geo_region: null
  hierarchy:
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  - Branch Protection
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https://build5nines.com/configuring-manual-triggers-in-github-actions-with-workflow_dispatch:
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  stars: 0
  ai_summary: A granular guide to declaring human-in-the-loop manual overrides in
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  is_microservice: false
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - CI/CD Platforms
  - Workflow Dispatch
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  v1_locations: []
  v2_locations:
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https://build5nines.com/deploy-terraform-using-azure-devops-yaml-pipelines:
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  stars: 0
  ai_summary: Provides clean YAML patterns for constructing declarative multi-environment
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  resource_type: Tutorial
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  status: online
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  content_hash: null
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  company: null
  geo_region: null
  hierarchy:
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  tags:
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  v2_locations:
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https://build5nines.com/deploying-hub-and-spoke-network-topology-in-microsoft-azure-using-terraform:
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  stars: 0
  ai_summary: Walks through establishing a hub-and-spoke network topology on Azure
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  resource_type: Tutorial
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  status: online
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  company: null
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  hierarchy:
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  - Networking
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  v1_locations: []
  v2_locations:
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https://build5nines.com/get-started-with-azure-bicep:
  title: 'build5nines.com: Get Started with Azure Bicep – Alternative to ARM Templates'
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  stars: 0
  ai_summary: Introduces Azure Bicep as Microsoft's strategic evolution beyond JSON-based
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  addition_method: manual
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  hierarchy:
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https://build5nines.com/get-started-with-terraform-on-microsoft-azure:
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  stars: 0
  ai_summary: An introductory guide tailored for operations teams transitioning from
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  hierarchy:
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  v2_locations:
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https://build5nines.com/git-merge-repositories-with-history:
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  year: '2022'
  stars: 0
  ai_summary: Explains specialized monorepo migrations by merging isolated Git repositories
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  resource_type: Deep Dive
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  is_microservice: false
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  hierarchy:
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https://build5nines.com/git-reset-undo-most-recent-local-commit:
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  stars: 0
  ai_summary: Explores techniques for undoing the most recent local commit using soft,
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  hierarchy:
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https://build5nines.com/github-actions-get-current-branch-name-for-git-repo:
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https://build5nines.com/github-actions-run-pandoc-to-convert-markdown-to-word-document:
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  ai_summary: A practical CI/CD automation guide explaining how to integrate Pandoc
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https://build5nines.com/how-to-determine-url-a-local-git-repository-was-originally-cloned-from:
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  year: '2022'
  stars: 0
  ai_summary: A targeted technical guide detailing commands like 'git remote -v' and
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https://build5nines.com/introducing-microsoft-copilot-for-azure:
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  ai_summary: Details the architectural role of Microsoft Copilot for Azure, an AI-guided
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  hierarchy:
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https://build5nines.com/ipv4-address-cidr-range-reference-and-calculator:
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https://build5nines.com/output-link-to-azure-resources-from-terraform-project:
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  stars: 0
  ai_summary: Presents a DevOps efficiency hack that constructs active Azure Portal
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https://build5nines.com/read-and-write-azure-blob-storage-with-javascript:
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  stars: 0
  ai_summary: Developer guide for building read-write pipelines targeting Azure Blob
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  - Storage Accounts
  - Blob Storage
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://build5nines.com/should-terraform-lock-hcl-file-be-added-to-gitignore-or-committed-to-git-repo:
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  description: ''
  year: '2023'
  stars: 4
  ai_summary: Resolves the common configuration debate regarding the governance of
    the provider lock file (".terraform.lock.hcl"). Explains why committing this file
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    verification across diverse execution environments. Live grounding confirms that
    omitting this file from source control introduces catastrophic, untraceable drift
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  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Terraform
  - Project Structure
  tags:
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  v1_locations: []
  v2_locations:
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https://build5nines.com/terraform-best-practices-for-writing-clean-readable-and-maintainable-code:
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    Maintainable Code'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Focuses on formatting and clean architectural abstractions inside HCL.
    Identifies standards for robust variable declaration blocks, strict output typing,
    validation statements, and standard file partition styles.
  language: HCL
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Best Practices
  - Code Quality
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  v1_locations: []
  v2_locations:
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https://build5nines.com/terraform-code-project-organization-strategies-based-on-team-workload-or-monolithic:
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    on team, workload, or monolithic)'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Evaluates different configuration topologies (monolithic, team-separated,
    workload-divided, and resource-type-grouped) to determine the best organizational
    layout for scaling enterprise IaC. Addresses how code structures directly map
    to blast radiuses and speed of deployment. Live grounding confirms that using
    decoupled directories is superior to giant state frameworks for limiting accidental
    infrastructure destruction.
  language: HCL
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Terraform
  - Project Structure
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://build5nines.com/terraform-conditional-if-variable-does-not-exist-try-function:
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    function)'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Practical tutorial exploring HCL error handling utilizing the native
    `try` evaluation function. Demonstrates writing resilient, defensive code configurations
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    or missing input fields.
  language: HCL
  resource_type: Technical Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Terraform
  - Syntax & Expressions
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://build5nines.com/terraform-create-an-aks-cluster:
  title: "build5nines.com: Terraform: Create an AKS Cluster \U0001F31F"
  description: ''
  year: '2022'
  stars: 3
  ai_summary: A step-by-step practical guide detailing the construction of an AKS
    cluster using Terraform. Walks through basic variables, resource groups, virtual
    networks, and node configuration blocks.
  language: HCL
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - AKS
  - Tutorials
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://build5nines.com/terraform-deploy-azure-app-service-with-key-vault-secret-integration:
  title: 'build5nines.com: Terraform: Deploy Azure App Service with Key Vault Secret
    Integration'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Highlights secure integration methods for linking Azure Key Vault to
    App Service. Shows how to avoid storing plain-text credentials in code by leveraging
    Managed System Identities to read parameters.
  language: HCL
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Azure
  - App Service
  - Security
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://build5nines.com/terraform-deploy-azure-expressroute-circuit-with-vnet-gateway:
  title: 'build5nines.com: Terraform: Deploy Azure ExpressRoute Circuit with VNet
    Gateway'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: A specialized case study and technical guide detailing the orchestration
    of high-throughput hybrid networking infrastructure on Azure. Walks through declaring
    virtual networks, ExpressRoute circuits, and gateway connections. Live grounding
    confirms that automating physical-to-virtual hybrid networking parameters significantly
    reduces routing errors and security misconfigurations.
  language: HCL
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Terraform
  - Azure Integration
  tags:
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  v1_locations: []
  v2_locations:
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https://build5nines.com/terraform-deploy-azure-function-app-with-consumption-plan:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: A practical reference showing how to provision an Azure Function App
    under a Consumption Plan. It outlines infrastructure parameters such as storage
    dependencies, App Service Plans, and runtime environments in standard HCL code.
  language: HCL
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Serverless
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  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://build5nines.com/terraform-feature-flags-environment-toggle-design-patterns:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Explores design patterns for implementing conditional environment toggling
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    variables, count parameters, and map lookups to govern multi-region deployments
    dynamically.
  language: English
  resource_type: Architectural Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Design Patterns
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://build5nines.com/terraform-get-user-principal-name-upn-of-user-running-deployment-without-entra-id-read-permissions:
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    Entra ID Read Permissions'
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  year: '2024'
  stars: 0
  ai_summary: A focused technical workaround detailing how to dynamically capture
    the current executing User Principal Name (UPN) inside Terraform scripts without
    relying on wide Microsoft Entra ID read access.
  language: HCL
  resource_type: Blog Post
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  - Terraform
  - Entra ID Integration
  tags:
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  v1_locations: []
  v2_locations:
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https://build5nines.com/terraform-github-actions-automated-deployment:
  title: 'build5nines.com: Terraform: GitHub Actions Automated Deployment'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Presents a clear blueprint for constructing basic CI/CD execution runs
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    designed to build solid base paths for continuous integration pipelines.
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  resource_type: Technical Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - CI/CD & Automation
  - GitHub Actions
  tags:
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https://build5nines.com/terraform-how-are-data-sources-used:
  title: 'build5nines.com: Terraform: How are Data Sources used?'
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  year: '2023'
  stars: 0
  ai_summary: Technical guide outlining the architectural use of data sources in HCL
    to securely fetch real-time metadata from external resources. Minimizes hardcoded
    identifiers by query-filtering configurations directly from dynamic cloud registries
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  language: HCL
  resource_type: Technical Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://build5nines.com/terraform-how-to-for_each-through-a-listobjects:
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  year: '2023'
  stars: 0
  ai_summary: Detailed architectural guide on leveraging the `for_each` expression
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    transform a list of objects into an uniquely keyed map using a inline `for` projection,
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    unstable index-based `count` loops.
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  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://build5nines.com/terraform-how-to-join-and-split-strings:
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  year: '2023'
  stars: 3
  ai_summary: Technical reference focusing on HCL's native string manipulation functions
    like "join()", "split()", and "replace()". Demonstrates their application when
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    parameters. Live grounding highlights that using native functions is critical
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  language: HCL
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Dynamic Configuration
  tags:
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  v2_locations:
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https://build5nines.com/terraform-import-existing-azure-resources-into-state-tfstate:
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  year: '2023'
  stars: 0
  ai_summary: Details programmatic methods for importing existing unmanaged Azure
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  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - IaC
  - State Management
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://build5nines.com/terraform-ip-functions-for-managing-ip-addresses-cidr-blocks-and-subnets:
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  year: '2023'
  stars: 0
  ai_summary: A deep dive into built-in network calculation functions like `cidrsubnet`,
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  resource_type: Technical Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  company: null
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  hierarchy:
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  - Terraform
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  tags:
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  v1_locations: []
  v2_locations:
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https://build5nines.com/terraform-modules-using-git-branch-as-source:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Outlines structural strategies for referencing Terraform modules sourced
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  resource_type: Technical Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v2_locations:
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https://build5nines.com/terraform-remove-resource-from-state-file-tfstate:
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  description: ''
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  stars: 0
  ai_summary: Deep dive into executing `terraform state rm` to securely untrack infrastructure
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    decoupling legacy modules, refactoring workspace states, and manual migration
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  language: Bash
  resource_type: Technical Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Terraform
  - State Management
  tags:
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  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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https://build5nines.com/terraform-split-main-tf-into-seperate-files:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Best practice architectural blueprint for refactoring monolithic `main.tf`
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    cloud resources to streamline enterprise collaboration and minimize Git conflict
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  resource_type: Technical Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v2_locations:
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https://build5nines.com/terraform-state-management-explained:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Detailed exploration of state file engines in Terraform, covering single
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    mechanisms, and the state mutation lifecycle commands crucial for multi-user pipelines.
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  resource_type: Technical Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - Terraform
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  tags:
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  v1_locations: []
  v2_locations:
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https://build5nines.com/terraform-workflow-process-explained:
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  year: '2023'
  stars: 3
  ai_summary: A structural breakdown of the standard write-plan-apply execution loop
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  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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  - Workflow Automation
  tags:
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  v1_locations: []
  v2_locations:
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https://build5nines.com/using-azapi-terraform-provider-dynamic-properties-feature-instead-of-jsonencode:
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  description: ''
  year: '2024'
  stars: 0
  ai_summary: Demonstrates the practical benefits of using AzAPI Dynamic Properties
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  resource_type: Tutorial
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  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://bytebytego.com/courses/system-design-interview/scale-from-zero-to-millions-of-users:
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https://byteman.jboss.org:
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https://bytes.devopscube.com/p/pod-priority-preemption-explained:
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https://cal.com:
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https://calculadora.malt.es:
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https://calculator.aws:
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https://calendly.com:
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https://camel.apache.org:
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https://camel.apache.org/camel-k/latest:
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https://camunda.com/blog/2022/02/how-we-overcame-long-running-job-limitations-in-jenkins-declarative-pipelines:
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  ai_summary: 'An analytical case study by Camunda detailing methods to bypass script
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https://camunda.com/platform/zeebe:
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https://canine.sh:
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https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes:
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https://canonical.com/microk8s:
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https://canvatechblog.com/supporting-gpu-accelerated-machine-learning-with-kubernetes-and-nix-7c1da8e42f61:
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https://capistranorb.com:
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https://capstonec.com/2020/10/08/cloud-native-app-architecture-patterns:
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https://carlos-piqueres.medium.com/product-backlog-vs-sprint-backlog-c951f972e979:
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https://carlos.mendible.com/2021/08/02/aks-persistent-volume-claim-with-an-azure-file-storage-protected-with-a-private-endpoint:
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https://carlosalca.medium.com/how-to-manage-all-my-k8s-secrets-in-git-securely-with-bitnami-sealed-secrets-43580b8fa0c7:
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https://carlosthe19916.wordpress.com/2020/04/12/rhamt-in-github-actions:
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  ai_summary: A practical guide outlining how to embed the Red Hat Application Migration
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https://cloud.google.com/blog/products/application-development/google-cloud-cli-declarative-export-preview:
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https://cloud.google.com/blog/products/application-development/introducing-cloud-shell-editor:
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https://cloud.google.com/blog/products/application-development/kubernetes-development-simplified-skaffold-is-now-ga:
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https://cloud.google.com/blog/products/containers-kubernetes:
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https://cloud.google.com/blog/products/containers-kubernetes/announcing-spot-pods-for-gke-autopilot:
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https://cloud.google.com/blog/products/containers-kubernetes/google-cloud-anthos-multicloud-api-and-gke-on-azure-ga:
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https://cloud.google.com/blog/products/containers-kubernetes/introducing-gke-autopilot:
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https://cloud.google.com/blog/products/containers-kubernetes/multi-cluster-kubernetes-with-gke-at-geotab:
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https://cloud.google.com/blog/products/containers-kubernetes/the-rise-and-future-of-kubernetes-and-open-source-at-google:
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https://cloud.google.com/blog/products/data-analytics/create-templates-from-any-dataflow-pipeline:
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https://cloud.google.com/blog/products/devops-sre:
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https://cloud.google.com/blog/products/devops-sre/easy-managed-prometheus-metrics-service-for-kubernetes:
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https://cloud.google.com/blog/products/devops-sre/google-cloud-deploy-automates-deploys-to-gke:
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  ai_summary: Unveils Google Cloud Deploy, a highly structured, managed CD engine
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https://cloud.google.com/blog/products/devops-sre/google-cloud-deploy-now-ga:
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https://cloud.google.com/blog/products/devops-sre/sre-at-google-our-complete-list-of-cre-life-lessons:
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  ai_summary: A comprehensive aggregation of operational lessons compiled by Google's
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https://cloud.google.com/blog/products/gcp/5-google-cloud-product-cheat-sheets-2021:
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  ai_summary: A visual curation of visual decision trees and cheat sheets for GCP
    products. Useful for quick architecture mapping of compute options, database services,
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https://cloud.google.com/blog/products/gcp/sre-vs-devops-competing-standards-or-close-friends:
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https://cloud.google.com/blog/products/identity-security/announcing-general-availability-of-google-cloud-ids:
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    available'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details Cloud IDS (Intrusion Detection System), a managed service delivering
    deep packet inspection and network threat protection powered by Palo Alto Networks.
    It intercepts and monitors VPC traffic mirroring to detect malware, exploits,
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  hierarchy:
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https://cloud.google.com/blog/products/identity-security/enabling-keyless-authentication-from-github-actions:
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  year: '2021'
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  ai_summary: Details the architectural implementation of Workload Identity Federation
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    By leveraging OpenID Connect (OIDC), it establishes a secure, temporary trust
    relationship between external platforms and GCP.
  language: English
  resource_type: Documentation
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  hierarchy:
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https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure:
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    on Google Cloud'
  description: ''
  year: '2026'
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  ai_summary: Strategic guidelines on secure Google Cloud service account authentication,
    outlining identity federation, Workload Identity on GKE, and avoiding high-risk,
    long-lived JSON key downloads.
  language: English
  resource_type: Best Practices Guide
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https://cloud.google.com/blog/products/identity-security/introducing-google-ai-threat-defense&linkId=62061638:
  title: Introducing Google AI Threat Defense to help you outpace the adversary
  description: Google Cloud launches AI Threat Defense, integrating Gemini models,
    Wiz, and Mandiant to automate vulnerability patching.
  year: '2026'
  stars: 4
  ai_summary: Google introduces Google AI Threat Defense, an always-on autonomous
    security platform that combines the reasoning of Gemini models, the cloud posture
    mapping of Wiz, and the automated code remediation of CodeMender. Designed to
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    framework—Prepare, Scan and Prioritize, Remediate, and Monitor—allowing enterprises
    to automatically map attack paths, prioritize vulnerabilities based on reachability
    and real-world exploitability, and deploy verified code patches at machine speed.
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https://cloud.google.com/blog/products/identity-security/introducing-google-ai-threat-defense&linkId=62065386:
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  description: Google Cloud introduces AI Threat Defense, a comprehensive, always-on
    security platform fusing Gemini's reasoning with Wiz's contextual risk prioritization.
  year: '2026'
  stars: 4
  ai_summary: 'An executive and architectural announcement of Google''s AI Threat
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    * Automates risk detection and triage across massive cloud data lakes, converting
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  hierarchy:
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  category: uncategorized
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  reputation_summary: A highly anticipated security framework launch fusing Google's
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https://cloud.google.com/blog/products/identity-security/introducing-google-ai-threat-defense&linkId=62065785:
  title: Introducing Google AI Threat Defense to help you outpace the adversary
  description: An autonomous, always-on AI security platform by Google Cloud designed
    to combat machine-speed exploits through active risk prioritization and self-healing
    code remediation.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: This platform represents a shift from passive
    vulnerability scanning to active, autonomous code remediation. By combining Wiz
    reachability analysis with the reasoning power of Gemini and CodeMender, Google
    is closing the exploit loop entirely within active development pipelines.

    * **Live Grounding**: Released in late May 2026, the service leverages multi-model
    passes to map live multicloud attack surfaces, predict breach paths, and apply
    verified hotfixes to code directly inside IDE/CLI workflows.'
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  resource_type: blog
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  hierarchy:
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  category: uncategorized
  reputation_status: Vetted
  reputation_summary: Highly anticipated autonomous enterprise cybersecurity launch,
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  suggested_new_category: cloud-security
https://cloud.google.com/blog/products/networking/how-to-use-new-traffic-control-features-in-cloud-load-balancing:
  title: Using new traffic control features in External HTTP(S) load balancer
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Details advanced traffic engineering patterns utilizing Google Cloud
    external HTTP(S) Load Balancing. Outlines how GKE architects can configure header-based
    request redirection, traffic mirroring, and weight-based canary routes directly
    at the external ingress tier to construct robust microservices patterns.
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  status: online
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  hierarchy:
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https://cloud.google.com/blog/products/networking/private-service-connect-is-now-generally-available:
  title: 'cloud.google.com: Consume services faster, privately and securely - Private
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  description: ''
  year: '2026'
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  ai_summary: Highlights the GA release of Google Cloud Private Service Connect, allowing
    private endpoint connections across separate GCP networks, projects, and SaaS
    ecosystems over a secure Google backbone without complex VPC peering.
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  resource_type: Product Release
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https://cloud.google.com/blog/products/networking/traffic-director-supports-proxyless-grpc:
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  year: '2020'
  stars: 4
  ai_summary: Explores sidecarless service meshes using Google Traffic Director and
    gRPC. Integrating gRPC libraries directly with the xDS v3 API eliminates sidecar
    resource and latency overhead while keeping full routing and security features.
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  resource_type: documentation
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https://cloud.google.com/blog/products/operations/better-access-to-observability-data-for-virtual-machines:
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  description: ''
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  ai_summary: Introduces contextual VM troubleshooting features in Google Cloud Operations
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    logs in unified dashboards to lower MTTR.
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  resource_type: Product Release
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https://cloud.google.com/blog/products/operations/introducing-google-cloud-managed-service-for-prometheus:
  title: 'cloud.google.com: Get planet-scale monitoring with Managed Service for Prometheus'
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  year: '2021'
  stars: 0
  ai_summary: Announcement details of Google's managed Prometheus service. Details
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    native PromQL and operator structures.
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https://cloud.google.com/blog/products/operations/troubleshooting-services-on-google-kubernetes-engine:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Official Google Cloud troubleshooting manual for GKE. Demonstrates diagnostic
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https://cloud.google.com/blog/products/operations/use-ansible-to-deploy-the-google-cloud-ops-agent:
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  year: '2021'
  stars: 0
  ai_summary: Provides a deployment playbook for installing the Google Cloud Ops Agent
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  language: YAML
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  hierarchy:
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https://cloud.google.com/blog/products/serverless/learn-how-to-use-advanced-vpc-functionality-with-your-cloud-functions:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explains how Google Cloud Functions natively interact with VPC resources
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  language: English
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  hierarchy:
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https://cloud.google.com/blog/products/serverless/the-next-big-evolution-in-cloud-computing:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Documents the evolution of serverless platforms, emphasizing the convergence
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    Explores how scaling down to zero and usage-based billing are applied to arbitrary
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  language: English
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: true
  status: online
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  hierarchy:
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https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launches-backups-for-gke:
  title: 'cloud.google.com: Announcing Backup for GKE: the easiest way to protect
    GKE workloads'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: An announcement introducing Backup for GKE, a fully-managed Google Cloud
    service for GKE environments. Operates via the GCP API control plane to restore
    configurations and storage elements natively.
  language: Markdown
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://cloud.google.com/blog/topics/anthos/windows-server-support-comes-to-anthos-on-prem:
  title: Bringing Kubernetes’ goodness to Windows Server apps with Anthos
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Explores Anthos’ platform integration of Windows Server containers.
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  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://cloud.google.com/blog/topics/cloud-first/key-metrics-to-measure-impact-of-cloud-finops:
  title: 'cloud.google.com: 5 key metrics to measure Cloud FinOps impact in your organization
    in 2022 and beyond'
  description: ''
  year: '2022'
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  ai_summary: A Google Cloud guide identifying five fundamental metrics for tracking
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https://cloud.google.com/blog/topics/developers-practitioners/container-story-google-kubernetes-engine:
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https://cloud.google.com/blog/topics/developers-practitioners/demystifying-cloud-spanner-multi-region-configurations:
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https://cloud.google.com/blog/topics/developers-practitioners/devops-and-cicd-google-cloud-explained:
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  ai_summary: Investigates the lifecycle pipeline on Google Cloud, profiling services
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https://cloud.google.com/blog/topics/developers-practitioners/google-cloud-networking-overview:
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  ai_summary: A comprehensive baseline analysis of GCP's Software-Defined Networking
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https://cloud.google.com/blog/topics/developers-practitioners/how-transfer-your-data-google-cloud:
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  ai_summary: Demystifies data ingestion and migration strategies into GCP, categorizing
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https://cloud.google.com/blog/topics/developers-practitioners/how-use-machine-learning-model-google-sheet-using-bigquery-ml:
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https://cloud.google.com/blog/topics/developers-practitioners/introducing-google-cloud-architecture-diagramming-tool:
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https://cloud.google.com/blog/topics/developers-practitioners/level-up-your-agents-announcing-googles-official-skills-repository:
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  ai_summary: Google Cloud's announcement of its official skills repository designed
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https://cloud.google.com/blog/topics/developers-practitioners/microservices-architecture-google-cloud:
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https://cloud.google.com/blog/topics/developers-practitioners/service-directory-cheat-sheet:
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https://cloud.google.com/blog/topics/developers-practitioners/service-orchestration-google-cloud:
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https://cloud.google.com/blog/topics/developers-practitioners/testing-cloud-sql-failover-where-begin:
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https://cloud.google.com/blog/topics/developers-practitioners/traffic-director-explained:
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https://cloud.google.com/blog/topics/developers-practitioners/what-cloud-cdn-and-how-does-it-work:
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  ai_summary: Decodes Cloud CDN's architectural operations, explaining how cache virtualization
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https://cloud.google.com/blog/topics/developers-practitioners/what-cloud-load-balancing:
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  ai_summary: Explains the design of GCP's global, distributed Anycast Cloud Load
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https://cloud.google.com/blog/topics/developers-practitioners/where-should-i-run-my-stuff-choosing-google-cloud-compute-option:
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https://cloud.google.com/blog/topics/developers-practitioners/your-google-cloud-database-options-explained:
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  ai_summary: A comprehensive analytical overview of Google Cloud's managed database
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https://cloud.google.com/blog/topics/developers/introducing-google-cloud-architecture-diagramming-tool:
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https://cloud.google.com/blog/topics/kubernetes-best-practices:
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https://cloud.google.com/blog/topics/threat-intelligence/azure-run-command-dummies:
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https://cloud.google.com/blog/topics/training-certifications/google-cloud-to-train-more-than-40-million-with-cloud-skills:
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https://cloud.google.com/blog/topics/training-certifications/new-learning-hub-and-benefits-for-google-cloud-innovators:
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? https://cloudblog.withgoogle.com/products/containers-kubernetes/5-ways-google-cloud-is-making-gke-the-best-place-to-run-kubernetes/amp
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https://cloudnativenow.com/features/kubernetes-enables-devops-as-a-service-daas:
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https://cloudnativenow.com/features/when-is-kubernetes-service-ownership-the-right-fit:
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https://cloudnativenow.com/features/when-is-service-mesh-worth-it:
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https://cloudnativenow.com/features/when-kubernetes-as-a-service-doesnt-cut-it:
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https://cloudnativenow.com/topics/cloudnativeplatforms/10-best-practices-worth-implementing-to-adopt-kubernetes:
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https://cloudnativenow.com/topics/cloudnativeplatforms/overcoming-kubernetes-infrastructure-challenges:
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https://cloudnativenow.com/topics/cloudnativesecurity/how-to-secure-your-kubernetes-cluster:
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https://cloudnativenow.com/topics/gitops-workflows-and-principles-for-kubernetes:
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https://cloudyuga.guru/hands_on_lab/k8s-qos-oomkilled:
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https://cmcrowell.com/cheat-sheet:
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https://code-maze.com/ci-jenkins-docker:
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https://code.claude.com/docs/en/terminal-config:
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https://code.egym.de/horizontal-pod-autoscaler-in-kubernetes-part-1-simple-autoscaling-using-metrics-server-929e96cc2ab2:
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  ai_summary: Part one of a series explaining resource gathering within Kubernetes.
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https://code.egym.de/vertical-pod-autoscaler-in-kubernetes-b12a5c61393f:
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  ai_summary: A foundational implementation guide focusing on configuring the Vertical
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https://code.joejag.com/2021/i-am-aws-certified-should-you-trust-me.html:
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  ai_summary: An engineering critique detailing the practical limitations and real
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https://code.likeagirl.io/docker-setup-simple-application-with-mongodb-for-data-storage-272bdb3036ad:
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https://code.tutsplus.com/tutorials/rest-vs-grpc-battle-of-the-apis--cms-30711:
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https://code.visualstudio.com/blogs/2021/06/10/remote-repositories:
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https://css-tricks.com/a-gentle-introduction-to-using-a-docker-container-as-a-dev-environment:
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  hierarchy:
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  - Protocols
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - oauth.md
  - kubernetes-security.md
  - securityascode.md
  youtube_mosaic: {}
https://cursor.com/blog/cloud-agent-development-environments:
  title: Development Environments for Cloud Agents
  description: ''
  year: '2025'
  stars: 0
  ai_summary: Analysis of building custom sandboxes and isolated development runtimes
    for LLM-based autonomous cloud agents. Discusses secure API mocking, resource
    isolation, and state rollbacks.
  language: English
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI & Agents
  - Environments
  - Cloud Agents
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ai.md
  - devops.md
  youtube_mosaic: {}
https://cursor.com/blog/composer-2-5:
  title: Cursor Composer 2.5
  description: Deep technical analysis of Composer 2.5, Cursor's latest agentic coding
    model trained with targeted textual feedback.
  year: '2026'
  stars: 4
  ai_summary: The official release announcement of Composer 2.5, Cursor's next-generation
    in-house AI coding agent model built on Moonshot's Kimi K2.5 base. This iteration
    implements targeted textual feedback within reinforcement learning (RL) rollouts
    to solve credit assignment bottlenecks over long token trajectories and scales
    synthetic training workloads by 25x. Additionally, it leverages a sharded Muon
    optimizer on an ultra-large model context to achieve a 79.8% score on SWE-Bench
    Multilingual, significantly expanding agentic autonomy for complex, repository-wide
    engineering.
  language: en
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 935f72e7b8741b2f64b982402bc40a3ee230605f823805fe753a225ddb8ff453
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  last_checked: 1780352148
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  discovered_at: '2026-06-02T00:15:48.493994+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI Agents
  - Large Language Models
  - Developer Productivity
  - Reinforcement Learning
  tags:
  - EMERGING
  - COMMUNITY-TOOL
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly benchmarked and praised release inside the AI engineer
    community.
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  source_provenance: X.com (Cursor_AI)
  suggested_new_category: ai-code-generation
https://cursor.com/changelog/05-19-26:
  title: 'Cursor in Jira: Deep AI Agent Integration'
  description: Launch announcement detailing the integration of Cursor's background
    coding agents directly inside Jira Commercial Cloud pipelines.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight:** Transitioning the developer lifecycle from an
    IDE-centric approach to context-aware, asynchronous cloud execution environments
    reduces software delivery latency.

    * **Live Grounding (MCP):** Cursor''s integration in Jira enables engineers to
    initiate cloud-hosted coding agents directly from task boards; the agents autonomously
    leverage branch configuration, comments, and issue contexts to execute software
    edits and submit verified pull requests natively.'
  language: en
  resource_type: changelog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: cd7848b78d3bbd2b6aca7bfb4143de07867b56454103fa3e5a79c603d69174d9
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  last_checked: 1780352138
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:15:38.621986+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI Code Editors
  - Cursor Platform
  - Jira Integration
  - Autonomous Software Engineering
  tags:
  - EMERGING
  - ENTERPRISE-STABLE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Extremely popular developer-focused product with high user engagement
    and positive community feedback on Hacker News and Reddit.
  social_preview_url: https://ptht05hbb1ssoooe.public.blob.vercel-storage.com/assets/changelog/cursor-jira-partnership-v3.png
  source_provenance: X.com (Cursor_AI)
  suggested_new_category: ai-coding-agents
https://cursor.com/changelog/auto-review:
  title: Cursor Auto-Review Run Mode
  description: Cursor 3.6 introduces Auto-review to run agent workflows longer with
    sandboxed execution, allowlists, and classifier subagents.
  year: '2026'
  stars: 4
  ai_summary: 'Cursor 3.6 introduces ''Auto-review Run Mode'' to mitigate developer
    friction during long-running agent cycles without compromising system security.
    The system processes shell, MCP, and fetch commands through a three-tiered decision
    pipeline: matching allowlisted calls, executing sandboxed commands locally, and
    routing complex calls through a classifier subagent. This approach ensures continuous
    workspace modification with minimized manual approval interruptions.'
  language: en
  resource_type: Changelog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: b4f378cc6dfca8cc1e493071501407db99ee6a3a28ad3c6bd512880ea4b751c0
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  last_checked: 1780352849
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:27:29.031633+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Developer Tools
  - AI Editors
  - Agentic Workflows
  - Security Sandboxing
  tags:
  - '[DE FACTO STANDARD]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly praised release introducing intelligent runtime orchestration
    that manages shell, MCP, and fetch tools asynchronously and securely.
  social_preview_url: https://ptht05hbb1ssoooe.public.blob.vercel-storage.com/assets/changelog/opengraph-changelog-may-29-2026.png
  source_provenance: X.com (Cursor_AI)
  suggested_new_category: ai-powered-ides
https://cursor.com/compile:
  title: Cursor Compile
  description: Invite-only chalkboard conference by Cursor hosting builders of AI
    systems, detailing core rewrites and AI-native paradigms.
  year: '2025'
  stars: 4
  ai_summary: 'The main landing and coordination portal for Cursor''s developer gathering,
    ''Compile'', organized at Fort Mason.

    * Focuses on rebuilding core systems, sharing hard-won engineering lessons, and
    constructing new mental models for AI-native software delivery.

    * Dispenses with traditional slide presentations, enforcing a strict chalkboard-only
    presentation format to dissect technical concepts live and from the ground up.'
  language: en
  resource_type: website
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: af3e8d04bea8da93897c1e4b967d3bb1267413c7dcab42f33205af96b0332018
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  last_checked: 1780352686
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  discovered_at: '2026-06-02T00:24:46.744518+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Events and Community
  - AI-Native Engineering
  tags:
  - EMERGING
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: devel-sites
  reputation_status: Vetted
  reputation_summary: Praised by AI engineering builders for its intensive, presentation-free,
    and purely chalk-and-board approach to discussing hard-won technical architecture
    lessons.
  social_preview_url: https://ptht05hbb1ssoooe.public.blob.vercel-storage.com/assets/blog/og/compile-og-1920x1080.png
  source_provenance: X.com (Cursor_AI)
  suggested_new_category: ai-events
https://cursor.com/docs/bugbot:
  title: Cursor Bugbot Effort Levels Documentation
  description: ''
  year: '2026'
  stars: 0
  ai_summary: This reference document outlines the effort metrics and execution paradigms
    utilized by Cursor's Bugbot tool inside the editor context. It guides development
    teams in managing priority levels for automated debugging routines across repositories.
  language: N/A
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Developer Tooling
  - AI Code Assistants
  - Effort Frameworks
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ai.md
  - devops-tools.md
  - kubernetes-tools.md
  youtube_mosaic: {}
https://cursor.com/docs/sdk/python:
  title: Cursor Python SDK Documentation
  description: Official documentation for Cursor's Python SDK, allowing developers
    to programmatically create, manage, and orchestrate Cursor coding agents powered
    by Composer.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: The Cursor Python SDK marks a major transition of
    AI coding assistants into programmable workspace infrastructure, exposing Composer''s
    agentic loop directly to Python.


    Live Grounding: This SDK exposes developers to direct programmatic control over
    thread lifecycle management, agent context gathering, tool assignment, and resource
    constraint loops, standardizing how developer teams automate localized refactoring
    workflows.'
  language: English
  resource_type: Document
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 1f85420b1327c7d5d52730a1b0a58116d1f09eed67a57f2cad20ac13c021e361
  health_score: null
  last_checked: 1780352404
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  discovered_at: '2026-06-02T00:20:04.147721+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Developer Tools
  - AI Editors
  - Cursor SDK
  tags:
  - EMERGING
  - ENTERPRISE-STABLE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Strong developer support and wide adoption in beta, transitioning
    Cursor's prominent IDE agent capabilities into programmatic developer environments.
  social_preview_url: https://cursor.com/og?path=%2Fdocs%2Fsdk%2Fpython
  source_provenance: X.com (Cursor_AI)
  suggested_new_category: ''
https://cursor.com/download:
  title: Download Cursor | AI-Powered Code Editor
  description: Official download page for Cursor, a modern code editor optimized for
    agentic workflows and AI-assisted programming.
  year: '2026'
  stars: 4
  ai_summary: This page hosts the official cross-platform installation builds (macOS,
    Windows, Linux) for the Cursor AI code editor. As a highly optimized fork of VS
    Code, Cursor incorporates agentic workflows, multi-file codebase indexing, smart
    autocomplete (Cursor Tab), and real-time chat. It serves as the primary gateway
    for running high-fidelity developer agents that write, refactor, and review code
    collaboratively.
  language: English
  resource_type: utility
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 5e4692edbef0d8cdafef49f4c1f38228ade17f59a314e4b086182545d61685fa
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  last_checked: 1780352302
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  discovered_at: '2026-06-02T00:18:22.456805+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Development Tools
  - Integrated Development Environments
  - AI Code Assistants
  - Cursor IDE
  tags:
  - DE FACTO STANDARD
  - ENTERPRISE-STABLE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: devops-tools
  reputation_status: Vetted
  reputation_summary: De facto standard for AI-first software development, boasting
    millions of active users and superior reviews.
  social_preview_url: https://cursor.com/public/opengraph-image.png
  source_provenance: X.com (Cursor_AI)
  suggested_new_category: devel-sites
https://cursor.com/es/learn:
  title: Cursor AI Fundamentals Course
  description: ''
  year: '2025'
  stars: 0
  ai_summary: An educational program designed to train engineers on utilizing the
    Cursor AI code editor effectively. The curriculum covers foundational concepts
    of context inclusion, codebase indexing, and multi-file code transformations.
    It teaches developers how to write highly optimized prompts to synthesize software
    architecture and debug legacy systems directly inside the IDE.
  language: None
  resource_type: Course
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Developer Experience
  - AI-Assisted Coding
  - Cursor IDE
  tags:
  - '[GUIDE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - ai.md
  - developerportals.md
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  youtube_mosaic: {}
https://cursor.com/insights:
  title: The Cursor Developer Habits Report
  description: Quantitative analysis of developer productivity, token economics, and
    the shift from manual coding to agentic software engineering.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: An exceptional empirical breakdown of AI developer
    behavior showing that agentic development is shifting software engineering workflows
    from manual line-editing to multi-file, autonomous system orchestration. Live
    Grounding (MCP): Live data confirms a massive 30% increase in deep tool calls
    per session and a 2.5x growth in average PR sizes, underscoring that developers
    increasingly trust AI agents to commit code directly, supported heavily by token
    prompt caching.'
  language: English
  resource_type: article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 57f3fbd5552003831eca648d8c835119c5eafd3ebf2fbec8b1ca65fadb3dc9a3
  health_score: null
  last_checked: 1780352705
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:25:05.314531+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI and Machine Learning
  - AI Coding Assistants
  - Developer Productivity Reports
  tags:
  - CASE STUDY
  - ENTERPRISE-STABLE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Extensively discussed and vetted across Hacker News and ML developer
    hubs as an authoritative, quantitative look at AI-native engineering trends.
  social_preview_url: https://ptht05hbb1ssoooe.public.blob.vercel-storage.com/OG%20Images/opengraph-insights-2026.png
  source_provenance: X.com (Cursor_AI)
  suggested_new_category: ''
https://cursor.com/marketplace:
  title: Cursor Extension Marketplace
  description: The official extension and plugin marketplace for Cursor, the AI-first
    code editor.
  year: '2026'
  stars: 4
  ai_summary: The central repository for plugins, custom AI rules, and integration
    extensions designed for Cursor, the industry-leading AI-first integrated development
    environment (IDE). It enables cloud architects and engineers to share and deploy
    bespoke developer tools, boosting developer velocity through native LLM-orchestrated
    code generation pipelines.
  language: en
  resource_type: tools
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 5d02442fe139a08f2828f7c825c422af72debb7334ef7fba93a3632f4911f66a
  health_score: null
  last_checked: 1780352292
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  discovered_at: '2026-06-02T00:18:12.588354+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI and Machine Learning
  - AI-First Code Editors
  - Developer Marketplaces
  tags:
  - DE FACTO STANDARD
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Extremely popular AI-first editor marketplace, widely considered
    the de facto standard for AI-assisted development tools in 2026.
  social_preview_url: https://cursor.com/_next/static/media/opengraph-image.5aae649a.png
  source_provenance: X.com (Cursor_AI)
  suggested_new_category: ''
https://cybernews.com/cloud/trouble-in-paradise-it-professionals-unhappy-with-cloud-services:
  title: 'cybernews.com: Trouble in paradise: IT professionals unhappy with cloud''
    services'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering cybernews.com:
    Trouble in paradise: IT professionals unhappy with cloud'' services in the Kubernetes
    Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779031714
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  discovered_at: '2026-05-17T17:28:34.612415+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/public-cloud-solutions.md
  v2_locations:
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  youtube_mosaic: {}
https://cyberscoop.com/log4j-hack-security-update-ransomware:
  title: 'cyberscoop.com: The Log4j flaw is the latest reminder that quick security
    fixes are easier said than done'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This industry review explores the challenges organizations face when
    coordinating and deploying urgent security patches. It analyzes the systemic issues
    of dependency tracking and vulnerability mitigation within complex software systems.
    This analysis is valuable for teams looking to improve their incident response
    and patch management processes.
  language: None
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Vulnerabilities
  - Software Supply Chain
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://cyble.com/blog/exposed-kubernetes-clusters:
  title: 'blog.cyble.com: Exposed Kubernetes Clusters'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Threat intelligence research showing search profiles of exposed clusters
    active across the globe. Highlights typical compromise pathways starting from
    default configurations or misconfigured control plane boundaries. Recommends strict
    perimeter restrictions.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Threat Vector
  - Internet Exposure
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://cybozu-go.github.io/moco:
  title: Moco
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Introduction to Cybozu's Moco, a highly resilient, modern Go-written
    MySQL operator for Kubernetes. Focuses on cluster setups, fast failover mechanics,
    and maintaining an extremely small operational footprint.
  language: Go
  resource_type: Software Documentation
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Container Orchestration
  - MySQL Operators
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - databases.md
  youtube_mosaic: {}
https://cycle.io:
  title: Cycle.io
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Cycle.io provides a managed container orchestration layer targeting
    teams wanting standard API control planes without manual Kubernetes configuration
    and networking management.
  language: None
  resource_type: External Tool
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - Alternatives
  - Cycle.io
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-alternatives.md
  youtube_mosaic: {}
https://czakozoltan08.medium.com/stupid-simple-scalability-dc4a7fbe67d6:
  title: 'czakozoltan08.medium.com: Stupid Simple Scalability'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering czakozoltan08.medium.com:
    Stupid Simple Scalability in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779030024
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:00:24.618682+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/kubernetes-autoscaling.md
  v2_locations:
  - kubernetes-autoscaling.md
  youtube_mosaic: {}
https://d1.awsstatic.com/whitepapers/Overview-AWS-Lambda-Security.pdf:
  title: Security Overview of AWS Lambda
  description: ''
  year: '2023'
  stars: 0
  ai_summary: The authoritative AWS security whitepaper detailing the multi-tenant
    isolation architectures of Firecracker microVMs. Explores IAM execution policies,
    VPC security group associations, and transport encryption controls.
  language: None
  resource_type: Whitepaper
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Platforms
  - Serverless Architecture
  - AWS Lambda
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-serverless.md
  youtube_mosaic: {}
https://d1.awsstatic.com/whitepapers/architecting-amazon-eks-for-pci-dss-compliance.pdf:
  title: "aws whitepapers: Architecting Amazon EKS for PCI DSS Compliance (pdf) \U0001F31F\U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An authoritative AWS whitepaper providing rigorous architectural guidelines
    for running Payment Card Industry Data Security Standard (PCI DSS) workloads on
    EKS. It focuses on network isolation, encryption at rest/transit, IAM control
    planes, and auditable logging configurations.
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https://dev.to/iainfreestone/10-trending-projects-on-github-for-web-developers-3rd-december-2021-12f5:
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  ai_summary: Weekly technical snapshot capturing ten trending open-source projects
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https://dev.to/iamunnip/building-a-local-kubernetes-cluster-using-k3d-2p3d:
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https://dev.to/ifierygod/git-and-github-the-complete-guides-chapter-6-2c74:
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https://dev.to/ifierygod/series/14420:
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  ai_summary: Multi-chapter learning pathway aggregating sequential guides on local
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https://dev.to/imjoseangel/creating-a-blockchain-in-60-lines-of-python-2hlc:
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  ai_summary: 'Curator Insight: Synthesizes blockchain basics into an easily understandable
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https://dev.to/imjoseangel/tune-up-your-kubernetes-application-performance-with-a-small-dns-configuration-1o46:
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  ai_summary: Exposes performance flaws caused by default ndots:5 configurations triggering
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https://dev.to/insha/javascript-array-and-its-methods-432k:
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  ai_summary: Exploration of ECMAScript array methods (such as map, filter, and reduce),
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https://dev.to/intuitdev/migrating-cicd-from-jenkins-to-argo-1km4:
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  ai_summary: Shares practical lessons from migrating a legacy Jenkins CI pipeline
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https://dev.to/irakan/is-jwt-really-a-good-fit-for-authentication-1khm:
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  ai_summary: Presents a critical analysis of JSON Web Token (JWT) vulnerabilities,
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https://dev.to/jarjanazy/the-simple-guide-to-dockerizing-spring-boot-og4:
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https://dev.to/javiermarasco/https-with-ingress-controller-cert-manager-and-duckdns-in-akskubernetes-2jd1:
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https://dev.to/javinpaul/how-to-become-a-certified-aws-solution-architect-in-2022-35ad:
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https://dev.to/jcoelho/8-jenkins-plugins-i-cant-live-without-3bin:
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https://dev.to/thenjdevopsguy/getting-started-with-go-golang-5eh8:
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  ai_summary: Provides DevOps engineers with an approachable blueprint to learn Go.
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https://dev.to/thenjdevopsguy/getting-started-with-skaffold-5120:
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https://dev.to/thenjdevopsguy/impacts-of-not-setting-requests-limits-and-quotas-5f4b:
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https://dev.to/thenjdevopsguy/implementing-datadog-for-kubernetes-586e:
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https://dev.to/thenjdevopsguy/linkerd-and-gitops-115a:
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https://dev.to/thenjdevopsguy/monitoring-aks-with-prometheus-and-grafana-9o8:
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  ai_summary: A hands-on manual demonstrating the setup of Prometheus and Grafana
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https://dev.to/thenjdevopsguy/platform-engineering-on-kubernetes-part-4-internal-developer-platforms-1kmh:
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  ai_summary: Part four of a structured tutorial series on building an Internal Developer
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https://dev.to/thenjdevopsguy/securing-kubernetes-pods-for-production-workloads-51oh:
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https://dev.to/thenjdevopsguy/the-4-cs-of-kubernetes-security-3i9e:
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https://dev.to/thenjdevopsguy/what-is-a-kubernetes-operator-53kb:
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https://dev.to/thenjdevopsguy/what-is-platform-engineering-and-what-is-it-not-2jb8:
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https://dev.to/thenjdevopsguy/what-problem-is-kubernetes-actually-trying-to-solve-3g1n:
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https://dev.to/timtsoitt/argo-cd-and-sealed-secrets-is-a-perfect-match-1dbf:
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https://dev.to/tmchuynh/vscode-extensions-im-in-love-with-oab:
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https://dev.to/treva123mutebi/getting-started-with-go-lang-1g0:
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https://dev.to/tutorialboy/a-detailed-brief-about-offence-and-defence-on-cloud-security-etcd-risks-4h02:
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https://dev.to/unfor19/writing-bash-scripts-like-a-pro-part-1-styling-guide-4bin:
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https://dev.to/valeriavg/master-git-in-7-minutes-gai:
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https://dev.to/verifacrew/how-to-assume-an-aws-iam-role-from-a-service-account-in-eks-with-terraform-28gd:
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https://dev.to/vivekanandrapaka/access-secrets-from-akv-using-managed-identities-for-aks-91p:
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https://dev.to/vromanov/kubernetes-services-1bj:
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https://dev.to/why_and_how/top-3-sites-for-programmers-4bmc:
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https://dev.to/wiggitywhitney/9-waa-w-what-is-knative-serving-a-friendly-guide-28f6:
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? https://devclass.com/2021/09/02/rancher-presents-first-big-release-after-suse-acquisition-ups-game-on-hosted-cluster-provisioning
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https://devclass.com/2021/12/09/terraform_-_1:
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https://devconnected.com/complete-node-exporter-mastery-with-prometheus:
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https://devconnected.com/how-to-delete-file-on-git:
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https://devdocs.io:
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https://devdocs.io/git:
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https://devdosvid.blog/2022/01/16/some-techniques-to-enhance-your-terraform-proficiency:
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https://devdosvid.blog/2023/04/16/hello-terraform-data-goodbye-null-resource:
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https://vadimkravcenko.com/shorts/promotion-based-development/:
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  ai_summary: 'Curator Insight / Live Grounding: An essential engineering critique
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    rather than technical excellence or business value. This article is a foundational
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? https://developer.amazon.com/en-US/blogs/alexa/post/TxDJWS16KUPVKO/new-alexa-skills-kit-template-build-a-trivia-skill-in-under-an-hou
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  ai_summary: A curated technical resource and architectural guide covering developer.amazon.com
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? https://developer.amazon.com/public/community/post/TxDJWS16KUPVKO/New-Alexa-Skills-Kit-Template-Build-a-Trivia-Skill-in-under-an-Hour
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https://developer.android.com:
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  ai_summary: Google's official portal containing documentation, API reference guides,
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https://developer.android.com/develop/xr/catalyst:
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https://developer.apple.com:
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https://developer.confluent.io/tutorials:
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https://developer.hashicorp.com/packer:
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https://developer.hashicorp.com/terraform/language/provisioners:
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https://developer.hashicorp.com/terraform/plugin/sdkv2:
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https://developer.hashicorp.com/terraform/tutorials/automation/github-actions:
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https://developer.hashicorp.com/terraform/tutorials/aws-get-started/infrastructure-as-code:
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https://developers.redhat.com/articles/2021/05/19/micropipenv-installing-python-dependencies-containerized-applications:
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https://developers.redhat.com/articles/2021/11/15/net-60-now-available-rhel-and-openshift:
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https://developers.redhat.com/blog/2018/10/12/securing-net-core-on-openshift-using-https:
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https://developers.redhat.com/blog/2018/11/15/rhel8-introducing-appstreams:
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https://developers.redhat.com/blog/2018/11/21/eclipse-microprofile-for-spring-boot-developers:
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  ai_summary: Technical article clarifying Quarkus's architectural strategy of unifying
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  ai_summary: This guide covers the integration of Apache Camel and Debezium to decouple
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  ai_summary: Details clean patterns for deploying Angular-based web applications
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https://developers.redhat.com/blog/2020/05/07/open-data-hub-0-6-brings-component-updates-and-kubeflow-architecture:
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https://developers.redhat.com/blog/2020/05/11/top-10-must-know-kubernetes-design-patterns:
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https://developers.redhat.com/blog/2020/05/12/six-reasons-to-love-camel-k:
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  ai_summary: This Red Hat article highlights six benefits of adopting Camel K. It
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  status: online
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https://developers.redhat.com/blog/2020/05/15/change-data-capture-for-microservices-without-writing-any-code:
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  stars: 0
  ai_summary: This article demonstrates how to establish a low-maintenance, zero-code
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  resource_type: Guide
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  status: online
  addition_method: manual
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  geo_region: null
  hierarchy:
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  - '[GUIDE]'
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https://developers.redhat.com/blog/2020/05/18/deploy-and-bind-enterprise-grade-microservices-with-kubernetes-operators:
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  ai_summary: A developer guide explaining how to bind microservices dynamically to
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  resource_type: Technical Blog
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  addition_method: manual
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  company: null
  geo_region: null
  hierarchy:
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https://developers.redhat.com/blog/2020/05/19/extending-kafka-connectivity-with-apache-camel-kafka-connectors:
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  stars: 0
  ai_summary: This guide outlines how to use the Apache Camel Kafka Connector framework
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  geo_region: null
  hierarchy:
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  - Kafka Connect
  tags:
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  v1_locations: []
  v2_locations:
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https://developers.redhat.com/blog/2020/05/20/getting-started-with-the-fabric8-kubernetes-java-client:
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    client'
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  stars: 0
  ai_summary: A practical guide to implementing JVM program orchestration on Kubernetes
    clusters using the Fluent API of the Fabric8 Kubernetes Java Client. The framework
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  resource_type: Tutorial
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  tags:
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  v2_locations:
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https://developers.redhat.com/blog/2020/05/26/build-a-go-application-using-openshift-pipelines:
  title: Build a Go application using OpenShift Pipelines
  description: '- [openshift-pipelines-workshop](https://redhat-developer-demos.github.io/openshift-pipelines-workshop)
    Workshop to demonstrate OpenShift Pipelines (featuring Tekton)'
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  ai_summary: Guides developers through compiling and deploying Go applications on
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  status: online
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https://developers.redhat.com/blog/2020/05/28/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift:
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    to OpenShift'
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  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering developers.redhat.com:
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  hierarchy:
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https://developers.redhat.com/blog/2020/05/28/quarkus-a-kubernetes-native-java-runtime-now-fully-supported-by-red-hat:
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  ai_summary: Historically marked the transition of Quarkus from a highly anticipated
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    within regulated industries. Crucial reading for understanding how the runtime
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https://developers.redhat.com/blog/2020/06/02/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift:
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  stars: 3
  ai_summary: Evaluates integration methods to deploy containerized Java packages
    onto enterprise Kubernetes (OpenShift). Showcases the configuration mechanisms,
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https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers:
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  ai_summary: Technical deep-dive for enterprise platform engineers building custom,
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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https://developers.redhat.com/blog/2020/06/04/the-road-to-quarkus-ga-completing-the-first-supported-kubernetes-native-java-stack:
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  ai_summary: Reflective blog summarizing the collaborative engineering efforts, beta
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https://developers.redhat.com/blog/2020/06/12/event-streaming-and-data-federation-a-citizen-integrators-story:
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  ai_summary: A narrative-style case study exploring how visual integration tools
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https://developers.redhat.com/blog/2020/06/12/how-to-install-codeready-workspaces-in-a-restricted-openshift-4-environment:
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  ai_summary: This architectural guide details installing Red Hat CodeReady Workspaces
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https://developers.redhat.com/blog/2020/06/16/enterprise-kubernetes-development-with-odo-the-cli-tool-for-developers:
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  ai_summary: Enterprise developer introduction to the Red Hat odo CLI. Demonstrates
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https://developers.redhat.com/blog/2020/06/17/red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-released:
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  stars: 3
  ai_summary: The release announcement for Red Hat JBoss EAP Expansion Pack (XP) 1.0,
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  content_hash: null
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  company: null
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https://developers.redhat.com/blog/2020/06/17/support-for-graphql-with-open-liberty-20-0-0-6:
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  stars: 0
  ai_summary: Open Liberty 20.0.0.6 introduces first-class support for Eclipse MicroProfile
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  resource_type: Article
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  addition_method: manual
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  hierarchy:
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? https://developers.redhat.com/blog/2020/06/19/develop-and-test-a-quarkus-client-on-red-hat-codeready-containers-with-red-hat-data-grid-8-0
: title: Develop and test a Quarkus client on Red Hat CodeReady Containers with Red
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  description: ''
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  stars: 0
  ai_summary: Guides developers through testing a lightweight Quarkus application
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  status: online
  addition_method: manual
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  hierarchy:
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https://developers.redhat.com/blog/2020/06/22/a-development-roadmap-for-open-data-hub:
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  stars: 0
  ai_summary: This roadmap article discusses the technical evolution of the Open Data
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  is_microservice: false
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https://developers.redhat.com/blog/2020/06/30/kourier-a-lightweight-knative-serving-ingress:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Kourier is a lightweight Ingress implementation specifically designed
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  resource_type: Software
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  addition_method: manual
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? https://developers.redhat.com/blog/2020/07/01/develop-eclipse-microprofile-applications-on-red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-with-red-hat-codeready-workspaces
: title: 'developers.redhat.com: Develop Eclipse MicroProfile applications on Red
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    Workspaces'
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  year: '2020'
  stars: 0
  ai_summary: Guides engineers in deploying MicroProfile-based applications on Red
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  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
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  content_hash: null
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https://developers.redhat.com/blog/2020/07/02/build-a-simple-cloud-native-change-data-capture-pipeline:
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  ai_summary: A developer tutorial illustrating how to compile a cloud-native Change
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https://developers.redhat.com/blog/2020/07/20/best-practices-using-health-checks-in-the-openshift-4-5-web-console:
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  stars: 3
  ai_summary: Details operational best practices for defining and verifying container
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  language: English
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  status: online
  addition_method: manual
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  hierarchy:
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  - '[COMMUNITY-TOOL]'
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https://developers.redhat.com/blog/2020/07/31/choosing-the-right-asynchronous-messaging-infrastructure-for-the-job:
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  stars: 0
  ai_summary: This Red Hat article guides architects through selecting the appropriate
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  status: online
  addition_method: manual
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  - '[COMMUNITY-TOOL]'
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https://developers.redhat.com/blog/2020/08/03/authorizing-multi-language-microservices-with-louketo-proxy:
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  ai_summary: Louketo Proxy (formerly Keycloak Gatekeeper) is an archived proxy designed
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  - '[LEGACY]'
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https://developers.redhat.com/blog/2020/08/04/http-based-kafka-messaging-with-red-hat-amq-streams:
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  ai_summary: This guide covers the deployment and operational use of the Strimzi
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  resource_type: Technical Article
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  - '[COMMUNITY-TOOL]'
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https://developers.redhat.com/blog/2020/08/05/monitoring-net-core-applications-on-kubernetes:
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  stars: 0
  ai_summary: Details the integration of Prometheus metrics and diagnostic sources
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https://developers.redhat.com/blog/2020/08/07/a-deep-dive-into-keycloak:
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  stars: 4
  ai_summary: Provides a comprehensive architectural dive into Keycloak's core mechanisms,
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    flows across complex microservices ecosystems.
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  resource_type: Blog
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  status: online
  addition_method: manual
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  hierarchy:
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  - OIDC Provider
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  - '[ENTERPRISE-STABLE]'
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https://developers.redhat.com/blog/2020/08/14/introduction-to-strimzi-apache-kafka-on-kubernetes-kubecon-europe-2020:
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  stars: 3
  ai_summary: A foundational KubeCon session overview exploring Strimzi's architectural
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https://developers.redhat.com/blog/2020/08/14/openshift-for-kubernetes-developers-getting-started:
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  stars: 4
  ai_summary: A transitional developer guide comparing native Kubernetes design abstractions
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https://developers.redhat.com/blog/2020/08/21/hello-world-tutorial-with-kubernetes-operators:
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  ai_summary: Outlines basic concepts of the Operator SDK to develop a "Hello World"
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https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube:
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    JKube'
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https://developers.redhat.com/blog/2020/08/25/get-started-with-jdk-flight-recorder-in-openjdk-8u:
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  ai_summary: Explores backporting JDK Flight Recorder to OpenJDK 8u, enabling low-overhead
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  status: online
  addition_method: manual
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  - '[LEGACY]'
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https://developers.redhat.com/blog/2020/08/26/connecting-external-clients-to-red-hat-amq-broker-on-red-hat-openshift:
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  ai_summary: Provides step-by-step methods to expose internal ActiveMQ brokers deployed
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https://developers.redhat.com/blog/2020/09/03/introduction-to-tekton-and-argo-cd-for-multicluster-development:
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  ai_summary: Explains the synergy between Tekton tasks and Argo CD to drive multi-cluster
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https://developers.redhat.com/blog/2020/09/03/the-present-and-future-of-ci-cd-with-gitops-on-red-hat-openshift:
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  stars: 0
  ai_summary: Focuses on Red Hat OpenShift's alignment with GitOps and Pipelines frameworks
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https://developers.redhat.com/blog/2020/09/04/migrate-your-java-apps-to-containers-with-migration-toolkit-for-applications-5-0:
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  stars: 0
  ai_summary: A detailed technical announcement of Migration Toolkit for Applications
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https://developers.redhat.com/blog/2020/09/09/cloud-native-java-applications-made-easy-eclipse-jkube-1-0-0-now-available:
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? https://developers.redhat.com/blog/2020/09/09/install-red-hat-openshift-operators-on-your-laptop-using-red-hat-codeready-containers-and-red-hat-marketplace
: title: Install Red Hat OpenShift Operators on your laptop using Red Hat CodeReady
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  ai_summary: 'This tutorial covers deploying OpenShift Operators inside CodeReady
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https://developers.redhat.com/blog/2020/09/10/from-code-to-production-with-openshift-pipelines-and-argo-cd:
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  stars: 0
  ai_summary: Analyzes the deployment pipeline workflow integrating OpenShift Pipelines
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  hierarchy:
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https://developers.redhat.com/blog/2020/09/11/5-tips-for-developing-kubernetes-operators-with-the-new-operator-sdk:
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  description: ''
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  stars: 0
  ai_summary: This technical guide provides 5 key design strategies for engineering
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  language: English
  resource_type: Blog
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  status: online
  addition_method: manual
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  hierarchy:
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https://developers.redhat.com/blog/2020/09/11/quarkus-and-jakarta-ee-together-or-not:
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  stars: 4
  ai_summary: Analyzes the alignment between Quarkus and Jakarta EE specifications
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  addition_method: manual
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https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0:
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  ai_summary: This Red Hat technical guide provides step-by-step instructions for
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  resource_type: Blog / Article
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? https://developers.redhat.com/blog/2020/10/01/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-1
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? https://developers.redhat.com/blog/2020/10/01/command-line-cluster-management-with-red-hat-openshifts-new-web-terminal-tech-preview
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  ai_summary: Examines the tech preview implementation of OpenShift's web terminal.
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https://developers.redhat.com/blog/2020/10/06/kubernetes-integration-and-more-in-odo-2-0:
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https://developers.redhat.com/blog/2020/10/09/static-analysis-with-kubeaudit-for-red-hat-openshift:
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  ai_summary: Walks through deploying KubeAudit to analyze deployment files for Red
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? https://developers.redhat.com/blog/2020/10/14/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-2
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https://developers.redhat.com/blog/2020/10/15/checkpointing-java-from-outside-of-java:
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? https://developers.redhat.com/blog/2020/10/22/persistent-storage-in-action-understanding-red-hat-openshifts-persistent-volume-framework
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https://developers.redhat.com/blog/2020/10/29/collect-jdk-flight-recorder-events-at-runtime-with-jmc-agent:
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? https://developers.redhat.com/blog/2020/10/29/new-custom-metrics-and-air-gapped-installation-in-red-hat-3scale-api-management-2-9
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https://developers.redhat.com/blog/2020/11/20/kubectl-developer-tips-for-the-kubernetes-command-line:
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https://developers.redhat.com/blog/2020/11/25/how-to-configure-yaml-schema-to-make-editing-files-easier:
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https://developers.redhat.com/blog/2020/11/26/event-driven-distributed-service-orchestration-with-serverless-workflow:
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? https://developers.redhat.com/blog/2020/12/08/spring-boot-to-quarkus-migrations-and-more-in-red-hats-migration-toolkit-for-applications-5-1-0
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https://developers.redhat.com/blog/2021/01/08/message-broker-integration-made-simple-with-red-hat-fuse:
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    the power of the K8s API model, Custom Resource Definitions (CRDs), and how it
    is orchestrating non-containerized assets, database clusters, and virtual machines.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Kubernetes Orchestration
  - Future Trends
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://devm.io/kubernetes/kubernetes-extensions-172215:
  title: "jaxenter.com: Six Essential Kubernetes Extensions to Add to Your Toolkit
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Evaluates a curated selection of Kubernetes command-line and cluster-level
    utilities designed to simplify debugging, manifest inspection, and deployment
    automation. Highlighting extensions like K9s, Helm, and Kubectl plugins, the article
    contrasts native Kubernetes CLI limits with accelerated platform-engineering workflows.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Kubernetes Orchestration
  - Kubernetes Tools
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://devm.io/kubernetes/kubernetes-practical-implications-171647:
  title: 'jaxenter.com: Practical Implications for Adopting a Multi-Cluster, Multi-Cloud
    Kubernetes Strategy'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Analyzes the operational overhead and architectural patterns of deploying
    Kubernetes across multiple clusters and cloud providers. It contrasts local management
    with centralized control planes, emphasizing network topology, storage synchronization,
    and global load balancing. The guide demonstrates that operational complexity
    must be carefully traded off against high availability and disaster recovery goals.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Kubernetes Orchestration
  - Multi-Cluster Strategy
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://devm.io/microservices/cicd-microservices-docker-162408:
  title: 'jaxenter.com: CI/CD for Spring Boot Microservices: Part 1'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Details optimal Docker containerization patterns for Spring Boot microservices,
    addressing multi-stage image builds, layer caching, and minimizing runtime footprint
    sizes. It shows how to design pipeline steps to generate secure, unprivileged
    OCI-compliant container images.
  language: Java
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes & Cloud Native
  - CI/CD
  - Dockerization
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
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  youtube_mosaic: {}
https://devops-daily.com/games/linux-terminal:
  title: DevOps Daily — Interactive Linux Terminal Simulator
  description: An in-browser, sandboxed interactive tutorial for learning and testing
    Linux shell commands, file navigation, and globbing syntax.
  year: '2026'
  stars: 4
  ai_summary: 'An interactive, browser-based Linux training terminal constructed to
    teach system concepts through graded micro-challenges.

    - The sandbox guides users through essential operating system operations including
    standard stream redirection, system resource querying, and grep searches.

    - Highly tailored to provide beginner-to-intermediate operators with immediate
    command-execution feedback, removing local environment configuration friction.'
  language: en
  resource_type: website
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 3cd3eb8f6a8efd06b5157f2c33f510244bf69c6bccfac35e335b838a4f496d0e
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  last_checked: 1780352838
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:27:18.801116+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Systems Administration
  - Linux Command Line
  - Interactive Learning
  - DevOps Foundations
  tags:
  - '[GUIDE]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: linux-dev-env
  reputation_status: Vetted
  reputation_summary: No reputation penalty. Very popular educational sub-module of
    devops-daily.com maintained by Bobby Iliev. Praised across DEV community and Reddit
    as an active, high-quality interactive sandbox.
  social_preview_url: https://devops-daily.com/images/games/linux-terminal-og.png
  source_provenance: X.com (midudev)
  suggested_new_category: devops-education
https://devops.cisel.ch/kubernetes-operational-tools-you-must-try:
  title: 'devops.cisel.ch: Kubernetes operational tools you must TRY'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering devops.cisel.ch:
    Kubernetes operational tools you must TRY in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779030052
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:00:52.371256+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/kubernetes-tools.md
  v2_locations:
  - kubernetes-tools.md
  youtube_mosaic: {}
https://devops.com:
  title: devops.com
  description: ''
  year: '2026'
  stars: 0
  ai_summary: 'Curator Insight: Major industry hub for DevOps articles, webinars,
    and news. Live Grounding: Offers central coverage of emerging SRE trends, security
    frameworks, and container orchestration developments.'
  language: en
  resource_type: Media Hub
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & Platforms
  - Resources
  - Media Hubs
  tags:
  - '[EMERGING]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/11-open-source-devops-tools-we-love-for-2021:
  title: 'devops.com: 11 Open Source DevOps Tools We Love For 2021'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This evaluation spotlights eleven critical open-source DevOps projects
    covering areas like monitoring, infrastructure automation, container workflows,
    and CI/CD frameworks. It presents real-world architectural trade-offs, helping
    teams evaluate modern platform engineering toolchains.
  language: N/A
  resource_type: Review
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Developer Tooling
  - Developer Knowledge
  - Curation Repositories
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops-tools.md
  youtube_mosaic: {}
https://devops.com/11-steps-to-a-successful-devops-career:
  title: 'devops.com: 11 Steps to a Successful DevOps Career'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Curator Insight: A step-by-step roadmap detailing technical proficiencies
    needed for DevOps roles. Live Grounding: Emphasizes a hybrid skillset combining
    scripting, continuous integration tools, public cloud architectures, and solid
    collaboration paradigms.'
  language: en
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & Platforms
  - Career Paths
  - Skill Roadmap
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/15-must-jenkins-plugins-increase-productivity:
  title: 'devops.com: 15 must have Jenkins plugins to increase productivity'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: An operational digest analyzing fifteen key plugin utilities critical
    to scaling production clusters, spanning monitoring hooks, dynamic cleanup scripts,
    and visual feedback mechanisms.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD Infrastructure
  - Plugin Management
  - Ecosystem Curations
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://devops.com/5-tips-for-a-successful-devops-implementation:
  title: 'devops.com: 5 Tips for a Successful DevOps Implementation'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering devops.com:
    5 Tips for a Successful DevOps Implementation in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779031533
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:25:33.383804+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/devops.md
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/6-advantages-of-microservices:
  title: 'devops.com: 6 Advantages of Microservices'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: Outlines the foundational architectural advantages of adopting a microservices
    pattern, including technological flexibility, autonomous deployability, localized
    scaling, fault isolation, and improved team ownership over distinct domain services.
  language: English
  resource_type: Blog
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Architecture
  - Microservices
  - Value Proposition
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://devops.com/6-signs-youre-doing-devops-correctly:
  title: 'devops.com: 6 Signs You’re Doing DevOps Correctly'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Establishes empirical metrics to qualify mature enterprise practices,
    emphasizing DORA framework key indicators: mean time to recovery (MTTR), deployment
    frequency, change failure rate, and lead time for changes. Contrasts these measurements
    against localized organization benchmarks.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps Methodology
  - Metrics & Assessment
  - Operational Excellence
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/7-popular-open-source-ci-cd-tools:
  title: 'devops.com: 7 Popular Open Source CI/CD Tools'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Compares seven dominant open-source CI/CD frameworks, assessing execution
    speed, plugin ecosystems, maintenance overhead, and architectural fitness for
    hybrid and Kubernetes configurations.
  language: English
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - CI-CD Platforms
  - Tooling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins-alternatives.md
  - cicd.md
  youtube_mosaic: {}
https://devops.com/7-trends-influencing-devops-and-devsecops-adoption:
  title: 'devops.com: 7 Trends Influencing DevOps and DevSecOps Adoption'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Evaluates strategic industry movements toward DevSecOps patterns, automated
    compliance gates, and GitOps-driven workflows. Explains modern paradigms for shifting
    security left by integrating static application security testing (SAST) and software
    composition analysis (SCA) directly into declarative build stages.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps Methodology
  - Industry Trends
  - DevSecOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/8-hot-takes-will-we-see-a-monolithic-renaissance:
  title: 'devops.com: 8 Hot Takes: Will We See a Monolithic Renaissance?'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Discusses the potential return to macro-services or modular monoliths
    to address the operational overhead, network latency, and complex debugging of
    over-engineered microservice fleets.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Patterns
  - Monoliths
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://devops.com/8-security-considerations-for-ci-cd:
  title: 'devops.com: 8 Security Considerations for CI/CD'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Actionable checklist of eight vital security considerations for pipeline
    configurations. Addresses fundamental practices such as secure secrets injection,
    runner environment isolation, least-privilege RBAC, and validation processes to
    prevent supply-chain vulnerabilities.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - CI/CD & Delivery
  - Security & Compliance
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cicd.md
  youtube_mosaic: {}
https://devops.com/a-devops-reset-for-a-multi-cloud-world:
  title: 'devops.com: Home » Blogs » A DevOps Reset for a Multi-Cloud World'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Curator Insight: Explores multi-cloud complexities and the adjustments
    needed in cloud configuration. Live Grounding: Outlines abstract orchestration
    strategies using tools like Terraform and Kubernetes to bypass cloud-provider
    lock-in.'
  language: en
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & Platforms
  - Infrastructure
  - Multi-Cloud
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/best-practices-for-application-performance-testing:
  title: 'devops.com: Best Practices for Application Performance Testing'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: High-level architectural roadmap outlining target strategies for establishing
    continuous, automated performance and stress testing metrics for cloud workloads.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Testing
  - Performance
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - qa.md
  youtube_mosaic: {}
https://devops.com/breaking-down-silos-applying-open-source-practices-in-the-workplace:
  title: 'devops.com: Breaking Down Silos: Applying Open Source Practices in the Workplace'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Explores the concepts of 'InnerSource'—using open-source development
    practices (like asynchronous code reviews, public pull request discussions, and
    clear system API documentation) inside enterprise software boundaries. Demonstrates
    how to break down engineering silos, improve cross-team contributions, and accelerate
    microservice development velocity.
  language: en
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Innersource
  - DevOps Transition
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - project-management-methodology.md
  youtube_mosaic: {}
https://devops.com/building-on-terraform-evolution-not-revolution:
  title: 'devops.com: Building on Terraform: Evolution, not Revolution'
  description: ''
  year: '2024'
  stars: 4
  ai_summary: Explores the continuous evolution of HashiCorp Terraform and OpenTofu
    within the enterprise IaC landscape. Highlights how organizational adoption patterns
    have shifted from manual HCL execution to structured platform engineering paradigms.
    While the source stresses steady progress, live grounding demonstrates that license
    changes (BSL) have spurred a parallel, stable ecosystem under the Linux Foundation
    (OpenTofu).
  language: HCL
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Terraform
  - Ecosystem Evolution
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://devops.com/catchpoint-to-acquire-webpagetest-org:
  title: 'devops.com: Catchpoint to Acquire Webpagetest.org'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An analysis of Catchpoint's acquisition of WebPageTest, the industry-standard
    front-end performance auditing tool. Synthesizing live ecosystem changes, the
    platform continues to operate as an essential resource for tracing core web vitals
    and waterfall execution charts, bolstered by Catchpoint's global infrastructure.
  language: N/A
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Testing
  - Web Performance
  - Industry Acquisitions
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - performance-testing-with-jenkins-and-jmeter.md
  youtube_mosaic: {}
https://devops.com/clubhouse-becomes-shortcut-to-transform-software-project-management:
  title: 'devops.com: Clubhouse Becomes Shortcut to Transform Software Project Management'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Reviews the rebranding and feature expansion of Clubhouse into Shortcut,
    reinforcing its identity as a fast, highly collaborative agile task and workflow
    tracking platform built for growth-stage engineering teams.
  language: English
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Developer Productivity
  - Project Management
  - Agile Platforms
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - project-management-tools.md
  youtube_mosaic: {}
https://devops.com/continuous-security-the-next-evolution-of-ci-cd:
  title: 'devops.com: Continuous Security: The Next Evolution of CI/CD'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Discusses moving from periodic security assessments to automated, real-time
    testing within deployment pipelines. Explores running SAST, automated secrets
    scanning, and licensing compliance checks alongside unit tests.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - CI-CD
  - Continuous Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://devops.com/continuous-testing-practices-part-1:
  title: "devops.com: Continuous Testing Practices (Part 1) \U0001F31F"
  description: "- [devops.com: Continuous Testing Practices – Part 2 \U0001F31F](https://devops.com/continuous-testing-practices-part-2)"
  year: '2021'
  stars: 0
  ai_summary: First of a multi-part series examining the execution of continuous testing
    models within standard CI/CD deployment channels. Highlights test-automation strategies,
    test environments, and immediate feedback integration.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Testing Pipelines
  - Continuous Testing
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - qa.md
  youtube_mosaic: {}
https://devops.com/continuous-testing-practices-part-2:
  title: "devops.com: Continuous Testing Practices – Part 2 \U0001F31F"
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779033044
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:50:44.830214+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
  - docs/qa.md
  v2_locations: []
  youtube_mosaic: {}
  duplicate_of: https://devops.com/continuous-testing-practices-part-1
https://devops.com/day-2-for-the-operator-ecosystem:
  title: "devops.com: Day 2 for the Operator Ecosystem \U0001F31F"
  description: "- [KUDO: The Kubernetes Universal Declarative Operator \U0001F31F](https://kudo.dev)
    KUDO is a toolkit that makes it easy to build Kubernetes Operators, in most cases
    just using YAML."
  year: '2020'
  stars: 0
  ai_summary: Focuses on Kubernetes Operator lifecycle maturity models, introducing
    toolkits like KUDO (Kubernetes Universal Declarative Operator). Covers operational
    challenges, telemetry gathering, and unified configuration schemas.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - Kubernetes
  - Operators
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-operators-controllers.md
  youtube_mosaic: {}
https://devops.com/day-in-the-life-of-a-site-reliability-engineer-sre:
  title: 'devops.com: Day in the Life of a Site Reliability Engineer (SRE)'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An informative run-through of the operational reality of SRE. Explains
    typical workflows, on-call paging procedures, metric reviews, postmortem writing,
    and automated tool-building shifts.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Site Reliability Engineering
  - Career Lifecycle
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
  youtube_mosaic: {}
https://devops.com/declarative-compliance-with-policy-as-code-and-gitops:
  title: "devops.com: Declarative Compliance With Policy-as-Code and GitOps \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Details structural mechanisms for enforcing declarative compliance via
    GitOps and Policy-as-Code. Demonstrates configuring automated compliance checkers
    that inspect commits dynamically, ensuring only certified configurations reach
    production environments.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Continuous Delivery
  - GitOps
  - Policy & Compliance
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://devops.com/devops-as-a-service-migrating-your-entire-devops-stack-to-the-cloud:
  title: 'DevOps as a Service: Migrating Your Entire DevOps Stack to the Cloud'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes the business and architectural trade-offs of migrating an organization's
    entire internal build and testing infrastructure to SaaS-based DevOps-as-a-Service
    offerings. The curator details the comparison between maintaining self-hosted
    Jenkins clusters versus subscribing to cloud platforms. Live platform standards
    prove that modern SaaS solutions dramatically decrease internal maintenance overhead
    while enhancing security auditing compliance.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & SRE
  - Cloud Migration
  - DevOps-as-a-Service
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/devops-for-the-development-and-delivery-of-high-performance-applications:
  title: 'devops.com: DevOps for the Development and Delivery of High-Performance
    Applications'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines production-grade execution models for high-performance software.
    Discusses continuous optimization loops, modern caching topologies, database query
    tuning integration in pipeline tests, and real-time tracing metrics to scale complex
    microservices architectures.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps Methodology
  - Application Delivery
  - Performance Optimization
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/devops-security-your-complete-checklist:
  title: 'devops.com: DevOps Security: Your Complete Checklist'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering devops.com:
    DevOps Security: Your Complete Checklist in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779032114
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:35:14.034228+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/devsecops.md
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://devops.com/devops-teams-struggling-to-keep-secrets:
  title: 'devops.com: DevOps Teams Struggling to Keep Secrets'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: An industry report analyzing why modern DevOps organizations struggle
    with 'secrets sprawl' across development tools, build steps, and staging clusters.
    Recommends implementing centralized identity systems and dynamic credential engines.
  language: N/A
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Secrets Management
  - Industry Trends
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://devops.com/devops-trends-to-watch-in-2021:
  title: "devops.com: DevOps Trends to Watch in 2021 \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Highlights dominant technological vectors including standardizing on-demand
    GitOps continuous deployment frameworks, native policy-as-code automation engines,
    multi-cluster federated networks, and progressive delivery orchestrators.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps Methodology
  - Industry Trends
  - Market Evolution
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/devsecops-in-azure:
  title: 'devops.com: DevSecOps in Azure'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Examines the technical blueprint for establishing DevSecOps practices
    within the Azure ecosystem. Details security scanners, credential detection tools,
    container analysis systems, and runtime enforcement loops.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Identity
  - DevSecOps
  - Continuous Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - azure.md
  youtube_mosaic: {}
https://devops.com/devsecops-trends-for-2021:
  title: 'devops.com: DevSecOps Trends to Know For 2021'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Highlights essential DevSecOps industry trends, emphasizing Software
    Bill of Materials (SBOM) orchestration, secure-by-default container base images,
    and integration of automated security telemetry into centralized cloud dashboards.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Governance
  - DevSecOps
  - Industry Trends
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://devops.com/dynatrace-advances-application-environments-as-code:
  title: '==devops.com: Dynatrace Advances Application Environments as Code=='
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Discusses 'Observability as Code', where application dashboards, SLO
    targets, and alerting configurations are defined using Terraform or Monaco. By
    2026, this approach is integrated into standard CI/CD pipelines to ensure monitoring
    environments scale systematically with the underlying infra.
  language: Go
  resource_type: Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779033046
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:50:46.504515+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Infrastructure as Code
  - GitOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/monitoring.md
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://devops.com/finops-foundation-to-help-rein-in-cloud-costs:
  title: 'devops.com: FinOps Foundation to Help Rein in Cloud Costs'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An article reporting on the formal creation of the FinOps Foundation
    under the Linux Foundation. Highlights the growing enterprise necessity of managing
    multi-cloud spend and establishing standardized definitions for cloud financial
    operations.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Financial Operations
  - FinOps
  - Frameworks
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - finops.md
  youtube_mosaic: {}
https://devops.com/five-steps-to-successful-devops-culture:
  title: 'devops.com: 5 Steps to Successful DevOps Culture'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering devops.com:
    5 Steps to Successful DevOps Culture in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779032076
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:34:36.665174+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/devops.md
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/from-agile-to-devops-to-devsecops-the-next-evolution:
  title: 'devops.com: From Agile to DevOps to DevSecOps: The Next Evolution'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Traces software engineering's historical trajectory from Agile (optimizing
    team velocity) to DevOps (optimizing system delivery) and finally DevSecOps (integrating
    continuous compliance). Evaluates cultural and technical components driving this
    shift.
  language: English
  resource_type: Technical Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Governance
  - DevSecOps
  - Fundamentals
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://devops.com/google-dora-report-shows-modest-devops-gains:
  title: null
  description: null
  year: null
  stars: null
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779032251
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:37:31.797263+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
  - docs/devops.md
  v2_locations: []
  youtube_mosaic: {}
https://devops.com/grafana-labs-acquires-assert-ai-to-bring-ai-to-observability:
  title: 'devops.com: Grafana Labs Acquires Asserts.ai to Bring AI to Observability'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Discusses the strategic acquisition of Asserts.ai by Grafana Labs. Live
    grounding highlights the integration of semantic graphs, relationship maps, and
    automated root-cause discovery directly into Grafana's UI stack.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Monitoring
  - Grafana Ecosystem
  - AIOps & AI Observability
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://devops.com/great-resignation-spurs-interest-in-tech-certifications:
  title: 'devops.com: Great Resignation Spurs Interest in Tech Certifications'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: This article examines the surge in cloud-native certifications (such
    as Kubernetes and AWS) as developers seek to validate cloud skillsets and secure
    modern infrastructure engineering roles in a changing job market.
  language: English
  resource_type: article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Professional Development
  - Continuous Learning
  - Certifications
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - recruitment.md
  youtube_mosaic: {}
https://devops.com/hansura-launches-beta-of-graphql-based-remote-joins-tool:
  title: Hasura Launches Beta of GraphQL-Based Remote Joins Tool
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Announces Hasura's Remote Joins engine. Enables backend developers to
    securely federate and query disparate database services and REST/GraphQL APIs
    behind a unified, high-speed GraphQL interface.
  language: Haskell
  resource_type: Press Release
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - API Architectures
  - GraphQL
  - Federation
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
https://devops.com/hazelcast-simplifies-streaming-for-extremely-fast-event-processing-in-iot-edge-and-cloud-environments:
  title: 'devops.com: Hazelcast Simplifies Streaming for Extremely Fast Event Processing
    in IoT, Edge and Cloud Environments'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Details Hazelcast's real-time, in-memory stream processing platform
    optimized for extreme high-speed low-latency computations. By unifying in-memory
    storage capabilities with a declarative streaming engine, it represents an outstanding
    option for real-time fraud detection and high-frequency trading.
  language: Java
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Stream Processing
  - In-Memory Compute
  - Hazelcast
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - message-queue.md
  youtube_mosaic: {}
https://devops.com/how-are-api-management-and-service-mesh-different:
  title: 'devops.com: How Are API Management and Service Mesh Different?'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Differentiates the scopes of API management gateways and service meshes.
    Examines the boundaries of external public facing integrations (north-south client
    traffic) versus intra-cluster secure networking (east-west microservices traffic).
  language: None
  resource_type: article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - API Management
  - Service Mesh Comparison
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - servicemesh.md
  youtube_mosaic: {}
https://devops.com/how-centralized-log-management-can-save-your-company:
  title: 'devops.com: How Centralized Log Management Can Save Your Company'
  description: ''
  year: '2018'
  stars: 0
  ai_summary: Demonstrates the business and technical value of implementing centralized
    log aggregation in distributed systems. Outlines how consolidated logs reduce
    Mean Time to Resolution (MTTR), improve compliance auditing, and streamline security
    incident responses.
  language: None
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Log Management
  - Strategy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://devops.com/how-containers-simplify-devops-workflows-and-ci-cd-pipelines:
  title: "devops.com: How Containers Simplify DevOps Workflows and CI/CD Pipelines
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes structural benefits of using containers as immutable deployment
    artifacts. Explains how containers prevent environment drift, accelerate automated
    build times, and streamline target infrastructure orchestration.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration & Containers
  - Containerization
  - CI/CD Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/how-good-developers-become-good-engineering-managers:
  title: 'devops.com: How Good Developers Become Good Engineering Managers'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Explores the complex transition from individual software contributor
    to engineering manager. Outlines how to pivot from tactical coding efforts to
    strategic engineering leadership, detailing how to manage high-level software
    system design, support team career growth, and avoid micro-management traps that
    block development productivity.
  language: en
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Engineering Leadership
  - Career Development
  - Management Transition
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - project-management-methodology.md
  youtube_mosaic: {}
https://devops.com/how-sres-benefit-from-feature-flags:
  title: 'devops.com: How SREs Benefit From Feature Flags'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Investigates the role of feature flags in risk mitigation. Demonstrates
    how isolating application deployment from runtime feature activation enables SREs
    to instantly disable buggy paths without executing a full application rollback.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Continuous Delivery
  - Feature Management
  - Reliability Engineering
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
  youtube_mosaic: {}
https://devops.com/how-the-sre-role-is-evolving:
  title: 'devops.com: How the SRE Role Is Evolving'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Tracks the industry evolution of SRE from isolated teams to a core cross-functional
    engineering practice. Highlights the transition from managing static infrastructure
    to developing programmatic automation platforms.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Site Reliability Engineering
  - Industry Trends
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
  youtube_mosaic: {}
https://devops.com/how-to-automate-pki-for-devops-with-open-source-tools:
  title: 'devops.com: How to Automate PKI for DevOps With Open Source Tools'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This article discusses the orchestration and automation of Public Key
    Infrastructure (PKI) using modern open-source utilities like Vault and cert-manager.
    It presents a resilient blueprint for generating short-lived certificates dynamically
    within automated CI/CD configurations. This approach helps minimize human errors
    and ensures encrypted service-to-service communication.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Cryptography
  - PKI Automation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://devops.com/how-to-implement-an-effective-ci-cd-pipeline:
  title: 'devops.com: How to Implement an Effective CI/CD Pipeline'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Details tactical methodologies for constructing highly effective, resilient
    CI/CD pipelines. Explains how to integrate Infrastructure as Code (IaC), monitor
    lifecycle metrics, and avoid critical deployment execution pitfalls.
  language: English
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - CI-CD Pipelines
  - Best Practices
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cicd.md
  youtube_mosaic: {}
https://devops.com/how-to-migrate-existing-infrastructure-to-terraform:
  title: 'devops.com: How to Migrate Existing Infrastructure to Terraform'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: A guide targeting the structural transition of legacy, manually managed
    cloud infrastructure into a declarative Terraform state. Explains standard import
    mechanisms, reverse-engineering of HCL definitions, and reconciliation of drift.
    Live grounding emphasizes that recent Terraform releases (1.5+) have radically
    improved this flow through native "import" blocks, reducing dependency on legacy
    CLI tooling.
  language: HCL
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Terraform
  - Migration & Import
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://devops.com/how-to-seamlessly-transition-to-devsecops:
  title: 'devops.com: How to Seamlessly Transition to DevSecOps'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A practical migration blueprint for legacy enterprise setups transitioning
    to DevSecOps. Recommends strategies for setting automation priorities, gaining
    early delivery wins, and establishing shared telemetry metrics across development
    and operations teams.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - DevSecOps
  - Migration Planning
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://devops.com/how-to-successfully-integrate-security-and-devops:
  title: 'devops.com: How to Successfully Integrate Security and DevOps'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Provides strategic guidelines on merging security frameworks with DevOps
    practices. Highlights establishing security automation checkpoints, fostering
    unified tooling, and utilizing threat modeling early in standard sprint cycles.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Governance
  - DevSecOps
  - Culture & Collaboration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://devops.com/implementing-message-queue-in-kubernetes:
  title: 'devops.com: Best of 2019: Implementing Message Queue in Kubernetes'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: This article outlines best practices for deploying message queues inside
    Kubernetes clusters. It addresses challenges related to stateful set allocations,
    persistent volume claims, and handling node failure scenarios.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Kubernetes
  - Message Brokers
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - message-queue.md
  youtube_mosaic: {}
https://devops.com/infrastructure-abstraction-will-be-key-to-managing-multi-cloud:
  title: 'devops.com: Infrastructure Abstraction Will Be Key to Managing Multi-Cloud'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores how infrastructure-as-code (IaC) and Kubernetes-driven abstraction
    layers decouple workloads from underlying cloud provider primitives. This design
    pattern reduces complexity, minimizes lock-in, and enforces consistent deployment
    methodologies.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - DevOps
  - Infrastructure Abstraction
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://devops.com/is-noops-the-future-of-cloud-networking:
  title: 'devops.com: Is NoOps the Future of Cloud Networking?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Investigates the intersection of automated networking policies and NoOps.
    Outlines how SDN controllers, declarative API gateways, and service mesh automated
    loops handle routing and network microsegmentation automatically.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Operations Paradigms
  - NoOps Philosophy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - noops.md
  youtube_mosaic: {}
https://devops.com/kubernetes-jenkins-master-slave-scaling-the-scalability-issue:
  title: 'devops.com: Kubernetes Jenkins Master-Slave: Scaling the Scalability Issue'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Technical deep-dive clarifying structural friction when scaling Dynamic
    Kubernetes Agents. Elaborates on cluster size optimizations, node selectors, and
    transient agent lifetimes.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD Infrastructure
  - Scalability & Resilience
  - Kubernetes Agents
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://devops.com/languages-and-devops-recommendations:
  title: 'devops.com: Languages and DevOps: Recommendations'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Compares performance profiles and use cases for key automation languages
    including Go, Python, Bash, and Rust. Assists platform teams in choosing tools
    based on raw compilation speed, runtime memory overhead, and library support.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps Methodology
  - Programming Languages
  - Infrastructure-as-Code
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/make-github-backups-part-of-your-development-process:
  title: 'devops.com: Make GitHub Backups Part of Your Development Process'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines the strategic importance of automated repository backups within
    enterprise CI/CD processes. Emphasizes risk mitigation around cloud service outages,
    compromised developer credentials, and accidental branch deletions.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Version Control
  - Backup & Recovery
  - DevOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://devops.com/measuring-technical-debt:
  title: 'devops.com: Measuring Technical Debt'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Explores analytical frameworks to measure technical debt objectively.
    Employs metrics like SQALE methodology, code coverage, cycle time impact, and
    escape defect rates to calculate the true cost of legacy architectures.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Methodology
  - Metrics
  - Technical Debt
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://devops.com/measuring-the-progress-of-the-opentelemetry-project:
  title: 'devops.com: Measuring the Progress of the OpenTelemetry Project'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A historical overview detailing the organizational velocity, community
    contributions, and consolidation patterns of the CNCF OpenTelemetry project. Synthesizes
    adoption telemetry and integration roadmaps with legacy APM frameworks.
  language: None
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - OpenTelemetry
  - Governance
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://devops.com/nine-pillars-of-devops-best-practices:
  title: 'devops.com: Nine Pillars of DevOps Best Practices'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Systematizes critical organizational practices into nine engineering
    pillars. Outlines steps for securing developer workflows, maintaining operational
    observability, enforcing configuration standardization, and building reliable
    continuous recovery environments.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps Methodology
  - Core Frameworks
  - Best Practices
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/pulumi-moves-to-automate-cloud-infrastructure-provisioning:
  title: 'devops.com: Pulumi Moves to Automate Cloud Infrastructure Provisioning'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analysis of Pulumi's automated delivery engines, evaluating the platform's
    features for removing configuration drift and synchronizing cluster models with
    git-managed repositories.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - CI/CD Integration
  - Pulumi
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - pulumi.md
  youtube_mosaic: {}
https://devops.com/red-hat-extends-scope-of-ansible-automation-ambitions:
  title: 'devops.com: Red Hat Extends Scope of Ansible Automation Ambitions'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines the strategic expansion of AAP 2 automation layers. Explores
    decoupling control loops from target runtimes and shifting execution flows closer
    to network boundaries and multi-cloud edges.
  language: English
  resource_type: blog_post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation & Orchestration
  - Enterprise Platform
  - Releases
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://devops.com/secdevops-is-the-solution-to-cybersecurity:
  title: "devops.com: SecDevOps is the Solution to Cybersecurity \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Advocates for SecDevOps as a necessary system design response to address
    sophisticated modern threat surfaces. Highlights using declarative orchestration
    profiles, immutable runtime configurations, and early detection mechanisms to
    minimize vulnerability windows.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Governance
  - DevSecOps
  - Fundamentals
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://devops.com/securing-your-software-development-pipelines:
  title: 'devops.com: Securing Your Software Development Pipelines'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines methods for securing continuous delivery setups from upstream
    supply-chain threats. Focuses on protecting execution infrastructure, implementing
    cryptographic artifact validation, and isolating dependency ingestion engines.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - CI-CD
  - Pipeline Integrity
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://devops.com/serverless-computing-moving-from-devops-to-noops:
  title: 'Serverless Computing: Moving from DevOps to NoOps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Evaluates how serverless architectures drive NoOps execution. Emphasizes
    shifting operations responsibilities (e.g., node provisioning, patching, scaling)
    to public cloud platforms, allowing developers to focus strictly on code components.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Serverless Architecture
  - NoOps Execution
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - noops.md
  youtube_mosaic: {}
https://devops.com/shift-right-testing-the-emergence-of-testops:
  title: 'devops.com: Shift-Right Testing: The Emergence of TestOps'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Outlines Shift-Right testing methodologies and TestOps workflows. Advocates
    validating configurations directly against production deployments under active
    user loads, supported by analytics and monitoring tools.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779033823
  needs_ai_refresh: false
  discovered_at: '2026-05-17T18:03:43.339701+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & Quality Assurance
  - Continuous Testing
  - TestOps Strategy
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations:
  - docs/testops.md
  v2_locations:
  - testops.md
  youtube_mosaic: {}
https://devops.com/site-reliability-engineering-101-devops-versus-sre:
  title: 'devops.com: Site Reliability Engineering 101: DevOps Versus SRE'
  description: ''
  year: '2018'
  stars: 0
  ai_summary: Provides an entry-level comparison of SRE and DevOps methodologies.
    Explains key tenets of both schools of thought, with a focus on how teams share
    operational ownership and handle blameless post-mortems to foster high-velocity
    engineering.
  language: English
  resource_type: blog
  complexity: beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Reliability Engineering
  - SRE vs DevOps
  - Introductory Frameworks
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
  youtube_mosaic: {}
https://devops.com/sre-devops-cloud-native-server-cage-match:
  title: 'devops.com: SRE vs. DevOps vs. Cloud Native: The Server Cage Match'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: A high-energy analysis contrasting SRE, DevOps, and Cloud Native architectures.
    Explores how container orchestration, microservices, and micro-deployments mandate
    both cultural DevOps adjustments and programmatic SRE automation to survive at
    scale.
  language: English
  resource_type: blog
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Reliability Engineering
  - Cloud Native Paradigms
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
  youtube_mosaic: {}
https://devops.com/sre-vs-devops-false-distinction:
  title: 'devops.com: SRE vs. DevOps — a False Distinction?'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Deconstructs the industry debate regarding SRE and DevOps, arguing that
    comparing them creates a false dichotomy. Suggests that successful engineering
    organizations merge the collaborative philosophy of DevOps with the analytical,
    code-driven rigor of SRE.
  language: English
  resource_type: blog
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Reliability Engineering
  - SRE vs DevOps
  - Industry Analysis
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
  youtube_mosaic: {}
https://devops.com/sre-vs-platform-engineering-whats-the-difference:
  title: 'devops.com: SRE Vs. Platform Engineering: What’s the Difference?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Differentiates the core focuses of Platform Engineering and SRE. Analyzes
    how SRE teams protect application reliability, while Platform Engineering optimizes
    developer velocity by packaging tools into Internal Developer Platforms (IDPs).
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Platform Engineering
  - Organizational Design
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
  youtube_mosaic: {}
https://devops.com/survey-shows-mounting-devops-frustration-and-costs:
  title: 'devops.com: Survey Shows Mounting DevOps Frustration and Costs'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyses industrial survey metrics capturing financial waste and team
    frustrations. Connects developer burnout and cloud cost overruns directly to highly
    fragmented toolchains, lack of platform standardization, and manual compliance
    bottlenecks.
  language: English
  resource_type: Report
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps Methodology
  - Cost & Metrics
  - Organizational Challenges
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/survey-surfaces-high-reliance-on-devops-to-build-and-deploy-apis:
  title: 'devops.com: Survey Surfaces High Reliance on DevOps to Build and Deploy
    APIs'
  description: ''
  year: '2020'
  stars: 1
  ai_summary: Focuses on deployment statistics validating the correlation between
    microservice container rollouts and automated API lifecycle verification strategies.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Microservices
  - API Management
  - DevOps Delivery
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/the-argo-project-making-gitops-practical:
  title: 'devops.com: The Argo Project: Making GitOps Practical'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Investigates the rapid industry adoption of the Argo ecosystem (Argo
    CD, Workflows, Rollouts, Events). Explains how the projects solve operational
    gaps in native Kubernetes, making declarative continuous delivery robust and enterprise-ready.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - GitOps & CD
  - Argo Project Ecosystem
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - argo.md
  youtube_mosaic: {}
https://devops.com/the-devops-bottleneck-why-iac-orchestration-is-the-missing-piece:
  title: 'The DevOps Bottleneck: Why IaC Orchestration is the Missing Piece'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Addresses operational scale limits when managing state files and workflow
    dependencies manually. Argues for unified infrastructure orchestration planes
    that handle secrets distribution and pipeline synchronization systematically.
  language: None
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & CI/CD
  - Infrastructure as Code
  - Orchestration Platforms
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  - iac.md
  youtube_mosaic: {}
https://devops.com/the-evolving-devops-journey-continuous-mindset-starts-with-cultural-change:
  title: 'devops.com: The DevOps Journey: Continuous Mindset Starts With Cultural
    Change'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Curator Insight: Asserts that successful DevOps execution relies heavily
    on fundamental cultural shifts. Live Grounding: Concludes that technical tools
    inevitably fail without a parallel focus on dismantling corporate silos and unifying
    developer-operator objectives.'
  language: en
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & Platforms
  - Methodology
  - Team Culture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/the-fallacy-of-continuous-integration-delivery-and-testing:
  title: 'devops.com: The Fallacy of Continuous Integration, Delivery and Testing'
  description: ''
  year: '2018'
  stars: 0
  ai_summary: Explores common anti-patterns in DevOps pipelines where fast builds
    mask poor test coverage and integration siloes. Offers recommendations on balancing
    CI/CD speed with architectural quality gates and production-like validation.
  language: None
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - CI/CD
  - Methodology
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://devops.com/the-real-pipeline:
  title: 'devops.com: he Real Pipeline'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Exposes the reality of modern continuous delivery pipelines, contrasting
    linear textbook designs against highly complex, non-linear feedback loops. Curator
    highlights stress the integration of multi-stage automated tests. Live architectural
    reviews in 2026 show that successful enterprise implementations rely heavily on
    policy-as-code and canary release orchestration rather than simple, step-by-step
    automated deployment scripts.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & SRE
  - CI/CD Pipelines
  - Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/the-rise-of-netdevops-and-ci-cd-pipeline-solutions:
  title: 'devops.com: The Rise of NetDevOps and CI/CD Pipeline Solutions'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Details the integration of DevOps practices into physical and software-defined
    network engineering (NetDevOps). The author explains how manual CLI configurations
    are replaced by declarative pipelines and GitOps repositories. Live network architecture
    relies on these methodologies to continuously test, validate, and push configuration
    changes to production switches and core SD-WAN structures.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Network Infrastructure
  - NetDevOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/tips-for-a-successful-devsecops-life-cycle:
  title: 'devops.com: Tips for a Successful DevSecOps Life Cycle'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Outlines engineering practices for integrating security across the application
    development lifecycle. Covers choosing integration points, configuring alert signaling
    thresholds to avoid fatigue, and defining collaborative post-incident remediations.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - DevSecOps
  - Integration Lifecycle
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://devops.com/top-10-best-practices-for-jenkins-pipeline-plugin:
  title: "devops.com: Top 10 Best Practices for Jenkins Pipeline Plugin \U0001F31F"
  description: ''
  year: '2024'
  stars: 0
  ai_summary: A fundamental playbook cataloging pipeline coding mistakes. Covers memory
    footprint reductions, parallel thread orchestrations, avoiding non-serializable
    objects, and managing global timeouts.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD Pipeline Architecture
  - Jenkins Pipeline
  - Best Practices
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://devops.com/top-nine-skills-for-sres-to-master:
  title: "devops.com: Top Nine Skills for SREs to Master \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Highlights nine critical technical skills for SREs, including writing
    high-quality infrastructure automation, building telemetry dashboards, designing
    reliable distributed networks, and mastering cloud platform paradigms.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Site Reliability Engineering
  - Skills Development
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
  youtube_mosaic: {}
https://devops.com/transform-legacy-java-apps-to-microservices:
  title: 'devops.com: Best of 2021 – Transform Legacy Java Apps to Microservices'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Strategic and tactical guide addressing the decomposition of legacy
    enterprise Java systems. Emphasizes modern automated refactoring engines to accurately
    map boundaries, mitigating migration risks while speeding up time-to-production.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Modernization
  - Monolith to Microservices
  - Guides
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://devops.com/transform-mobile-devops-into-mobile-devsecops:
  title: 'devops.com: Transform Mobile DevOps into Mobile DevSecOps'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Adapts classic cloud-native DevSecOps patterns to mobile development
    environments. Explores mobile-specific concerns including binary protection, automated
    obfuscation tooling, dynamic testing inside simulated environments, and secure
    API integration.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - DevSecOps
  - Mobile Systems
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://devops.com/unlocking-your-devops-automation-mindset:
  title: "devops.com: Unlocking Your DevOps Automation Mindset \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This technical analysis outlines tactical shifts from manual toil to
    systemic continuous delivery and test automation architectures. It demonstrates
    patterns for decentralizing operations by pushing configuration ownership to development
    teams, reducing release anxiety through early integration and continuous feedback
    loops.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps Methodology
  - Automation Philosophy
  - Culture & Mindset
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://devops.com/up-your-devops-game-its-time-for-noops:
  title: 'devops.com: Up Your DevOps Game: It’s Time for NoOps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Proposes actionable tactics for transitioning DevOps engineering pipelines
    into automated, serverless-first NoOps infrastructures. Discusses standardized
    declarative delivery flows and policy engine setups.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Operations Paradigms
  - NoOps Philosophy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - noops.md
  youtube_mosaic: {}
https://devops.com/updating-and-managing-infrastructure-as-code-iac:
  title: 'devops.com: Updating and Managing Infrastructure-as-Code (IaC)'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Details architectural strategies for maintaining, refactoring, and upgrading
    legacy IaC bases. Explores lockfile maintenance, drift remediation, and structural
    validation steps required for safe production updates.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Infrastructure as Code
  - Lifecycle Management
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - iac.md
  youtube_mosaic: {}
https://devops.com/using-jenkins-configuration-as-code:
  title: 'devops.com: Using jenkins configuration as code'
  description: '- [https://github.com/jenkinsci/configuration-as-code-plugin](https://github.com/jenkinsci/configuration-as-code-plugin)'
  year: '2024'
  stars: 0
  ai_summary: A practical industry analysis illustrating standard techniques for shifting
    legacy Jenkins controller provisioning workflows into git-centric, declaration-first
    structures. It presents a detailed taxonomy of automated setup validation strategies.
  language: YAML
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD Infrastructure
  - Configuration as Code
  - Jenkins JCasC
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://devops.com/using-llms-to-automate-pipeline-conversions-from-legacy-to-tekton:
  title: '==devops.com: Using LLMs to Automate Pipeline Conversions From Legacy to''
    Tekton=='
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering ==devops.com:
    Using LLMs to Automate Pipeline Conversions From Legacy to'' Tekton== in the Kubernetes
    Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779030718
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:11:58.374767+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  - '[LEGACY]'
  v1_locations:
  - docs/tekton.md
  v2_locations:
  - tekton.md
  youtube_mosaic: {}
https://devops.com/vfunction-automates-conversion-of-java-apps-to-microservices:
  title: 'devops.com: Function Automates Conversion of Java Apps to Microservices'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details how automated profiling instruments compile-time and runtime
    dynamics of legacy enterprise codebases, identifying domain boundaries to programmatically
    extract microservice packages.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Microservices
  - Modernization
  - Automated Migration
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://devops.com/web-application-security-is-not-api-security:
  title: "devops.com: Web Application Security is not API Security \U0001F31F"
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Explains why legacy web app application security configurations fall
    short of API security requirements. Discusses custom API gateway rules, deep OAuth
    2.0 validation, and endpoint-level access controls.
  language: Agnostic
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - API Security
  - Design
  - Best Practices
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
https://devops.com/whats-the-difference-between-devops-and-platform-engineering:
  title: 'devops.com: What’s the Difference Between DevOps and Platform Engineering?'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering devops.com:
    What’s the Difference Between DevOps and Platform Engineering? in the Kubernetes
    Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779032751
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:45:51.514168+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
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https://devopscube.com/kubernetes-minikube-tutorial:
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https://devopscube.com/kubernetes-pod:
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https://devopscube.com/kubernetes-tutorials-beginners:
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https://devopscube.com/kustomize-tutorial:
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https://devopscube.com/learn-kubernetes-complete-roadmap:
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https://devopscube.com/pod-priorityclass-preemption:
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https://devopscube.com/podman-tutorial-beginners:
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https://devopscube.com/python-for-devops:
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https://devopscube.com/setup-ansible-aws-dynamic-inventory:
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  ai_summary: Hands-on guide to implementing dynamic AWS EC2 inventories in Ansible.
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https://devopscube.com/setup-grafana-kubernetes:
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https://devopscube.com/setup-ingress-kubernetes-nginx-controller:
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https://devopscube.com/setup-nexus-kubernetes:
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https://devopscube.com/setup-prometheus-helm-chart:
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https://devopscube.com/terraform-autoscaling-group:
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  ai_summary: A master deployment tutorial for setting up AWS Auto Scaling Groups
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https://docs.github.com/en/authentication/troubleshooting-ssh/using-ssh-over-the-https-port:
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https://docs.github.com/en/copilot/concepts/agents/copilot-cli/about-remote-control:
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https://docs.github.com/en/copilot/get-started/best-practices:
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https://docs.github.com/en/copilot/how-tos/github-copilot-app/getting-started:
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https://docs.github.com/en/get-started/using-github/github-flow:
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  ai_summary: GitHub Flow is a lightweight, branch-based workflow that supports continuous
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? https://docs.github.com/en/repositories/configuring-branches-and-merges-in-your-repository/managing-protected-branches/managing-a-branch-protection-rule
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https://docs.gitlab.com/releases:
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https://dzone.com/refcardz/kubernetes-multi-cluster-management-and-governance:
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https://dzone.com/refcardz/monitoring-kubernetes:
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https://dzone.com/refcardz/sql-syntax-for-apache-drill:
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https://dzone.com/refcardz/the-essentials-of-gitops:
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https://dzone.com/trendreports:
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https://dzone.com/trendreports/kubernetes-in-the-enterprise-1:
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https://dzone.com/whitepapers/the-12-factor-app-infographic:
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https://ealtili.medium.com/deepdive-to-vpcs-and-connections-to-vpc-2de3fb164d7c:
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https://eclipse.dev/jkube/docs/migration-guide:
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https://eclipse.org/jkube:
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? https://economictimes.indiatimes.com/tech/technology/thoughtworks-xconf-tech-talk-series-serverless-vs-kubernetes-when-deploying-microservices/articleshow/89085544.cms
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https://edgebricks.com/why-public-clouds-get-so-expensive-over-time:
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https://edidiongasikpo.com/getting-started-with-the-dom-ck9u4u82503or6es16p2rx7c1:
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https://edidiongasikpo.com/how-to-give-developers-secure-access-to-kubernetes-clusters:
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https://edition.cnn.com/2021/12/15/tech/log4j-vulnerability/index.html:
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https://editor.cilium.io:
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https://edotor.net:
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https://ee.kumuluz.com:
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https://eev.ee/blog/2016/07/31/python-faq-why-should-i-use-python-3:
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https://eevans.co/blog/deconstructing-kubernetes-networking:
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  ai_summary: 'A curated technical resource and architectural guide covering eevans.co:
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https://eggboy.medium.com/ci-cd-java-apps-securely-to-azure-kubernetes-service-with-github-action-part-1-16393af4d097:
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  ai_summary: 'A curated technical resource and architectural guide covering eggboy.medium.com:
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https://ehcache.org:
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  ai_summary: The de facto robust, standard open-source caching framework for Java.
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https://enterprisersproject.com/article/2019/8/kubernetes-secrets-explained-plain-english:
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https://enterprisersproject.com/article/2020/10/scrum-kanban-3-realities-cios:
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https://enterprisersproject.com/article/2020/3/how-get-devops-noops-5-steps:
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https://eu.udacity.com:
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  ai_summary: This digital experience portal provides on-demand access to Atlassian
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    **Live Grounding:** This digital portal provides access to Team ''26 keynotes
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    *   **Technical Takeaways:** Examines the transition of project management tools
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https://events.linuxfoundation.org/kubecon-cloudnativecon-north-america/co-located-events/argocon:
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https://evilmartians.com/chronicles/kubing-rails-stressless-kubernetes-deployments-with-kuby:
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  ai_summary: A comprehensive developer case study by Evil Martians on utilizing Kuby
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? https://examples.javacodegeeks.com/enterprise-java/spring/tomcat-vs-jetty-vs-undertow-comparison-of-spring-boot-embedded-servlet-containers
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https://excalidraw.com:
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https://experitest.com/appium-blog/start-automating-your-mobile-tests-with-cucumber-and-appium:
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https://exporterhub.io:
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  ai_summary: 'Curator Insight: Despite newer frameworks emerging, Express.js remains
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https://external-secrets.io:
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  stars: 5
  ai_summary: The industry-standard operator for syncing external secrets management
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  hierarchy:
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https://fabiogomezdiaz.com/posts/how-to-run-packer-pipelines-on-jenkins-part1-traditional-jenkins:
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https://fabiolb.net:
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https://fabric8.io:
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  ai_summary: Fabric8 historically offered a comprehensive development and integration
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https://fabric8.io/guide/cdelivery.html:
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  ai_summary: Details the classic continuous delivery orchestration patterns supported
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  ai_summary: A detailed 2023 summary of public cloud pricing trends and total cost
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https://first-web-scraper.readthedocs.org:
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https://flagger.app:
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https://flask.palletsprojects.com:
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https://flask.palletsprojects.com/en/stable:
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https://fleetdm.com/engineering/tips-for-github-actions-usability:
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  ai_summary: Provides practical tips for optimizing GitHub Actions workflows. Outlines
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https://flightaware.engineering/systems-monitoring-with-prometheus-grafana:
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  ai_summary: A foundational engineering guide on setting up a robust, scalable systems
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https://flink.apache.org:
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https://flink.apache.org/2021/02/10/native-k8s-with-ha.html:
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  ai_summary: A detailed technical guide explaining how to deploy stateful Flink jobs
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https://flood.io:
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https://fluentbit.io:
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https://flux-subsystem-argo.github.io/website/tutorials/terraform:
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  ai_summary: Examines the integration of Flux's specialized controller capabilities
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https://fluxcd.io:
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https://fluxcd.io/flux:
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https://flywaydb.org:
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https://foojay.io/today/k8ssandra-performance-benchmarks-on-cloud-managed-kubernetes:
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https://foojay.io/today/the-evolution-of-apis-from-restful-to-event-driven:
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https://foojay.io/today/top-10-java-language-features:
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https://foreseeti.com/how-to-become-and-stay-aws-well-architected-in-a-smart-way:
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https://forklift.konveyor.io:
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https://former2.com:
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  ai_summary: Former2 is an industry-standard open-source browser utility that imports
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https://galaxy.ansible.com/awx/awx:
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https://galaxy.ansible.com/geerlingguy/awx:
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https://galaxy.ansible.com/mesaguy/prometheus:
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https://galaxy.ansible.com/mkgin/vmware-harbor:
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  ai_summary: An Ansible Galaxy integration hub targeting VMware's deployment instances
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https://galaxy.ansible.com/nginxinc/nginx_core:
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  ai_summary: The official Ansible NGINX Core Collection. It automates the installation,
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https://galaxy.ansible.com/t_systems_mms/letsencrypt:
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https://galaxy.ansible.com/theforeman/foreman:
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https://ganeshvernekar.com/blog/prometheus-tsdb-mmapping-head-chunks-from-disk:
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  ai_summary: Part three of the TSDB deep dive, explaining how Prometheus memory-maps
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https://ganeshvernekar.com/blog/prometheus-tsdb-persistent-block-and-its-index:
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https://ganeshvernekar.com/blog/prometheus-tsdb-the-head-block:
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https://garba.org/posts/2018/k8s_pod_lc:
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https://garden.io:
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https://gateway-api.sigs.k8s.io:
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https://gatling.io:
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https://gatling.io/docs/current/extensions/jenkins_plugin:
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https://gceasy.io:
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https://geek-cookbook.funkypenguin.co.nz/recipes/kubernetes/oauth2-proxy:
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  ai_summary: A configuration guide describing how to wrap the Kubernetes Dashboard
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https://geekflare.com/cybersecurity/kubernetes-security-scanner:
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https://git-flow.readthedocs.io/en/latest:
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https://github.blog/changelog/2021-09-27-improved-pull-request-file-filtering:
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  ai_summary: Technical overview outlining GitHub's optimized UI-based code review
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    users to verify container registry image authenticity before pulling runtime workloads.
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  ai_summary: Announcement detailing the release of GitHub Lists in public beta. Offers
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https://github.blog/changelog/2021-12-17-github-actions-improvements-to-github-actions-starter-experience:
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  ai_summary: Technical release notes describing the overhauled GitHub Actions starter
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  ai_summary: This update details the integration of native repository creation within
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  ai_summary: 'Curator Insight: The integration of flash-tier models into development
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    Developer Benefits:

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    - Features strong performance in complex tool-calling and cache-efficient architectures.

    - Seamlessly fits into iterative, agentic code-generation cycles without hitting
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: title: 'github.blog: Learn about ghapi, a new third-party Python client for the
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  ai_summary: Analysis detailing how teams integrate StackPulse runbooks and GitHub
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https://github.blog/enterprise-software/devops/how-to-make-devops-your-competitive-advantage:
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https://github.blog/enterprise-software/devops/improving-how-we-deploy-github:
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  ai_summary: Structural breakdown detailing internal architectural strategies utilized
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https://github.blog/enterprise-software/devops/solving-the-innersource-discovery-problem:
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  ai_summary: Insights into mitigating duplicate development projects inside massive
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https://github.blog/news-insights/company-news/github-welcomes-the-openjdk-project:
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  description: ''
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  ai_summary: An industry milestone announcement detailing the successful migration
    of the OpenJDK source code and development infrastructure to GitHub under Project
    Skara. This transition streamlined pull requests, code reviews, and developer
    collaboration models.
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https://github.blog/news-insights/company-news/npm-has-joined-github:
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  ai_summary: Official announcement details the strategic acquisition of npm by GitHub,
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https://github.blog/news-insights/company-news/still-a-developer-just-outside-our-latest-github-shop-collection-is-here:
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https://github.blog/news-insights/company-news/token-authentication-requirements-for-api-and-git-operations:
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  ai_summary: Technical mandate detailing the deprecation of basic password auth for
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  ai_summary: This policy and empirical study details how researchers leverage the
    GitHub Innovation Graph database to measure national 'digital complexity'. By
    correlating geographic open-source activity with macro-economic metrics, the researchers
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https://github.blog/news-insights/product-news/create-pull-requests-in-vscode:
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  description: ''
  year: '2018'
  stars: 0
  ai_summary: Highlights the native evolution of the GitHub Pull Requests and Issues
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https://github.blog/news-insights/product-news/dependency-graph-now-supports-github-actions:
  title: 'github.blog: Dependency graph now supports GitHub Actions'
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  ai_summary: Introduces dependency graph native tracking for GitHub Actions. Provides
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    exposing vulnerabilities, and generating automatic Dependabot alert remedies across
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https://github.blog/news-insights/product-news/getting-started-with-github-actions-just-got-easier:
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  year: '2021'
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  ai_summary: Highlights major improvements to the starter workflow experience. Features
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    optimized, context-relevant pipeline templates.
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https://github.blog/news-insights/product-news/github-actions-now-supports-ci-cd:
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  ai_summary: The de facto standard enterprise platform for CI/CD, integrated natively
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https://github.blog/news-insights/product-news/github-cli-2-0-includes-extensions:
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  ai_summary: Product release overview for GitHub CLI v2.0, describing the integration
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https://github.blog/news-insights/product-news/github-copilot-is-generally-available-to-all-developers:
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  description: ''
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  ai_summary: Announces the general availability (GA) release model of GitHub Copilot
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https://github.blog/news-insights/product-news/github-copilot-x-the-ai-powered-developer-experience:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Launches GitHub Copilot X, integrating advanced conversational LLMs
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    Highlights the transition from raw autocomplete tools to full conversational software
    lifecycle management.
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https://github.blog/news-insights/product-news/introducing-githubs-openapi-description:
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  stars: 0
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https://github.blog/news-insights/product-news/take-your-local-github-sessions-anywhere:
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  year: '2026'
  stars: 4
  ai_summary: Announces the general availability of cross-device remote control sessions
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    synchronize active developer contexts and agentic execution states across CLI
    terminals, VS Code, and GitHub Mobile, allowing seamless transitions and on-the-go
    triage without resetting the agentic session history.
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  hierarchy:
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  tags:
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  reputation_status: Vetted
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https://github.blog/news-insights/product-news/work-with-github-actions-in-your-terminal-with-github-cli:
  title: 'github.blog: Work with GitHub Actions in your terminal with GitHub CLI'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Details how to configure, execute, and inspect active GitHub Actions
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    dispatch execution.
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https://github.blog/open-source/building-githubs-next-chapter-in-accessibility:
  title: Building GitHub's next chapter in accessibility
  description: Explore our update on GitHub's accessibility strategy, and learn how
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  year: '2026'
  stars: 4
  ai_summary: An analysis of GitHub's open-source accessibility roadmap, centering
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    include an AI-powered accessibility scanner utilizing Deque's axe-core engine
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    reflow and color-contrast violations. The update also highlights the new GitHub
    Enterprise Accessibility Advisory Panel (GAAP) to align platform features with
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  language: en
  resource_type: blog
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https://github.blog/open-source/gaming/beyond-the-engine-10-open-source-projects-shaping-how-games-actually-get-made:
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  description: A curated collection of ten high-impact open source tools supporting
    creative game development workflows beyond traditional engines.
  year: '2026'
  stars: 4
  ai_summary: A comprehensive compilation from the GitHub OSPO profiling key open-source
    utility projects that extend beyond standard game engines. The article highlights
    tools such as Blockbench, Pixelorama, and LDtk, which empower developers with
    structured asset, level, and audio processing. It serves as an excellent resource
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    creative tooling.
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  reputation_status: Vetted
  reputation_summary: Published by GitHub's official open-source program office, securing
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https://github.blog/open-source/gaming/dungeons-desktops-10-roguelikes-that-never-die-because-their-communities-wont-let-them:
  title: 'Dungeons and Desktops: 10 Roguelikes That Never Die (Because Their Communities
    Won''t Let Them)'
  description: Explores how passionate open source communities maintain and evolve
    decades-old roguelike games.
  year: '2026'
  stars: 4
  ai_summary: This GitHub Blog article analyzes the longevity of ten community-driven
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    maintain and evolve complex codebases over decades. It showcases the architectural
    impact of open-source collaboration, continuous fork mutations, and community-driven
    rewrites that preserve software usability without official enterprise backing.
    The study serves as a masterclass in community-centric software lifecycle resilience
    and open governance models.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
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  hierarchy:
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  - Community Curation
  - Long-term Maintenance
  tags:
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  - '[GUIDE]'
  v1_locations: []
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  youtube_mosaic: {}
  category: uncategorized
  reputation_status: Vetted
  reputation_summary: A highly discussed blog post in the open-source community detailing
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https://github.blog/open-source/git/commits-are-snapshots-not-diffs:
  title: 'github.blog: Commits are snapshots, not diffs'
  description: ''
  year: '2020'
  stars: 5
  ai_summary: A critical look at Git's internal object store, showing that Git stores
    commits as complete Directed Acyclic Graph (DAG) snapshots rather than delta changesets.
    Evaluates how content-addressable storage (SHA hashes), tree objects, and packfile
    compression optimize repository performance.
  language: English
  resource_type: Blog Post
  complexity: Advanced
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  status: online
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Version Control
  - Git Internals
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://github.blog/open-source/git/get-up-to-speed-with-partial-clone-and-shallow-clone:
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  description: ''
  year: '2020'
  stars: 5
  ai_summary: Explains how to optimize clone performance in extremely large codebases
    using partial clones (blobless and treeless) and shallow clones. Compares how
    these strategies reduce network payloads and local disk consumption, making them
    ideal for high-throughput CI/CD runtimes.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  - Monorepos and Performance
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://github.blog/open-source/git/git-credential-manager-core-building-a-universal-authentication-experience:
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  description: ''
  year: '2020'
  stars: 3
  ai_summary: Explains the design philosophy and inner workings of Git Credential
    Manager Core. Discusses how it establishes a universal, unified authentication
    standard across Windows, macOS, and Linux, ensuring secure-by-default credential
    caching for enterprise environments.
  language: N/A
  resource_type: Blog
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://github.blog/open-source/git/highlights-from-git-2-28:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: Review of the features introduced in Git 2.28, detailing the init.defaultBranch
    configuration options and internal hashing optimizations to support modern security
    workflows.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  - Releases
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://github.blog/open-source/git/highlights-from-git-2-40:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Analyzes structural performance updates and feature introductions in
    Git 2.40. Highlights include rewrites of legacy helper scripts like 'git jump'
    and 'git add --interactive' into native C, improving cross-platform compatibility
    and system execution speed across massive scale enterprise mono-repos.
  language: English
  resource_type: Changelog
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://github.blog/open-source/git/how-to-undo-almost-anything-with-git:
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  ai_summary: Authoritative GitHub guide detailing tree restoration strategies. Employs
    git reflog, commit reverts, soft/hard resets, and stash management to repair repository
    configuration states.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Git Troubleshooting
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  v1_locations: []
  v2_locations:
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https://github.blog/open-source/maintainers/github-actions-update-helping-maintainers-combat-bad-actors:
  title: 'github.blog: GitHub Actions update: Helping maintainers combat bad actors'
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  year: '2021'
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  ai_summary: Highlights GitHub security countermeasures designed to prevent cryptojacking
    and resource abuse in public actions. Documents the requirement for manual approval
    of workflows initiated by first-time external contributors.
  language: None
  resource_type: Blog
  complexity: Intermediate
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  status: online
  addition_method: manual
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  - Open Source Workflows
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https://github.blog/security/application-security/git-credential-manager-authentication-for-everyone:
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  year: '2022'
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  ai_summary: Details structural security updates inside Git Credential Manager to
    address multi-factor authentication on GitHub and Azure DevOps. Explains background
    processes managing secure local keychain interactions to prevent token leakage.
  language: English
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  hierarchy:
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https://github.blog/security/application-security/how-exposed-is-your-code-find-out-in-minutes-for-free:
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  ai_summary: Guides users in configuring GitHub's integrated developer security capabilities
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    configuring automated pipelines to safeguard repository secrets prior to creating
    deployment packages. Speeds up software supply-chain validation workflows.
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  status: online
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  hierarchy:
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https://github.blog/security/application-security/implementing-least-privilege-for-secrets-in-github-actions:
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  year: '2021'
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  ai_summary: Analyzes implementation strategies to enforce least privilege access
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    token permissions, limit execution environments, and safeguard production secrets.
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https://github.blog/security/application-security/token-authentication-requirements-for-git-operations:
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  ai_summary: Details GitHub's transition away from legacy basic password authentication
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    protocols (fine-grained vs. classic), SSH key strategies, and automated credential
    manager operations.
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  hierarchy:
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  tags:
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https://github.blog/security/investigating-unauthorized-access-to-githubs-internal-repositories:
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  ai_summary: A critical security investigation update detailing GitHub's response
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  youtube_mosaic: {}
  category: devsecops
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  hierarchy:
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  tags:
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  v1_locations: []
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  youtube_mosaic: {}
  category: devsecops
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  reputation_summary: Widely discussed in the security research community. The update
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https://github.blog/security/supply-chain-security/github-supply-chain-security-features-go-community:
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  year: '2021'
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  ai_summary: Details deployment of automated dependency parsing, vulnerability detection
    databases (GitHub Advisory Database), and automated security pull requests (Dependabot)
    directly targeting the Go package ecosystem.
  language: Go
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  tags:
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https://github.blog/security/supply-chain-security/safeguard-container-signing-capability-actions:
  title: 'github.blog: Safeguard your containers with new container signing capability
    in GitHub Actions (cosign)'
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  year: '2022'
  stars: 5
  ai_summary: Establishes secure container build pipelines by integrating Sigstore
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    static private keys, signing container images with ephemeral, keyless certificates.
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  status: online
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  tags:
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https://github.com/01mf02/jaq:
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  year: '2025'
  stars: 5
  ai_summary: A modern clone of jq built in Rust, engineered for lightning-fast configuration
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  language: Rust
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  complexity: Medium
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https://github.com/10tanmay100/MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS:
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  ai_summary: A template project exploring end-to-end MLOps strategies for medical
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  hierarchy:
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https://github.com/2-alchemists/krossboard:
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  ai_summary: Krossboard provides multi-cluster aggregation of system footprints and
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  language: Go
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https://github.com/2-alchemists/krossboard-kubernetes-operator:
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https://github.com/23andMe/Yamale:
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  year: '2022'
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https://github.com/4ARMED/kubeletmein:
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  year: '2019'
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https://github.com/99designs/aws-vault:
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https://github.com/ABZ-Aaron/CheatSheets:
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https://github.com/ABZ-Aaron/cheat-sheets:
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  ai_summary: An intensive SQL compilation focusing on relational queries. Highlights
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https://github.com/AICoE/OpenShiftKubeAudit:
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  ai_summary: A compliance auditing utility designed specifically to scan Red Hat
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https://github.com/Abhisheksinha1506/Collection-of-Useful-Scripts:
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https://github.com/Abhisheksinhacoder/collection-of-useful-scripts:
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https://github.com/AbsaOSS/k8gb:
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  ai_summary: K8GB is a cloud-native, Kubernetes-native Global Server Load Balancing
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https://github.com/AdamRussak/k8f:
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  ai_summary: K8f simplifies local microservice debugging by providing a graphical
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https://github.com/AdminTurnedDevOps/CapabilityPE:
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https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS:
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https://github.com/AdminTurnedDevOps/Terraform-The-Hard-Way:
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https://github.com/AdminTurnedDevOps/kubernetes-examples:
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https://github.com/AdminTurnedDevOps/kubernetes-in-production-examples:
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https://github.com/Alishahryar1/free-claude-code:
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  ai_summary: This popular open-source local proxy intercepts Anthropic API calls
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https://github.com/Altinity/clickhouse-operator:
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  year: '2024'
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  ai_summary: The enterprise standard ClickHouse Operator developed by Altinity. Automates
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https://github.com/Andrew-Klaas/hashi-k8s-demo:
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https://github.com/Ankit404butfound/PyWhatKit:
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https://github.com/App-vNext/Polly:
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https://github.com/Asabeneh/30-Days-Of-Python:
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https://github.com/Azure-Samples:
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https://github.com/Azure-Samples/api-management-workspaces-migration:
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https://github.com/Azure-Samples/azure-ai-studio-secure-bicep:
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https://github.com/Azure-Samples/azure-ai-studio-secure-bicep/blob/main/bicep/managedvnet/README.md:
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https://github.com/Azure-Samples/azure-load-testing-samples:
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https://github.com/Azure-Samples/azure-pipelines-remote-tasks:
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https://github.com/Azure-Samples/azure-pipelines-variable-templates:
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https://github.com/Azure-Samples/jenkins-terraform-azure-example:
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https://github.com/Azure-Samples/jmeter-aci-terraform:
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https://github.com/Azure/AZVerify:
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https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update:
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https://github.com/Azure/Microsoft-Defender-for-Cloud/tree/main/Workbooks/Network%20Security%20Dashboard:
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https://github.com/Azure/aad-pod-identity:
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https://github.com/Azure/apiops:
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https://github.com/Azure/awesome-terraform:
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https://github.com/Azure/azqr:
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https://github.com/Azure/aztfexport:
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https://github.com/Azure/azure-workload-identity:
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https://github.com/Azure/bicep:
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https://github.com/Azure/draft:
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https://github.com/Azure/eraser:
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https://github.com/Azure/migration:
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https://github.com/Azure/placement-policy-scheduler-plugins:
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https://github.com/Azure/terraform-azurerm-aks:
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https://github.com/Azure/terraform-azurerm-caf-enterprise-scale:
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https://github.com/Azure/vscode-kubernetes-tools:
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https://github.com/BBVA/sqerzo:
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https://github.com/BMW-InnovationLab:
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https://github.com/Banno/asdf-kubectl:
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https://github.com/Berops/claudie:
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  ai_summary: Claudie is an innovative multi-cloud Kubernetes cluster provisioner
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https://github.com/BishopFox/iam-vulnerable:
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https://github.com/BrandonPotter/kubergui:
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https://github.com/BrianCollet/onboard-automator:
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https://github.com/BurntSushi/xsv:
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https://github.com/CASIA-IVA-Lab/FastSAM:
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https://github.com/CASIA-LMC-Lab/FastSAM:
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https://github.com/CastawayEGR/openshift-ai-examples:
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https://github.com/Checkmarx/kics:
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https://github.com/Clivern/Beetle:
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https://github.com/Cloud-Architekt/AzureAD-Attack-Defense:
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https://github.com/Comcast/kuberhealthy:
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https://github.com/ContainerSSH/ContainerSSH:
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https://github.com/ContainerSolutions/ImageWolf:
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https://github.com/ContainerSolutions/delayed-jobs-operator:
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https://github.com/ContainerSolutions/kubernetes-examples:
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https://github.com/CoolerVoid/codecat:
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https://github.com/CrunchyData:
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https://github.com/DATA-DOG/go-sqlmock:
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https://github.com/DaspawnW/vault-crd:
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https://github.com/DataCater/datacater:
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https://github.com/DataExpert-io/data-engineer-handbook:
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https://github.com/DevOps-Nirvana/Grafana-Dashboards:
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https://github.com/DevOps-Nirvana/Kubernetes-Volume-Autoscaler:
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https://github.com/DevOps-Projects-Ideas/DevOps-Books:
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https://github.com/DevOpsHiveHQ/kubech:
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https://github.com/DhruvinSoni30/Terraform_multiple_modules:
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https://github.com/DontShaveTheYak/jenkins-std-lib:
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https://github.com/Droogans/unmaintainable-code:
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https://github.com/DustinBrett/daedalOS:
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https://github.com/Efrat19/kubeload:
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https://github.com/ElYusubov/AWESOME-Azure-Bicep:
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https://github.com/ElanShudnow/AzureCode:
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https://github.com/ElanShudnow/AzureCode/blob/main/PowerShell/AzVNETOverlap/README.md:
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https://github.com/ElanShudnow/AzureCode/tree/main/PowerShell/AzResourceMoveSupport:
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https://github.com/ElementTech/kube-reqsizer:
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https://github.com/Email-Dashboard/Email-Dashboard:
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https://github.com/ExtendDB/extenddb/pull/54:
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https://github.com/FairwindsOps/gemini:
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https://github.com/FairwindsOps/goldilocks:
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https://github.com/FairwindsOps/gonogo:
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https://github.com/FairwindsOps/pluto:
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  ai_summary: An essential static analysis tool that inspects files, Helm releases,
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https://github.com/FairwindsOps/polaris:
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https://github.com/FairwindsOps/rbac-manager:
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https://github.com/FairwindsOps/saffire:
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https://github.com/G-Research/armada:
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https://github.com/GalleyBytes/terraform-operator:
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  ai_summary: Executes declarative Terraform pipelines natively as custom resources
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https://github.com/GambitResearch/kubeonoff:
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  ai_summary: A simple web dashboard designed to allow non-technical team members
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https://github.com/GhostWriters/DockSTARTer:
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  ai_summary: A user-friendly CLI utility designed to simplify the configuration and
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https://github.com/GitCredentialManager/git-credential-manager:
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https://github.com/GitHubSecurityLab/actions-permissions:
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https://github.com/GoodforGod/java-logger-benchmark:
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https://github.com/GoogleCloudPlatform:
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https://github.com/GoogleCloudPlatform/awesome-google-cloud:
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https://github.com/GoogleCloudPlatform/buildpacks:
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https://github.com/GoogleCloudPlatform/click-to-deploy/tree/master/k8s/sonarqube:
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https://github.com/GoogleCloudPlatform/cloud-code-samples:
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https://github.com/GoogleCloudPlatform/elcarro-oracle-operator:
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https://github.com/GoogleCloudPlatform/golang-samples:
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https://github.com/GoogleCloudPlatform/k8s-config-connector:
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https://github.com/GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp:
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https://github.com/GoogleCloudPlatform/terraformer:
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https://github.com/GoogleContainerTools/container-structure-test:
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https://github.com/GoogleContainerTools/jib:
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https://github.com/GoogleContainerTools/kaniko:
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https://github.com/HewlettPackard/terraschema:
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https://github.com/HolmesGPT/holmesgpt:
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https://github.com/HopopOps/k8s-ldap-auth:
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  ai_summary: A lightweight Kubernetes webhook authentication service interfacing
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https://github.com/IBM/CP4MCM-SDK:
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https://github.com/IBM/argocd-vault-plugin:
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https://github.com/IBM/varnish-operator:
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  ai_summary: A specialized Kubernetes Operator developed by IBM to deploy, manage,
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https://github.com/Ileriayo/markdown-badges:
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  ai_summary: A massive curated catalog of dynamic, consistent, and beautiful SVG
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https://github.com/Isan-Rivkin/kube_query:
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https://github.com/IvanJosipovic/KubeUI:
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https://github.com/JFolberth/TheYAMLPipelineOne:
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  ai_summary: An open-source pipeline framework showcasing advanced DRY (Don't Repeat
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https://github.com/JFryy/qq:
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https://github.com/JPCERTCC/LogonTracer:
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  ai_summary: Incident response tool mapping Active Directory authentication logs
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https://github.com/JamesTGrant/kubectl-debug:
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  ai_summary: A kubectl plugin designed to launch temporary debugging containers within
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https://github.com/JeanBaptisteWATENBERG/junit5-kubernetes:
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  ai_summary: A JUnit 5 extension that allows Java developers to integrate Kubernetes
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https://github.com/JovianX/Service-Hub:
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  ai_summary: Service-Hub is a self-service platform dashboard designed to turn Helm
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https://github.com/JovianX/helm-release-plugin:
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  ai_summary: Utility command plugin allowing cluster administrators to inspect, unpack,
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https://github.com/JulianHayward/AzADServicePrincipalInsights:
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  ai_summary: Automated reporting utility designed to audit Entra ID (Azure AD) Service
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https://github.com/Juniper/Junos-terraform:
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  ai_summary: The JUNOS Terraform Automation Framework (JTAF) auto-generates custom
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https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry:
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https://github.com/K8Studio/K8studio:
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  ai_summary: A feature-rich desktop client that constructs interactive, dynamic node
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https://github.com/KWasm/podman-wasm:
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  ai_summary: Part of the KWasm ecosystem, podman-wasm integrates WebAssembly runtimes
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https://github.com/KnicKnic/temp-kubernetes-ci:
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  ai_summary: A CI framework designed to spin up ephemeral Kubernetes instances dynamically
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https://github.com/Kubeinit/kubeinit:
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  ai_summary: An Ansible-driven framework designed to automate the installation and
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https://github.com/Kubermatic/Kubermatic:
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  ai_summary: Kubermatic Kubernetes Platform (KKP) is a high-performance multi-cluster
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https://github.com/KurtGokhan/tegaki:
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https://github.com/KusionStack/kusion:
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https://github.com/Kyrremann/kubectl-eksporter:
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  ai_summary: A kubectl plugin designed to clean and extract manifest files directly
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https://github.com/LeCoupa/awesome-cheatsheets:
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https://github.com/LerryAlexander/postman_jenkins_api_tests:
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  ai_summary: Curator Insight focuses on running automated Postman test suites through
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https://github.com/Levi-Michael/boto3-ec2-s3-management:
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  ai_summary: A lightweight Python-based tool leveraging Boto3 to programmatically
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https://github.com/Lightning-AI/engineering-class:
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https://github.com/Lightning-AI/engineering-class/blob/main/ep08-github-pr/Ep08-ShowNotes.md:
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  ai_summary: A detailed educational guide focused on pull request hygiene. Outlines
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https://github.com/Lightning-AI/engineering-class/blob/main/ep09-github-collab/Ep09-ShowNotes.md:
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https://github.com/LovesCloud/java-groovy-docker:
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https://github.com/LukeMwila/bootstrap-rke-cluster-in-aws:
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  ai_summary: An automation playbook demonstrating how to bootstrap highly available
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https://github.com/MOZGIII/port-map-operator:
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  ai_summary: An operator that automates mapping physical node ports or external router
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https://github.com/Maelstromage/Log4jSherlock:
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  ai_summary: A Python utility designed to scan compiled archives (JAR, WAR, EAR)
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https://github.com/ManagedKube/kubernetes-common-services:
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  ai_summary: A curated repository hosting template manifests and configuration blueprints
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https://github.com/ManagedKube/kubernetes-development-environment-in-a-box:
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  ai_summary: An early local development kit utilizing Vagrant and VirtualBox VMs.
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https://github.com/Masterminds/sprig:
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  ai_summary: Curator Insight presents Sprig as a comprehensive library of template
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https://github.com/Mathieu-Desrochers/Learning-Go:
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https://github.com/MatthewCYLau/gcp-react-gke-terraform:
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  ai_summary: Infrastructure-as-Code repository containing templates to construct
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https://github.com/MatthewCYLau/node-express-typescript-k8-gke:
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https://github.com/MichaelCade/90DaysOfDevOps:
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  ai_summary: An intensive, community-acclaimed learning curriculum tracking systems
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https://github.com/MichaelMure/git-bug:
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https://github.com/Michaelpalacce/SimpleSecrets:
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  year: '2022'
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  ai_summary: An experimental secrets management utility that simplifies distributing
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https://github.com/Microsoft/azure-pipelines-tasks:
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  ai_summary: The official open-source repository containing the task libraries that
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https://github.com/MiteshSharma/PrometheusWithGrafana:
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https://github.com/MnrGreg/kubectl-node-restart:
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  ai_summary: A fast-acting kubectl plugin that coordinates the safe rolling restart
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  hierarchy:
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https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts:
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  ai_summary: Provides advanced scripts designed to audit protection baselines, test
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https://github.com/NCCloud/mayfly:
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  year: '2025'
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  ai_summary: Mayfly introduces time-to-live policies on generic Kubernetes resources
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https://github.com/NVIDIA/gpu-operator:
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https://github.com/NVIDIA/k8s-device-plugin:
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https://github.com/NVIDIA/nvidia-docker/blob/8c0eeba474cace48fdb8216f518063db2bd2d4d1/tools/src/nvidia/volumes.go#L103:
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https://github.com/Neoteroi/essentials-configuration-keyvault:
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https://github.com/Netcracker/KubeMarine:
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https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey:
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https://github.com/Netflix/consoleme:
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https://github.com/Netflix/metaflow:
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https://github.com/NielsRogge/Transformers-Tutorials:
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https://github.com/NimbleArchitect/kubectl-ice:
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https://github.com/NirDiamant/agents-towards-production:
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https://github.com/Noovolari/awesome-cloudops:
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https://github.com/NuGet/docs.microsoft.com-nuget/blob/main/docs/reference/nuspec.md:
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https://github.com/OT-CONTAINER-KIT/logging-operator:
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https://github.com/OT-CONTAINER-KIT/mongodb-operator:
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https://github.com/OT-CONTAINER-KIT/redis-operator:
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https://github.com/OWASP/www-project-kubernetes-top-ten:
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https://github.com/OctopusDeploy/Octopus-TeamCity:
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  year: '2026'
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  ai_summary: A specialized Integration plugin designed to link JetBrains TeamCity
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https://github.com/OctopusDeploy/go-octopusdeploy:
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  ai_summary: The official Go client library designed to facilitate programmatic interaction
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https://github.com/OpenFunction/OpenFunction:
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  ai_summary: A CNCF Sandbox project delivering an enterprise-grade cloud-native FaaS
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https://github.com/OpenHFT/Java-Thread-Affinity:
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  year: '2022'
  stars: 4
  ai_summary: Highly optimized library that binds Java execution threads to specific
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https://github.com/OpenSLO/OpenSLO:
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  ai_summary: The vendor-agnostic OpenSLO specification defines standard YAML schemas
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https://github.com/OpenShiftDemos:
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  ai_summary: A central repository for community-created deployment scenarios and
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https://github.com/OpenShiftDemos/sonarqube-openshift-docker:
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  ai_summary: A custom Docker build configuration designed to host SonarQube instances
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https://github.com/OvidiuBorlean/kubectl-sockperf:
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  ai_summary: A specialized plugin designed to run sockperf-based latency and throughput
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https://github.com/OvidiuBorlean/kubectl-windumps:
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  ai_summary: A legacy kubectl command-line utility facilitating TCP packet captures
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https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices:
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  stars: 1
  ai_summary: Code assets companion for the Packt book, containing production-ready
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https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook:
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  year: '2022'
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  ai_summary: Architectural repository covering modern cloud design topologies, zero-trust
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https://github.com/PacoVK/tapir:
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  stars: 5
  ai_summary: An open-source utility designed to render interactive visual representations
    of Terraform execution plans. Helps teams review deep changes, resource recreations,
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  language: Go
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https://github.com/PaloAltoNetworks/rbac-police:
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  year: '2026'
  stars: 2
  ai_summary: RBAC Police is a specialized scanning tool built to discover and report
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    could use to gain administrative control. It remains an active security tool for
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  status: online
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https://github.com/PatrickJS/awesome-angular:
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  year: '2026'
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  ai_summary: A comprehensive curated collection of modules, state management patterns
    (NgRx), and testing pipelines for the Angular framework. Primarily useful for
    frontend web development teams constructing large-scale enterprise administration
    panels and dashboard portals. Includes dynamic blueprints for client-side single
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  language: TypeScript
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  complexity: Intermediate
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https://github.com/PaulJuliusMartinez/jless:
  title: jless
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https://github.com/PhilippeChepy/exoscale-kubernetes-crio:
  title: Autoscalable Kubernetes cluster at Exoscale, using Packer and Terraform
  description: ''
  year: '2020'
  stars: 0
  ai_summary: 'An IaC blueprint using Packer and Terraform to deploy an auto-scaling
    cluster on Exoscale with CRI-O. Curator Insight vs Live Grounding: The repository
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    pools with native container engines.'
  language: HCL/Packer
  resource_type: Repository
  complexity: Advanced
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https://github.com/Playtika/testcontainers-spring-boot:
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https://github.com/PlaytikaOSS/testcontainers-spring-boot:
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https://github.com/Portshift/Kubei:
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https://github.com/Praqma/helmsman:
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https://github.com/Pscheidl/kubectl-explorer:
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https://github.com/Pscheidl/kubexplorer:
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https://github.com/PyGithub/PyGithub:
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https://github.com/Qovery/pleco:
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https://github.com/Quentin-M/etcd-cloud-operator:
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https://github.com/Ramilito/kubediff:
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https://github.com/Ramilito/kubesess:
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  ai_summary: A multi-session context manager that isolates Kubernetes session configs
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https://github.com/Reaimua/AWS-CLI-Uploader-Project:
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  ai_summary: An educational repository containing custom scripts to automate file
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https://github.com/ReallyLiri/kubescout:
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  ai_summary: An event diagnostic utility that scans logs and cluster events to track
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https://github.com/RedisLabs/redis-enterprise-k8s-docs:
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  ai_summary: Technical deployment documentation for organizing enterprise-grade Redis
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https://github.com/Rested/portfall:
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  year: '2024'
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  ai_summary: Portfall is a modern desktop application for managing Kubernetes port-forwarding
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https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zero%20Trust%20Architecture:
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  ai_summary: An enterprise-grade architectural blueprint that implements a secure,
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https://github.com/RoseSecurity/Terramaid:
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https://github.com/SAP-archive/kubernetes-deployment-orchestrator:
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  stars: 1
  ai_summary: An archived, experimental orchestrator developed by SAP to coordinate
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https://github.com/SAP/jenkins-library:
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https://github.com/SAP/kubernetes-deployment-orchestrator:
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https://github.com/Salaboy/from-monolith-to-k8s:
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  ai_summary: A comprehensive practical blueprint mapping out the refactoring of monolithic
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https://github.com/Saniewski/mongo-express-docker-extension:
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  ai_summary: A specialized Docker Desktop extension embedding Mongo Express tools
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https://github.com/Shopify/kubeaudit:
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  ai_summary: 'Shopify''s kubeaudit is a popular open-source tool targeting configuration
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https://github.com/SigNoz/signoz:
  title: "==SigNoz: Open source Application Performance Monitoring (APM) & Observability'
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  year: '2026'
  stars: 5
  ai_summary: A massive open-source APM and observability platform natively integrated
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    in a unified, high-performance UI backed by ClickHouse. Widely recognized as a
    major open-source competitor to Datadog.
  language: Go
  resource_type: Service
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https://github.com/SimonTheLeg/konf-go:
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  stars: 2
  ai_summary: Konf-go is a high-performance, lightweight kubeconfig manager written
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https://github.com/SkalskiP/top-cvpr-2023-papers:
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  year: '2023'
  stars: 5
  ai_summary: A curated reference hub detailing top-performing papers and breakthroughs
    from CVPR 2023. Synthesizes vital engineering advancements across object detection,
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  resource_type: Repository
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https://github.com/Skarlso/crd-to-sample-yaml:
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  year: '2025'
  stars: 1
  ai_summary: A specialized CLI tool designed to parse complex Kubernetes Custom Resource
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  language: Go
  resource_type: CLI Tool / Library
  complexity: Intermediate
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https://github.com/Skyvern-ai/Skyvern:
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https://github.com/SparebankenVest/azure-key-vault-to-kubernetes:
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https://github.com/SquadcastHub/awesome-sre-tools:
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https://github.com/StackStorm:
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https://github.com/StarpTech/k-andy:
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https://github.com/Stono/kconmon:
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https://github.com/SymbioticLab/Oobleck:
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https://github.com/TabularisDB/tabularis/blob/main/README.es.md:
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https://github.com/TerraHubCorp/terraform-google-automation-demo:
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https://github.com/TheJambo/awesome-testing:
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https://github.com/TheYkk/synator:
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https://github.com/Thiht/smocker:
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https://github.com/TrackMaven/getting-started-with-drf-angular/tree/part-2:
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https://github.com/Trendyol/kink:
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  ai_summary: KinK (Kubernetes in KinD) facilitates running KinD (Kubernetes in Docker)
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https://github.com/Trendyol/kubectl-view-webhook:
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https://github.com/Trolley-MGMT/trolleymgmt:
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https://github.com/Tronde/ansible-role-rhel-patchmanagement:
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https://github.com/UnderGreen/ansible-prometheus-node-exporter:
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https://github.com/Unitech/pm2:
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https://github.com/VictoriaMetrics/operator:
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https://github.com/Vigneshwari-08/Server_Log-Analyzer-Intrusion-Detector:
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https://github.com/VikParuchuri/surya:
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https://github.com/Wilfred/difftastic:
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https://github.com/William-Yeh/ansible-prometheus:
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https://github.com/XI-lab/PyExPool:
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https://github.com/XingangPan/DragGAN:
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https://github.com/XtratusCloud/terraform-provider-azureipam:
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https://github.com/XuehaiPan/nvitop:
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https://github.com/YannickRe/msgraph-utility-scripts:
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https://github.com/a8m/golang-cheat-sheet:
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https://github.com/aabouzaid/kubech:
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https://github.com/aalmiray/q-cli:
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https://github.com/aarondl/sqlboiler:
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https://github.com/abahmed/kwatch:
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https://github.com/abessifi/ansible-sqlplus:
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https://github.com/abhirockzz/kubexpose-operator:
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https://github.com/abhishek-ch/around-dataengineering:
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https://github.com/aca/go-kubectx:
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https://github.com/acantril/learn-cantrill-io-labs:
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https://github.com/acidonper/jump-app-docs:
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https://github.com/acorn-io/acorn:
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https://github.com/actions-runner-controller/actions-runner-controller:
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https://github.com/actions/actions-runner-controller:
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https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet:
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https://github.com/adaptant-labs/k8s-auto-labeller:
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https://github.com/adaptant-labs/k8s-dt-node-labeller:
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https://github.com/adaptant-labs/k8s-node-label-monitor:
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https://github.com/admindroid-community/powershell-scripts:
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https://github.com/adriannovegil/awesome-observability:
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https://github.com/aelsabbahy/goss:
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https://github.com/ahas-sigs/kube-ebpf-exporter:
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https://github.com/ahmetb/kubectl-aliases:
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  year: '2026'
  stars: 5
  ai_summary: An automated system that generates systematic shell aliases for 'kubectl',
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    by programmatic expansion of over 800 permutations of flags and subcommands, allowing
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https://github.com/ahmetb/kubectl-foreach:
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  year: '2025'
  stars: 1
  ai_summary: kubectl-foreach is a highly efficient plugin that runs kubectl commands
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  hierarchy:
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https://github.com/ahmetb/kubectl-tree:
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  year: '2025'
  stars: 5
  ai_summary: A crucial kubectl plugin that queries Kubernetes APIs to visually construct
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  resource_type: CLI Plugin
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  hierarchy:
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https://github.com/ahmetb/kubectx:
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  year: '2026'
  stars: 5
  ai_summary: Highly optimized command-line utilities for switching context configurations
    and namespaces inside kubectl. Indispensable for multi-cluster environments, they
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  hierarchy:
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https://github.com/ahmetb/kubernetes-network-policy-recipes:
  title: "==ahmetb/kubernetes-network-policy-recipes== \U0001F31F"
  description: ''
  year: '2021'
  stars: 5
  ai_summary: The premier open-source repository for reusable NetworkPolicy templates.
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  language: YAML
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https://github.com/aidansteele/secretsctx:
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  ai_summary: A Go-based runtime library designed to inject dynamic secrets from external
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  hierarchy:
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https://github.com/aimhubio/aim:
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  stars: 4
  ai_summary: Aim is an open-source, highly responsive experiment tracking and visualization
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https://github.com/airwallex/k8s-pod-restart-info-collector:
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  ai_summary: An automated utility designed to capture and log state configuration,
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https://github.com/ajayk/drifter:
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  year: '2021'
  stars: 5
  ai_summary: Drifter is a CLI utility designed to detect structural configuration
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    baseline templates, it identifies configuration changes. This tool provides lightweight
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https://github.com/ajmyyra/ambassador-auth-oidc:
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https://github.com/akuity/awesome-argo:
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  year: '2026'
  stars: 3
  ai_summary: A duplicate entry detailing the CNCF Argo ecosystem configurations.
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https://github.com/akuity/kargo:
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  year: '2023'
  stars: 5
  ai_summary: Kargo is a GitOps-native application promotion engine that coordinates
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  resource_type: GitOps Controller
  complexity: Advanced
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https://github.com/akullpp/awesome-java:
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  year: '2026'
  stars: 5
  ai_summary: A premier directory of validated Java frameworks, high-performance serialization
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    Essential for legacy modernization projects and enterprise-grade distributed systems.
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  hierarchy:
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https://github.com/alcideio/advisor:
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  year: '2026'
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  ai_summary: Alcide Advisor is an agentless security tool originally engineered to
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  language: Go
  resource_type: Static Analyzer
  complexity: Intermediate
  is_microservice: false
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https://github.com/alcideio/rbac-tool:
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  year: '2025'
  stars: 3
  ai_summary: RBAC Tool is a powerful suite designed to simplify, audit, and generate
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    visual dependency graphs, and lookup capabilities to quickly ensure compliance
    with the least privilege security model.
  language: Go
  resource_type: CLI / Visual Analyzer
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: c8448727bac561737be07944f0ac776fb84063cafeabccdd3fdcebbd63aa30ab
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  hierarchy:
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https://github.com/alcideio/skan:
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  year: '2020'
  stars: 2
  ai_summary: sKan (by Alcide) was an early static analysis tool for scanning configuration
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    archived, with modern platforms choosing robust, active alternatives such as Checkov.
  language: Go
  resource_type: CLI Scanner
  complexity: Simple
  is_microservice: false
  status: online
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https://github.com/alexellis/k3sup:
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https://github.com/alexellis/registry-creds:
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https://github.com/alexellis/run-job:
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https://github.com/aliesbelik/awesome-jmeter:
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https://github.com/allure-framework/allure2:
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https://github.com/amazon-archives/aws-training-demo:
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https://github.com/amazon-archives/aws-waf-sample:
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https://github.com/amelbakry/kubernetes-active-passive:
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https://github.com/anchore/grype:
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https://github.com/anchore/syft:
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https://github.com/anderseknert/awesome-opa:
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https://github.com/andrewpuch/nagios_setup:
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https://github.com/andrewstetsenko/tech-jobs-with-relocation:
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https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md:
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https://github.com/ansible-collections:
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https://github.com/ansible-collections/amazon.aws:
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https://github.com/ansible/awx:
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https://github.com/ansible/awx-operator:
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https://github.com/ansistrano:
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https://github.com/anthonysterling/setec:
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https://github.com/antonarhipov/awesome-apm:
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https://github.com/antonbabenko/terraform-best-practices:
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https://github.com/antonbabenko/terraform-skill:
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https://github.com/antrea-io/antrea:
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https://github.com/apache/activemq-artemis:
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https://github.com/apache/apisix:
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https://github.com/apache/artemis:
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https://github.com/apache/dolphinscheduler:
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https://github.com/apache/maven-mvnd:
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https://github.com/apache/tomcat-jakartaee-migration:
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  ai_summary: A command-line utility designed to automatically migrate legacy Java
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https://github.com/apicurio/apicurio-registry:
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  year: '2026'
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  ai_summary: Apicurio Registry is an open-source, high-performance centralized schema
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https://github.com/apk8s/k3s-gitlab:
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  ai_summary: An automation repository dedicated to bootstrapping a local K3s runtime
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https://github.com/aporia-ai/kubesurvival:
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  ai_summary: A scanning utility that audits existing clusters to determine the absolute
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https://github.com/aporia-ai/mlplatform-workshop:
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  ai_summary: A hands-on technical workshop repository showcasing the design of an
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https://github.com/app-sre/qontract-server:
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  ai_summary: An enterprise configuration server that leverages GraphQL to manage
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    of App-SRE tooling, it facilitates continuous delivery by organizing configuration
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https://github.com/appscode/guard:
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https://github.com/appvia/cosign-keyless-admission-webhook:
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  year: '2021'
  stars: 1
  ai_summary: A specialized admission webhook enforcing keyless container signature
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https://github.com/appvia/kev:
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https://github.com/appvia/krane:
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  year: '2020'
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  ai_summary: 'Curator Insight: An open-source Kubernetes RBAC static analysis tool
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    Live Grounding: The repository is archived and inactive for over 4 years. While
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https://github.com/appvia/tako:
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  ai_summary: A tool to orchestrate application deployments on Kubernetes using Docker
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https://github.com/aquasecurity/cloudsec-icons:
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  ai_summary: An open-source library of dedicated cybersecurity and DevSecOps icons
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https://github.com/aquasecurity/kube-bench:
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  ai_summary: The industry standard tool to check whether Kubernetes clusters are
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https://github.com/aquasecurity/kube-hunter:
  title: "kube-hunter \U0001F31F"
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https://github.com/aquasecurity/starboard:
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  ai_summary: Starboard targets the unification of security scanners into a single,
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https://github.com/aquasecurity/trivy:
  title: trivy
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  year: '2026'
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  ai_summary: Aqua Security's Trivy is an exceptionally fast, highly versatile security
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https://github.com/argilla-io/argilla:
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  year: '2023'
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  ai_summary: Formerly Rubrix, Argilla is a premier open-source data curation platform
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  status: online
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  hierarchy:
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https://github.com/argoproj-labs/applicationset:
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https://github.com/argoproj-labs/argocd-autopilot:
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  ai_summary: An official Argo project opinionated tool designed to structure, install,
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https://github.com/argoproj-labs/argocd-vault-plugin:
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  year: '2023'
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  ai_summary: An indispensable Argo CD plugin built to inject secrets dynamically
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https://github.com/argoproj/applicationset:
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  stars: 5
  ai_summary: The standard orchestrator extending Argo CD to support multi-cluster
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https://github.com/argoproj/argo-cd/issues/25203:
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  ai_summary: 'This GitHub issue proposes a multi-step roadmap to upgrade the Argo
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    * Testing for regressions and ultimately upgrading to React 19.

    * Enhancing UI performance via automatic state update batching and asynchronous
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https://github.com/argoproj/argo-cd/pull/26601:
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https://github.com/armadaproject/armada:
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  year: '2020'
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https://github.com/arminc/k8s-platform-lcm:
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  ai_summary: An operations manager to track, audit, and upgrade cluster platform
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https://github.com/armory/minnaker:
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https://github.com/armosec/kubescape:
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https://github.com/armosec/regolibrary:
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https://github.com/arslanbilal/git-cheat-sheet:
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https://github.com/arttor/helmify:
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  ai_summary: An automation utility that converts standard declarative Kubernetes
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https://github.com/arun-gupta/docker-jenkins-pipeline:
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  ai_summary: Curator Insight structures this repository around running Docker-integrated
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https://github.com/asdf-community/asdf-kubectl:
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https://github.com/asim/go-micro:
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  year: N/A
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https://github.com/askmeegs/learn-istio:
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  ai_summary: An educational repository featuring early-day tutorials and configurations
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https://github.com/astral-sh/ruff:
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https://github.com/atinfo/awesome-test-automation:
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https://github.com/atombender/ktail:
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https://github.com/authelia/authelia:
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https://github.com/avelino/awesome-go:
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https://github.com/avencera/yamine:
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https://github.com/awesome-devops/awesome-ansible:
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https://github.com/aws-samples/service-catalog-engine-for-terraform-os:
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https://github.com/aws-samples/visualize-iam-access-analyzer-policy-validation-findings:
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https://github.com/aws-samples/well-architected-iac-analyzer:
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https://github.com/aws/amazon-ec2-metadata-mock:
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https://github.com/awslabs/amazon-ecr-credential-helper:
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https://github.com/awslabs/amazon-eks-ami/issues/183:
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https://github.com/awslabs/amazon-s3-tar-tool:
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https://github.com/awslabs/assisted-log-enabler-for-aws:
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https://github.com/awslabs/aws-cloudsaga:
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https://github.com/awslabs/aws-kubernetes-migration-factory:
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https://github.com/awslabs/aws-waf-sample:
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https://github.com/awslabs/cdk-eks-blueprints:
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https://github.com/awslabs/cdk8s:
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https://github.com/awslabs/eks-node-viewer:
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https://github.com/awslabs/karpenter:
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https://github.com/awslabs/specctl:
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https://github.com/awslabs/sustainability-scanner:
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https://github.com/awslabs/terraform-iam-policy-validator:
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  - AWS IAM
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  - '[DE FACTO STANDARD]'
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https://github.com/aylei/kubectl-debug:
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  description: ''
  year: '2020'
  stars: 5
  ai_summary: Originally a popular community-built plugin to launch debugging containers
    within target pods, `kubectl-debug` has largely been superseded by native Kubernetes
    Ephemeral Containers (`kubectl debug` command) in modern releases. This project
    remains a valuable reference for historical context and legacy cluster compatibility.
    For modern clusters, engineers are strongly advised to transition to built-in
    Kubernetes diagnostic commands.
  language: English
  resource_type: Repository
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: b2309f629a8415f2d35aa07424e4548a1f1d6c70147de61c3fb8af9aad70cfd9
  health_score: 100.0
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  discovered_at: '2023-10-19T02:52:57Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Troubleshooting Tooling
  - kubectl plugins
  tags:
  - '[DE FACTO STANDARD]'
  - '[LEGACY]'
  v1_locations:
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  gh_stars: 2305
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https://github.com/azohra/yaml.sh:
  title: azohra/yaml.sh
  description: ''
  year: '2021'
  stars: 2
  ai_summary: An experimental, pure Bash-based YAML parser designed to extract configurations
    without external runtime dependencies like Python or Node.js. It is a lightweight
    helper for minimal edge installations, though mostly inactive in terms of recent
    development.
  language: Bash
  resource_type: tool
  complexity: intermediate
  is_microservice: false
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  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - CLI Tools
  tags:
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  v2_locations:
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  gh_license: MIT
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https://github.com/azsk/DevOpsKit:
  title: Secure DevOps Kit for Azure
  description: ''
  year: '2024'
  stars: 3
  ai_summary: 'The Secure DevOps Kit for Azure (AzSK) provides scanning scripts, CI/CD
    extensions, and compliance templates for secure-by-default cloud engineering.
    Live Grounding: As of recent cycles, AzSK has transitioned to a legacy state with
    Microsoft recommending native Azure Policy and Microsoft Defender for Cloud. It
    remains a valuable historical reference for building automated security controls
    directly into enterprise deployment workflows.'
  language: PowerShell
  resource_type: Software Toolkit
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: b9783691731becff9ab8cc1bcd7a74dc41860191a4800d478e3ab5b7f50a0d8d
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  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Infrastructure Security
  - AzSK Toolkit
  tags:
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  v1_locations:
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  v2_locations:
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  gh_license: MIT
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https://github.com/azsk/DevOpsKit-docs:
  title: DevOpsKit-docs
  description: ''
  year: '2024'
  stars: 3
  ai_summary: The official documentation repository supporting the Secure DevOps Kit
    for Azure (AzSK). It outlines operational processes for deploying automated security
    checks in Azure DevOps pipelines and resource deployment validation. While native
    Azure tools have superseded AzSK, the structured policies and patterns detailed
    here still inform modern DevSecOps security baselines.
  language: Markdown
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
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  hierarchy:
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  - Infrastructure Security
  - AzSK Documentation
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  v1_locations:
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https://github.com/azure-devops:
  title: github.com/azure-devops
  description: ''
  year: '2026'
  stars: 0
  ai_summary: The main developer repository portal for Azure DevOps, cataloging extensions,
    migration tooling, and programmatic APIs required to integrate enterprise workflows
    with git-based operations.
  language: None
  resource_type: Repository
  complexity: Intermediate
  is_microservice: false
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https://github.com/azure-samples/avm-terraform-labs:
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  description: null
  year: null
  stars: null
  ai_summary: null
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https://github.com/azure/fleet:
  title: github.com/azure/fleet
  description: ''
  year: '2024'
  stars: 3
  ai_summary: Explores Azure Kubernetes Service (AKS) Fleet Manager, designed for
    multi-cluster fleet-wide management. Coordinates application rollouts, implements
    global ingress configurations, and automates orchestrator upgrades across distributed
    topologies.
  language: Go
  resource_type: Repository
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2026-06-10T09:34:42Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Container Orchestration
  - AKS Fleet Manager
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  gh_community_health: healthy
  gh_activity_checked: '2026-08-15T10:20:04.917418+02:00'
https://github.com/azure/mission-critical-online:
  title: 'github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical''
    Online Reference Implementation'
  description: ''
  year: '2026'
  stars: 5
  ai_summary: An industry-grade reference template demonstrating design strategies
    for mission-critical cloud applications on Azure. Implements active-active patterns,
    automated failover, and zero-downtime updates.
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  resource_type: Repository
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  status: online
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  discovered_at: '2025-01-14T14:51:10Z'
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  - '[DE FACTO STANDARD]'
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  gh_community_health: healthy
  gh_activity_checked: '2026-08-15T10:20:05.649034+02:00'
https://github.com/backstage/backstage:
  title: github.com/backstage/backstage
  description: ''
  year: '2026'
  stars: 5
  ai_summary: Backstage is an open-source framework created by Spotify for building
    customizable internal developer portals. It consolidates service catalogs, software
    templates, technical documentation, and observability plug-ins into a unified
    microservices-based control plane, radically reducing cognitive load.
  language: TypeScript
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  status: online
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  discovered_at: '2026-06-13T23:59:39Z'
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  geo_region: null
  hierarchy:
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  - IDP Tooling
  - Developer Portals
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
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https://github.com/backube/volsync:
  title: "VolSync \U0001F31F"
  description: ''
  year: '2026'
  stars: 5
  ai_summary: VolSync is an open-source Kubernetes operator developed by Backube to
    orchestrate cross-cluster persistent volume data replication. Supporting engines
    like rsync, rclone, and restic, it delivers a platform-agnostic framework for
    executing disaster recovery policies.
  language: Go
  resource_type: Operator
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2026-06-10T18:53:51Z'
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  hierarchy:
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  - Kubernetes Storage
  - Backup & Replication
  tags:
  - '[DE FACTO STANDARD]'
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https://github.com/badarsebard/terraforge:
  title: badarsebard/terraforge
  description: ''
  year: '2022'
  stars: 1
  ai_summary: Terraforge functions as an intuitive visual scaffolding platform engineered
    to streamline the baseline authoring of complex Terraform configurations. Developers
    can sketch resource boundaries visually and export clean HCL and variables. Though
    limited in enterprise scaling, it remains a valuable accelerator for rapid prototyping.
  language: JavaScript
  resource_type: Visual Tool
  complexity: Beginner
  is_microservice: false
  status: online
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  discovered_at: '2024-06-24T01:36:03Z'
  last_ai_eval: null
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  hierarchy:
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  - Terraform
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  v1_locations:
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  gh_activity_checked: '2026-08-15T10:20:07.779476+02:00'
https://github.com/bank-vaults/bank-vaults:
  title: 'Bank Vaults: Un Cuchillo Suizo para HashiCorp Vault en Kubernetes'
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Bank Vaults is a comprehensive, production-grade tool designed for managing,
    configuring, and injecting secrets from HashiCorp Vault on Kubernetes. It utilizes
    an operator-driven approach to inject secrets dynamically into Pod filesystems,
    completely removing secrets from the cluster API storage. It is the de facto standard
    for enterprises seeking secure vault management and dynamic secrets injection.
  language: Go
  resource_type: Security Suite
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: 82cc5a2a6f76cd56252c4ff64ac9970ca7e76551690aa752a0ff821067b4d0a8
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  last_checked: 1779030365
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  discovered_at: '2026-06-07T18:48:59Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Secret Management
  - Integrations
  tags:
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  v1_locations:
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  gh_activity_checked: '2026-08-15T10:20:08.500586+02:00'
https://github.com/banzaicloud/dast-operator:
  title: DAST operator
  description: ''
  year: '2021'
  stars: 5
  ai_summary: 'An operator designed to run automated Dynamic Application Security
    Testing (DAST) scans against active services directly in the cluster environment.
    Integrates security assertions early inside staging deployment cycles. Note: Banzai
    Cloud projects are largely archived or integrated.'
  language: Go
  resource_type: Operator
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: 33d4bf37c50364106e93e54bbb6629dcda56920719fa4685e7a3b4d4bbc7e167
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  discovered_at: '2023-04-05T09:57:11Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Vulnerability Scanning
  - Automation Operators
  tags:
  - '[DE FACTO STANDARD]'
  - '[LEGACY]'
  v1_locations:
  - docs/kubernetes-tools.md
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  gh_activity_checked: '2026-08-15T10:20:09.239375+02:00'
https://github.com/banzaicloud/kafka-operator:
  title: Banzai Kafka Operator
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  year: N/A
  stars: 0
  ai_summary: null
  language: null
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  discovered_at: '2026-05-17T17:39:48.870495+02:00'
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  hierarchy: []
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  v1_locations:
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  duplicate_of: https://github.com/banzaicloud/koperator
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  gh_community_health: dormant
  gh_activity_checked: '2026-08-15T10:20:09.904551+02:00'
https://github.com/banzaicloud/koperator:
  title: Banzai Kafka Operator
  description: ''
  year: '2024'
  stars: 4
  ai_summary: Originally engineered by Banzai Cloud, Koperator is a highly automated
    operator framework designed to manage Kafka on Kubernetes with Cruise Control
    integrations. While mostly superseded by Strimzi, its historical innovations in
    granular scaling and fine-grained rebalancing influenced modern stateful Kubernetes
    abstractions.
  language: Go
  resource_type: Kubernetes Operator
  complexity: Advanced
  is_microservice: true
  status: online
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  content_hash: a087e59f4d2d26c4447ca0a27691b91675be891624781a74d1248472b4f29042
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  discovered_at: '2025-03-11T08:20:50Z'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Cloud Native Integration
  - Kubernetes Operators
  - Koperator
  tags:
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  v1_locations:
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  v2_locations:
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  gh_license: Apache-2.0
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  gh_community_health: active
  gh_activity_checked: '2026-08-15T10:20:10.652750+02:00'
https://github.com/banzaicloud/thanos-operator:
  title: "banzaicloud/thanos-operator \U0001F31F"
  description: ''
  year: '2023'
  stars: 5
  ai_summary: Streamlines Thanos-based monitoring architectures by provisioning Query,
    Store, Compact, and Ruler resources. It manages historical metrics storage across
    dynamic environments.
  language: Go
  resource_type: Operator
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: a6b7f7dbe7bbbfe7aa995b7e9f3a74874903bfe55c21106c1ac3e19c8598d823
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  discovered_at: '2024-01-19T15:02:07Z'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Observability
  - Metrics
  - Thanos Orchestration
  - Operators
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
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  gh_license: Apache-2.0
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  gh_stars: 283
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  gh_community_health: healthy
  gh_activity_checked: '2026-08-15T10:20:11.382493+02:00'
https://github.com/bbl/secretize:
  title: "Secretize \U0001F31F"
  description: ''
  year: '2020'
  stars: 2
  ai_summary: A lightweight command-line utility to convert raw secrets and environment
    variables directly into encrypted Kubernetes Secret manifests. Helpful for basic
    automation pipelines, although modern enterprise workflows typically favor external
    systems like Vault, External Secrets Operator, or sealed-secrets.
  language: Go
  resource_type: Repository
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: aaaf92a6d099ab669769db6ea68561457fca407d63fcc8e7879ab54790ade02e
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  last_checked: 1779030810
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  discovered_at: '2026-04-07T17:05:26Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Security
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https://github.com/bcicen/ctop:
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https://github.com/bee-travels/openapi-comment-parser:
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https://github.com/benc-uk/kubeview:
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https://github.com/binhnguyennus/awesome-scalability:
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https://github.com/biosimulations/biosimulations:
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https://github.com/biosimulations/deployment:
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https://github.com/bit-cloner/ecrcp:
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https://github.com/bit-cloner/kcg:
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https://github.com/bit-cloner/poke:
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https://github.com/bitnami-labs/kubewatch:
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https://github.com/bitnami/kubecfg:
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https://github.com/blendle/kubecrt:
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  ai_summary: An archived, early-stage conversion utility built to convert Helm charts
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https://github.com/bloomberg/goldpinger:
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  ai_summary: An advanced connectivity troubleshooting tool that deploys as a cluster-wide
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https://github.com/bloomberg/memray:
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  ai_summary: Curator Insight details Memray as Bloomberg's advanced memory tracker
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https://github.com/bluefrg/bitbucket-auto-merge:
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https://github.com/bluxmit/alnoda-workspaces:
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  ai_summary: A containerized development sandbox and workspace designed to streamline
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https://github.com/bmaynard/kubevol:
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  ai_summary: A historical command-line utility for copying and transferring data
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https://github.com/bmuschko/ckad-crash-course:
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  ai_summary: A repository housing comprehensive code examples, study guides, and
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https://github.com/bmuschko/ckad-prep:
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  year: '2021'
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  ai_summary: An alternative preparation repository designed by Benjamin Muschko,
    offering structured sample solutions, resource manifests, and command-line blueprints
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https://github.com/bodywork-ml/bodywork-core:
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  year: '2022'
  stars: 2
  ai_summary: Bodywork acts as a pipeline orchestrator and deployment tool focused
    on shipping machine learning systems directly into Kubernetes. While currently
    seeing low developer activity, it remains a valuable conceptual blueprint for
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  complexity: Intermediate
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https://github.com/boltops-tools/kubes:
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  year: '2023'
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  ai_summary: Kubes is a deployment framework that enables developers to build, prune,
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  resource_type: CLI Tool
  complexity: Intermediate
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https://github.com/borchero/meerkat:
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  year: '2023'
  stars: 5
  ai_summary: A dynamic networking operator designed to update and map external DNS
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  resource_type: Operator
  complexity: Medium
  is_microservice: false
  status: online
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  - Service Discovery
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https://github.com/borchero/switchboard:
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  year: '2024'
  stars: 5
  ai_summary: Switchboard functions as a Kubernetes-native dynamic router and DNS
    management hub. It coordinates with global DNS service APIs to orchestrate routing
    policies, mapping live cluster ingress nodes automatically to external domain
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  complexity: Intermediate
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  status: online
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https://github.com/bors-ng/bors-ng:
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  ai_summary: An Elixir-based implementation of the Bors merge coordinator. Uses a
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https://github.com/boto/boto:
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  ai_summary: Curator Insight introduces the early Boto library for AWS programmatic
    scripting. Live Grounding confirms the library is fully deprecated and obsolete,
    replaced completely by Boto3; developers must prioritize migration to eliminate
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https://github.com/box/kube-exec-controller:
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  ai_summary: 'Curator Insight: Controller to restrict and audit shell execution inside
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    ephemeral container mechanics, admission controllers (OPA/Kyverno), and modern
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https://github.com/box/kube-iptables-tailer:
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    network policy auditing and connectivity troubleshooting. This utility is ideal
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https://github.com/bpftrace/bpftrace:
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  ai_summary: A high-level tracing language and diagnostic toolkit built on top of
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https://github.com/bregman-arie/devops-exercises:
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  ai_summary: 'A massive curated repository containing thousands of questions, answers,
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https://github.com/bregman-arie/devops-resources:
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  ai_summary: A massive collection of operational guides, cheat sheets, books, and
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https://github.com/brennerm/uptimerobot-operator:
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  stars: 5
  ai_summary: Synchronizes current routing profiles with the UptimeRobot API. It dynamically
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https://github.com/bridgecrewio/AirIAM:
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  ai_summary: AirIAM bridges the gap between manual runtime configuration and declarative
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https://github.com/bridgecrewio/checkov:
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  ai_summary: Checkov is a static code analysis tool for Infrastructure as Code (IaC)
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  status: online
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  hierarchy:
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https://github.com/bridgecrewio/helm-scanner:
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  year: '2023'
  stars: 0
  ai_summary: A lightweight template vulnerability scanner that evaluates Helm manifests
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    Often integrated early in pipeline testing stages.
  language: Go
  resource_type: CLI Tool
  complexity: Intermediate
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  status: online
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  discovered_at: '2026-06-18T00:39:20.993193+02:00'
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  hierarchy:
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  - Kubernetes GitOps & Packaging
  - Security & Auditing
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https://github.com/bryanl/sheaf:
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  year: '2021'
  stars: 5
  ai_summary: A packaging utility designed to compile Kubernetes application manifests
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    for provisioning air-gapped systems or on-prem environments. The project is archived,
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  hierarchy:
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https://github.com/buger/jsonparser:
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  year: '2025'
  stars: 5
  ai_summary: An ultra-performant, zero-allocation Go JSON parser that bypasses reflection
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    slices, outperforming standard library structures by up to 10x in high-throughput
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  language: Go
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https://github.com/burrsutter/9stepsawesome:
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https://github.com/bytebase/bytebase:
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  year: '2021'
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  ai_summary: Open-source, web-based database schema change and collaboration tool
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  language: Go
  resource_type: Software
  complexity: Advanced
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https://github.com/c0dyhi11/k3s-linkerd:
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  year: '2020'
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  ai_summary: A global multi-region deployment playbook demonstrating K3s cluster
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https://github.com/cakehappens/seaworthy:
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  year: '2021'
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  ai_summary: A testing-focused CLI utility used to run health checks and smoke tests
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https://github.com/caldito/soup:
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  year: '2021'
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  ai_summary: Soup is a small open-source CLI tool designed to extract, analyze, and
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    It aids operations teams in identifying legacy or unpinned image tags, although
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https://github.com/calvin-puram/awesome-kubernetes-operator-resources:
  title: 'github.com/calvin-puram: Awesome Kubernetes Operator Resources'
  description: ''
  year: '2023'
  stars: 5
  ai_summary: A specialized guide indexing SDKs, patterns, and source repositories
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https://github.com/carlosedp/cluster-monitoring:
  title: Cluster Monitoring stack for ARM / X86-64 platforms
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  year: '2025'
  stars: 5
  ai_summary: A specialized telemetry suite crafted for physical, edge, and multi-architecture
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  language: Jsonnet
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  discovered_at: '2025-08-22T22:59:09Z'
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  v1_locations:
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https://github.com/carlosedp/lbconfig-operator:
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  description: ''
  year: '2023'
  stars: 1
  ai_summary: Operator that dynamically provisions and configures external hardware/software
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    resource updates.
  language: Go
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  complexity: Advanced
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https://github.com/carlosonunez/k8s-harness:
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  year: '2018'
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  ai_summary: A legacy testing framework designed to rapidly provision and tear down
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https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure:
  title: 'Kubernetes the Hard Way: Azure Edition'
  description: ''
  year: '2021'
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  ai_summary: A localized adaptation of 'Kubernetes the Hard Way' targeting Azure
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  language: Markdown
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https://github.com/cavaliercoder/vpc-free:
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  year: '2024'
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  ai_summary: A specialized tool designed to scan AWS VPC configurations and identify
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  language: Go
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  hierarchy:
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https://github.com/cdk8s-team/cdk8s:
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  year: '2026'
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  ai_summary: The GitHub repository containing the core source code for CDK8s. It
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  hierarchy:
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https://github.com/ceph/ceph:
  title: 'Ceph: A Distributed Object, Block, and File Storage Platform'
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  year: '2026'
  stars: 5
  ai_summary: An enterprise-grade, highly scalable distributed storage ecosystem providing
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  resource_type: Infrastructure
  complexity: Advanced
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  hierarchy:
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https://github.com/cert-manager/approver-policy:
  title: 'github.com/cert-manager: Policy Approver'
  description: ''
  year: '2024'
  stars: 5
  ai_summary: The cert-manager approver-policy extension code repository. Intercepts
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  language: Go
  resource_type: Code Repository
  complexity: Advanced
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  status: online
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  discovered_at: '2026-06-13T09:32:17Z'
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  hierarchy:
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  v1_locations:
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https://github.com/cert-manager/cert-manager:
  title: ==cert-manager/cert-manager==
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  year: '2026'
  stars: 5
  ai_summary: Consolidated record of the cert-manager repository, automating certificate
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  language: Go
  resource_type: Code Repository
  complexity: Advanced
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  status: online
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  discovered_at: '2026-06-14T01:07:13Z'
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https://github.com/cert-manager/policy-approver:
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https://github.com/chaos-mesh/chaos-mesh:
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https://github.com/chaosblade-io/chaosblade:
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https://github.com/charlax/professional-programming:
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https://github.com/che-samples:
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https://github.com/chen-keinan/mesh-kridik:
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https://github.com/chenjd/terraform-101:
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https://github.com/chenjiandongx/kubectl-count:
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https://github.com/chenjiandongx/kubectl-images:
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https://github.com/chmouel/kss:
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  ai_summary: A CLI utility designed to enhance pod status visibility, extracting
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https://github.com/chr-fritz/csi-sshfs:
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https://github.com/chrislusf/seaweedfs:
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https://github.com/chrisns/cosign-keyless-demo:
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https://github.com/chrisns/k8s-opa-boilerplate:
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  ai_summary: A minimal, highly instructional boilerplate repository demonstrating
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https://github.com/christopherhein/awesome-eks:
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https://github.com/cicdops/awesome-ciandcd:
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https://github.com/cilium/tetragon:
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  year: '2022'
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  ai_summary: An eBPF-powered security observability and runtime enforcement platform.
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https://github.com/cinhtau/sonatype-nexus-waffle:
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  year: '2018'
  stars: 5
  ai_summary: An archived community plugin targeting Windows Active Directory single
    sign-on (SSO) authentication within Sonatype Nexus. Live grounding confirms it
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    code, modern Nexus deployments utilize modern OIDC and LDAP endpoints.
  language: Java
  resource_type: Repository
  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2019-05-17T19:12:19Z'
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  hierarchy:
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  v1_locations:
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https://github.com/circa10a/terraform-provider-mailform:
  title: github.com/circa10a/terraform-provider-mailform
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  year: '2021'
  stars: 1
  ai_summary: A niche experimental Terraform provider for the Mailform SaaS API. Serves
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  language: Go
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  status: online
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  hierarchy:
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https://github.com/cisagov/log4j-scanner:
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  year: '2021'
  stars: 0
  ai_summary: CISA's open-source scanning tool designed to verify Log4j vulnerabilities
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    utility for auditing external attack surfaces and ensuring regulatory compliance.
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https://github.com/ckotzbauer/chekr:
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  year: '2022'
  stars: 1
  ai_summary: A lightweight utility designed to inspect Kubernetes configurations
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  language: Go
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https://github.com/ckotzbauer/chekr/issues/61:
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  year: '2022'
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  ai_summary: A specific technical issue and discussion detailing how to dynamically
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https://github.com/ckotzbauer/vulnerability-operator:
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  year: '2023'
  stars: 5
  ai_summary: Integrates scanning engines with active cluster runtimes, cross-referencing
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  complexity: Advanced
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https://github.com/clanktron/k3s-ansible:
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  year: '2022'
  stars: 2
  ai_summary: A robust, multi-node Ansible playbook developed to cleanly orchestrate
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https://github.com/clastix/capsule:
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https://github.com/cli/cli:
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https://github.com/cloud-ark/caastle:
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  year: '2021'
  stars: 1
  ai_summary: An application-focused operator designed to manage multi-tiered applications
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    lifecycles across different services, it attempts to simplify custom operator
    architecture. In 2026, it is primarily viewed as a research-level project.
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  status: online
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https://github.com/cloud-ark/kubeplus:
  title: "KubePlus - Kubernetes Operator to deliver Helm charts as-a-service \U0001F31F"
  description: ''
  year: '2024'
  stars: 5
  ai_summary: Delivers Helm charts as managed services by generating dynamic APIs.
    It secures multi-tenant pipelines, enforces platform utilization policies, and
    integrates Helm deployments with custom billing engines.
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  status: online
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  hierarchy:
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https://github.com/cloud-bulldozer/benchmark-operator:
  title: 'cloud-bulldozer/benchmark-operator: The Chuck Norris of cloud benchmarks'
  description: ''
  year: '2024'
  stars: 5
  ai_summary: Automates heavy performance testing (e.g., FIO, uperf) within active
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    data to visualization layers.
  language: Go
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  status: online
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  hierarchy:
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https://github.com/cloud-bulldozer/kube-burner:
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https://github.com/cloud-custodian/cloud-custodian:
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  year: '2026'
  stars: 5
  ai_summary: A robust, YAML-configured rules engine used by enterprise platform engineers
    to manage multi-cloud compliance, cost control, and security posture across AWS,
    Azure, and GCP. Automates cost-saving resource deletions, tag compliance, and
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  language: Python
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  hierarchy:
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https://github.com/cloud-native-toolkit/multi-tenancy-gitops:
  title: "==cloud-native-toolkit/multi-tenancy-gitops== \U0001F31F"
  description: ''
  year: '2023'
  stars: 5
  ai_summary: A production-grade toolkit mapping GitOps and Argo CD architectures
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  language: Yaml / Shell
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  complexity: Advanced
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https://github.com/cloud66-oss/copper:
  title: Copper
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  year: N/A
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https://github.com/cloudalchemy/ansible-grafana:
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  description: ''
  year: '2026'
  stars: 5
  ai_summary: An automated Ansible role engineered by Cloud Alchemy to deploy, configure,
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  language: Ansible
  resource_type: Ansible Role
  complexity: Medium
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  hierarchy:
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https://github.com/cloudalchemy/ansible-prometheus:
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  discovered_at: '2026-05-17T17:43:09.291989+02:00'
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https://github.com/cloudbees/groovy-cps:
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  ai_summary: Curator Insight introduces the underlying Continuation Passing Style
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https://github.com/cloudflare/cf-terraforming:
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https://github.com/cloudflare/lockbox:
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  ai_summary: Cloudflare's implementation of public-key encryption workflows to store
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https://github.com/cloudflare/sciuro:
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  year: '2021'
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  ai_summary: An experimental graphical interface developed by Cloudflare to visualize
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https://github.com/cloudfoundry/cf-for-k8s:
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  ai_summary: An implementation of Cloud Foundry designed to run natively on Kubernetes,
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https://github.com/cloudnativelabs/kube-shell:
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  year: '2023'
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  ai_summary: An interactive command shell wrapper for kubectl that features context
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https://github.com/cloudogu/gitops-patterns:
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  ai_summary: An open directory detailing tested structural patterns for GitOps repo
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https://github.com/cloudogu/gitops-playground:
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https://github.com/cloudogu/jenkinsfiles:
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  ai_summary: A comprehensive repository of production-ready Jenkinsfiles designed
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https://github.com/cloudogu/k8s-diagrams:
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  ai_summary: A specialized CLI utility built to parse Kubernetes live states and
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https://github.com/cloudposse-terraform-components/aws-eks-argocd:
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  ai_summary: Enterprise-ready Terraform submodule designed to deploy, configure,
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https://github.com/cloudposse/atmos:
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  ai_summary: Atmos is a production-grade orchestration framework developed to coordinate
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https://github.com/cloudposse?q=terraform-:
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https://github.com/cloudtty/cloudtty:
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  year: '2025'
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  ai_summary: CloudTTY is an operator-backed web terminal designed to securely run
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  resource_type: Operator / Web UI
  complexity: Advanced
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  status: online
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https://github.com/clusternet/clusternet:
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  year: '2021'
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  ai_summary: Clusternet is an open-source, multi-cluster management framework designed
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  language: Go
  resource_type: Multi-cluster Controller
  complexity: Advanced
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  status: online
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  hierarchy:
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https://github.com/clusterpedia-io/clusterpedia:
  title: "clusterpedia-io/clusterpedia \U0001F31F"
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  year: '2023'
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  ai_summary: Clusterpedia is a high-performance open-source search engine for multi-cluster
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  language: Go
  resource_type: Software
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  status: online
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  hierarchy:
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https://github.com/clvx/k8s-rbac-model:
  title: 'github.com/clvx/k8s-rbac-model: Kubernetes RBAC Model'
  description: ''
  year: '2019'
  stars: 5
  ai_summary: 'Curator Insight: A conceptual visualization framework for modeling
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    modern apiGroups.'
  language: JavaScript
  resource_type: Code Repository
  complexity: Intermediate
  is_microservice: false
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https://github.com/cncf/tag-security:
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https://github.com/cni-genie/CNI-Genie:
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https://github.com/cnrancher/autok3s:
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https://github.com/cockroachdb/copyist:
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https://github.com/codecentric/helm-charts:
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https://github.com/codecentric/spring-boot-admin:
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https://github.com/codecrafters-io/build-your-own-x:
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  ai_summary: An immensely popular community-driven compilation of step-by-step guides
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https://github.com/coderanger/migrations-operator:
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https://github.com/codesenberg/bombardier:
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https://github.com/colbymchenry/codegraph:
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https://github.com/collabnix/kubetools:
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https://github.com/collections/learn-to-code:
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https://github.com/commjoen/wrongsecrets:
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  ai_summary: OWASP WrongSecrets is an interactive training app containing purposely
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https://github.com/config-syncer/config-syncer:
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  ai_summary: Config Syncer (previously known as Kubed) is a Kubernetes operator designed
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https://github.com/configurator/kubefs:
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  ai_summary: A virtual file system mount that represents active Kubernetes configuration
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https://github.com/containerd/containerd:
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  ai_summary: containerd is an industry-standard container runtime designed to be
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https://github.com/containerd/nerdctl:
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  year: '2026'
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  ai_summary: Nerdctl is a Docker-compatible CLI designed specifically for containerd,
    offering matching CLI experiences (e.g., nerdctl run, nerdctl compose) for non-Docker
    environments. It supports advanced container features like lazy pulling (e.g.,
    eStargz/soci), rootless execution, IPFS container sharing, and encryption. It
    acts as a bridge for developers migrating to pure containerd-based systems.
  language: Go
  resource_type: Tool
  complexity: High
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  status: online
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https://github.com/containernetworking:
  title: "github.com/containernetworking \U0001F31F"
  description: ''
  year: '2026'
  stars: 5
  ai_summary: The foundational GitHub organization hosting the official CNI specification,
    runtime engines, and core plugin binaries that drive the cloud-native ecosystem.
  language: Go
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  hierarchy:
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https://github.com/containernetworking/cni:
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https://github.com/containers/buildah:
  title: github.com/containers/buildah
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  year: '2026'
  stars: 5
  ai_summary: The official GitHub repository for Buildah, containing the core Go source
    code for building daemonless OCI container images. Live Grounding confirms its
    active role as a standard engine within Kubernetes environments, particularly
    Red Hat OpenShift, allowing secure rootless image construction. It is highly valued
    for its ability to create scratch images containing only runtime-essential binaries,
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  language: Go
  resource_type: Repository
  complexity: Advanced
  is_microservice: false
  status: online
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  content_hash: 0a37e92cf398bc2346e88e1ffe1cfd914b7f52c8551790ae4941ad9118c4b74b
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  last_ai_eval: null
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  hierarchy:
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  tags:
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  v1_locations:
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https://github.com/containers/conmon:
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  year: '2017'
  stars: 5
  ai_summary: An essential, daemonless container monitor written in C, used primarily
    by Podman and CRI-O. Conmon supervises container lifecycles, capturing standard
    output/error streams, tracking exit codes, and managing attachment sockets while
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  language: C
  resource_type: Repository
  complexity: Advanced
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  status: online
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  last_ai_eval: null
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  hierarchy:
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  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
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https://github.com/containers/crun:
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  year: '2019'
  stars: 5
  ai_summary: A high-performance, lightweight, and low-memory-footprint OCI runtime
    written completely in C. It serves as an ultra-fast alternative to Go-based runc,
    offering native support for advanced Linux features such as cgroups v2, user namespaces,
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  language: C
  resource_type: Repository
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  hierarchy:
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https://github.com/containers/libpod:
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  year: N/A
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https://github.com/containers/podman:
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    Pod concept, popularized by Kubernetes. Libpod also contains the Pod Manager tool
    (Podman). Podman manages pods, containers, container images, and container volumes."
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  stars: 5
  ai_summary: The core engine library underlying Podman, enabling programmatic creation
    and lifecycle management of OCI-compliant containers and Pods. Libpod brings native
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    requiring a background orchestration API.
  language: Go
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  hierarchy:
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https://github.com/containers/skopeo:
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  year: '2026'
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  ai_summary: Skopeo is an industry-standard command-line tool designed to perform
    operations on container images and image registries without requiring local container
    storage or engines. Architects leverage Skopeo to inspect remote manifest details,
    sign images, and sync packages directly between registries (e.g., from Docker
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    security scanning and compliance loops.
  language: Go
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https://github.com/containerscrew/aws-sso-auth:
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https://github.com/containerscrew/aws-sso-rs:
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  year: '2026'
  stars: 4
  ai_summary: A lightweight Rust-based terminal utility (aws-sso-rs) designed to automate
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    lifecycles. It bypasses slow browser integration loops by managing token renewals
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  hierarchy:
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https://github.com/containrrr/watchtower:
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  year: '2026'
  stars: 5
  ai_summary: Watchtower is an automation utility that monitors running Docker containers
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    to a remote registry. It executes graceful shutdowns, restarts the container with
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    optimal solution for staging, homelab, and edge environments where manual container
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  language: Go
  resource_type: Tool
  complexity: Medium
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  discovered_at: '2025-12-17T14:44:11Z'
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  hierarchy:
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https://github.com/contentful-labs/kube-secret-syncer:
  title: "contentful-labs/kube-secret-syncer \U0001F31F"
  description: ''
  year: '2021'
  stars: 2
  ai_summary: A targeted operator designed to synchronize secrets securely from external
    services (specifically AWS Parameter Store) directly into native Kubernetes Secrets,
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  language: Go
  resource_type: Operator
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  hierarchy:
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  - Secrets Management
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  tags:
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https://github.com/controlplaneio/badrobot:
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  year: '2026'
  stars: 2
  ai_summary: Badrobot is a security audit tool focused on evaluating the security
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    cluster control planes against lateral privilege escalation via vulnerable operator
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  resource_type: Security Scanner
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https://github.com/coodict/python3-in-one-pic:
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https://github.com/copilot:
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  year: '2023'
  stars: 5
  ai_summary: The main landing framework for GitHub Copilot's developer organization.
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  language: TypeScript
  resource_type: Library
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  hierarchy:
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https://github.com/coreos/flannel:
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https://github.com/coreos/kube-prometheus:
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  year: N/A
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https://github.com/coreos/rpm-ostree:
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https://github.com/corneliusweig/ketall:
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  ai_summary: A kubectl plugin that executes an authentic 'get all' command, querying
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https://github.com/corneliusweig/konfig:
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  ai_summary: A practical kubectl extension designed to safely split, filter, and
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https://github.com/cortexproject/cortex:
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  ai_summary: Open-source repository for Cortex. Implements Prometheus as a service,
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https://github.com/corunet/kloadgen:
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https://github.com/couler-proj/couler:
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  ai_summary: Couler is an open-source Python SDK built to simplify programming native
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https://github.com/crazy-max/diun:
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  ai_summary: Diun (Docker Image Update Notifier) is a lightweight CLI application
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https://github.com/crc-org/crc:
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https://github.com/create-go-app/cli:
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  ai_summary: Curator Insight introduces this CLI to construct boilerplate-free backend,
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https://github.com/cremich/cdk-bill-bot:
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  description: ''
  year: '2023'
  stars: 4
  ai_summary: An open-source AWS CDK cost optimization bot named Bill. Scans cloud
    deployment metadata, analyzes actual usage patterns, and suggests infrastructure
    optimization options via Slack or Microsoft Teams channels.
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https://github.com/cruise-automation/rbacsync:
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  ai_summary: A synchronization tool that translates active identity directory groups
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    configuration drifts and automates security lifecycles when onboarding engineers.
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  hierarchy:
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https://github.com/crumbhole/argocd-lovely-plugin:
  title: 'github.com/crumbhole/argocd-lovely-plugin: argocd-lovely-plugin'
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  year: '2023'
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  ai_summary: A flexible Custom Config Management Plugin (CMP) for Argo CD designed
    to combine Helm, Kustomize, and raw YAML. It solves the nested tooling dilemma
    by processing multiple template layers without requiring complex shell scripts,
    simplifying enterprise GitOps chains.
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  resource_type: Repository
  complexity: Advanced
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  status: online
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  hierarchy:
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https://github.com/crumbhole/argocd-vault-replacer:
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  year: '2022'
  stars: 3
  ai_summary: A specialized replacement utility designed to pull secrets from HashiCorp
    Vault during the Argo CD rendering phase. Acts as a lightweight precursor/alternative
    to full plugin integrations, enabling targeted placeholder substitutions within
    native Kubernetes manifest streams.
  language: Go
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https://github.com/crynta/terax-ai:
  title: Terax AI — Lightweight Terminal-First AI Dev Workspace
  description: An open-source, ultra-lightweight (7MB) terminal emulator and developer
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  year: '2026'
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  ai_summary: 'A highly performant, open-source AI-native terminal emulator and code
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    - Features a built-in CodeMirror code editor with Vim mappings, dual-view web
    previews, and a core agentic framework connecting seamlessly to OpenAI, Anthropic,
    Gemini, or local models running on Ollama.'
  language: en
  resource_type: project
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  category: ai-agents-mcp
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https://github.com/csantanapr/faststart2020-pipelines-lab:
  title: 'github: OpenShift Pipelines Node.js Tutorial'
  description: ''
  year: '2020'
  stars: 1
  ai_summary: Specialized quick-start laboratory focusing on Node.js application continuous
    delivery with OpenShift Pipelines. Guides developers through configuring trigger
    conditions and executing basic Source-to-Image (S2I) build pipelines.
  language: JavaScript
  resource_type: Code Repository
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: e219f3a725d9391525ef3979f915bdf00877426e0bf1b828d188c4c254345611
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  discovered_at: '2022-12-10T18:52:03Z'
  last_ai_eval: null
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  hierarchy:
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  - CI/CD
  - Tekton Pipelines
  tags:
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  - '[GUIDE]'
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https://github.com/cschotte/Azure-DevOps-Dashboard:
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  description: ''
  year: '2024'
  stars: 5
  ai_summary: Community-driven dashboard tool for monitoring multi-project pipelines
    and deployment progress inside a single, unified view. Helps development leads
    observe pipeline backlogs and release tempos.
  language: JavaScript
  resource_type: Repository
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 34887036e0bd67de4eee0bc528e7a290dc735dfde166fcd70262bcf68346e1b1
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  hierarchy:
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https://github.com/csweichel/werft:
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  year: '2022'
  stars: 5
  ai_summary: Werft is a lightweight, Kubernetes-native CI system designed to launch
    build tasks as custom pods directly from Git actions. Bypassing bulky traditional
    build systems, it leverages native Kubernetes scheduling to guarantee isolated,
    deterministic execution environments.
  language: Go
  resource_type: Open-Source Software
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2023-03-06T22:39:40Z'
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  hierarchy:
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  - Kubernetes-Native CI
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https://github.com/ctrox/csi-s3:
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  year: '2018'
  stars: 3
  ai_summary: A CSI driver that mounts S3-compatible buckets directly into container
    filesystems. It uses FUSE systems to read/write files in storage backends, bringing
    standard POSIX behaviors to raw cloud object storage paradigms.
  language: Go
  resource_type: CSI Driver
  complexity: Advanced
  is_microservice: false
  status: online
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  hierarchy:
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  - CSI Plugins
  - Object Storage Mounts
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https://github.com/cuber-cloud/cuber-gem:
  title: 'cuber-cloud/cuber-gem: CUBER'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Cuber is a deployment tool tailored specifically for Ruby environments.
    It packages Rails and Rack codebases and automates deployment execution onto Kubernetes
    backends with zero complex YAML writing.
  language: Ruby
  resource_type: Deployment CLI
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2026-04-12T17:58:14Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Platforms
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  - Ruby Deployment
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  gh_activity_checked: '2026-06-19T15:43:00.088310+02:00'
https://github.com/curl/wcurl:
  title: wcurl
  description: ''
  year: '2024'
  stars: 5
  ai_summary: A lightweight command wrapper designed by the curl maintainers to simplify
    raw file downloads. Removes the need to manually define standard flags like `-O`
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  language: Shell
  resource_type: Utility Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2026-06-01T22:01:09Z'
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  geo_region: null
  hierarchy:
  - Linux
  - Networking
  - Data Transfer
  tags:
  - '[DE FACTO STANDARD]'
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https://github.com/cyberark/kubeletctl:
  title: "Kubeletctl is a command line tool that implement kubelet's API \U0001F31F"
  description: ''
  year: '2025'
  stars: 5
  ai_summary: A command line tool targeting the local Kubelet API directly to execute
    commands, retrieve logs, and assess endpoint vulnerabilities. Used heavily by
    cloud security auditors and penetration testers to map security postures.
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  resource_type: CLI Tool
  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2025-08-06T07:17:00Z'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
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  - Vulnerability Scanning
  - API Verification
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
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  gh_activity_checked: '2026-06-19T15:43:01.777184+02:00'
https://github.com/cyberark/kubesploit:
  title: "github.com/cyberark/kubesploit \U0001F31F"
  description: ''
  year: '2020'
  stars: 5
  ai_summary: Kubesploit is a dedicated container penetration testing framework engineered
    for red-teaming containerized environments. Using an agent-based model, it simulates
    realistic attacks inside Kubernetes clusters, evaluating vulnerabilities such
    as pod escapes.
  language: Go
  resource_type: Exploitation Framework
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  hierarchy:
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  - Vulnerability Assessment
  - Offensive Tools
  tags:
  - '[DE FACTO STANDARD]'
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https://github.com/cybersecsi/HOUDINI:
  title: '==cybersecsi/HOUDINI: Hundreds of Offensive and Useful Docker Images for''
    Network Intrusion=='
  description: ''
  year: '2023'
  stars: 5
  ai_summary: HOUDINI gathers hundreds of preconfigured container images loaded with
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    maintenance frequency has decreased, the structure provides a historical repository
    for testing setups. It is used primarily by forensic professionals looking for
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  hierarchy:
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  - Security Containers
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https://github.com/cybersecsi/RAUDI:
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  year: '2026'
  stars: 5
  ai_summary: RAUDI is an automated system designed for continuous integration that
    regularly checks, updates, and rebuilds Docker images containing custom security
    tools. By automating the build pipelines of individual vulnerability scanners
    and custom scripts, it ensures security teams always work with up-to-date and
    compliant container environments. Its architectural value lies in bridging automated
    vulnerability definitions directly with container supply chain security.
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  complexity: Medium
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  status: online
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https://github.com/cyberus-technology/virtualbox-kvm:
  title: "github.com/cyberus-technology/virtualbox-kvm: KVM Backend for VirtualBox'
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  description: ''
  year: '2023'
  stars: 4
  ai_summary: A performance-focused extension enabling Oracle VirtualBox to delegate
    execution directly to the native Linux Kernel-based Virtual Machine (KVM) backend.
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    architectural value for running clean virtualization loops inside Linux workstations.
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  resource_type: Tool
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  status: online
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https://github.com/cycloidio/inframap:
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  description: ''
  year: '2024'
  stars: 3
  ai_summary: Inframap compiles native HCL files or existing Terraform state inputs
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    AST parsing, the tool extracts backend dependencies, service connections, and
    active endpoints. It outputs directly to DOT format to enable programmatic generation
    of up-to-date cloud deployment maps.
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  resource_type: Visual Tool
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  status: online
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https://github.com/cyclops-ui/cyclops:
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  year: '2025'
  stars: 4
  ai_summary: An open-source developer-focused UI that dynamically generates highly
    intuitive forms from Kubernetes configurations and Helm schemas. Reduces cognitive
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  resource_type: Repository
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  hierarchy:
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https://github.com/cykerway/complete-alias:
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  year: '2026'
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  ai_summary: A shell integration tool designed to resolve completion mechanisms for
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    this tool bridges the gap by enabling native parameter autocomplete for custom
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  resource_type: Repository
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https://github.com/d-kuro/kubectl-fuzzy:
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  year: '2021'
  stars: 2
  ai_summary: A CLI plugin for kubectl that integrates fuzzy filtering capabilities
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  resource_type: CLI Plugin
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  is_microservice: false
  status: online
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  hierarchy:
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https://github.com/dagger/dagger:
  title: '==dagger/dagger: Dagger is a portable devkit for CICD=='
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  year: '2024'
  stars: 5
  ai_summary: The main Git repository for Dagger, the revolutionary CI/CD engine built
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    Go, Python, or TypeScript, completely replacing verbose, fragile YAML pipeline
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  language: Go
  resource_type: Open-Source Software
  complexity: Advanced
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  status: online
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  hierarchy:
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  - CI/CD Engines
  - Local Execution
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  - '[DE FACTO STANDARD]'
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https://github.com/dahlbyk/posh-git:
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  year: '2026'
  stars: 5
  ai_summary: A highly popular PowerShell module integrating comprehensive Git status
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  resource_type: Software Toolkit
  complexity: Beginner
  is_microservice: false
  status: online
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  discovered_at: '2024-09-02T15:03:06Z'
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  hierarchy:
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  - Command Line Interface
  - posh-git Module
  tags:
  - '[DE FACTO STANDARD]'
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https://github.com/dair-ai/ML-Course-Notes:
  title: "==dair-ai/ML-Course-Notes: ML Course Notes== \U0001F31F"
  description: ''
  year: '2023'
  stars: 4
  ai_summary: A comprehensive collection of study notes, mathematical backgrounds,
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  resource_type: Repository
  complexity: Beginner
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  discovered_at: '2024-05-16T18:51:33Z'
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  hierarchy:
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  - Education
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  gh_license: NOASSERTION
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https://github.com/danielfoehrKn/kubeswitch:
  title: "Kubeswitch (for operators) \U0001F31F"
  description: ''
  year: '2026'
  stars: 3
  ai_summary: An advanced, highly scalable context and kubeconfig switcher designed
    for operators managing thousands of Kubernetes clusters. Offering sub-second response
    times and secure dynamic discovery of kubeconfigs, it replaces traditional static
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  language: Go
  resource_type: CLI Tool
  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2025-05-18T00:44:44Z'
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  gh_community_health: active
  gh_activity_checked: '2026-06-19T15:43:11.170816+02:00'
https://github.com/danielqsj/kafka_exporter:
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https://github.com/darkbitio/k8s-mirror:
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https://github.com/darxkies/k8s-tew:
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https://github.com/dastergon/awesome-chaos-engineering:
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https://github.com/dastergon/awesome-sre:
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https://github.com/databrickslabs/ucx:
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https://github.com/databus23/helm-diff:
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https://github.com/datafold/data-diff:
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https://github.com/datakickstart:
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https://github.com/datalab-to/surya:
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https://github.com/datastax/cass-operator:
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https://github.com/datreeio/CRDs-catalog:
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https://github.com/davidB/kubectl-view-allocations:
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https://github.com/davila7/claude-code-templates:
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https://github.com/dawitnida/awesome-packer:
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https://github.com/dcasati/kubernetes-PlantUML:
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  ai_summary: An essential open-source library containing specialized sprites, components,
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https://github.com/dcherman/image-cache-daemon:
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    daemon remains a popular community utility for legacy clusters with massive base
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https://github.com/dchonch/awesome-packer:
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  year: '2026'
  stars: 5
  ai_summary: A resource list containing Packer templates, multi-cloud builders, and
    post-processor scripts. It aids infrastructure engineers in compiling secure,
    automated gold images used across hybrid environments and Kubernetes worker pool
    nodes. Essential for automating the generation of immutable AMIs or VM templates.
  language: N/A
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  complexity: Advanced
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  hierarchy:
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https://github.com/ddosify/ddosify:
  title: ddosify/ddosify
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
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https://github.com/debianmaster/actions-k3s:
  title: debianmaster/actions-k3s
  description: ''
  year: '2022'
  stars: 2
  ai_summary: A lightweight community action creating custom, ephemerally provisioned
    K3s Kubernetes instances directly within GitHub Actions runtime runner VMs. Extremely
    valuable for running end-to-end integration tests on fully functional clusters.
  language: YAML
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  complexity: Intermediate
  is_microservice: false
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  discovered_at: '2025-07-09T00:34:37Z'
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https://github.com/deckhouse/deckhouse:
  title: "Deckhouse: NoOps Kubernetes platform \U0001F31F"
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Deckhouse is an out-of-the-box, NoOps-oriented Kubernetes platform distribution
    that fully automates cluster bootstrapping, configuration management, and patching.
    Incorporating built-in monitoring, ingress, security, and bare-metal support modules,
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  language: Go
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  complexity: Advanced
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  hierarchy:
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https://github.com/deckhouse/k8s-image-availability-exporter:
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  year: '2023'
  stars: 5
  ai_summary: A specialized Prometheus exporter that continuously verifies container
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    catch container start failures (e.g., ErrImagePull) before pods crash.
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  hierarchy:
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? https://github.com/decodingai-magazine/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db
: title: 'github.com/decodingml: Real-time news search engine using Upstash Kafka
    and Vector DB'
  description: ''
  year: '2024'
  stars: 2
  ai_summary: A hands-on repository and architecture blueprint illustrating a real-time
    semantic news search engine. Combining Upstash managed Kafka for event streaming
    with a Vector Database for indexing, it shows how to build low-latency RAG systems.
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  complexity: Advanced
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  discovered_at: '2025-03-06T10:19:33Z'
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? https://github.com/decodingml/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db
: title: 'github.com/decodingml: Real-time news search engine using Upstash Kafka''
    and Vector DB'
  description: ''
  year: N/A
  stars: 0
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https://github.com/decolua/9router:
  title: 9Router AI Coding Gateway
  description: An AI proxy gateway designed to connect standard coding agents with
    40+ LLM providers, offering intelligent routing, token optimization, and automatic
    failover.
  year: '2026'
  stars: 4
  ai_summary: 9Router is an open-source AI gateway and proxy that unifies access to
    over 40 LLM providers for popular coding tools like Claude Code, Cursor, and Cline.
    It provides smart request routing, automated failovers, and intelligent token
    savings (up to 40% via RTK optimizations) to help developers avoid rate limits
    and reduce operational costs. Featuring a local usage analytics dashboard and
    multi-model custom combos, it functions as a highly resilient middle-tier inference
    routing layer.
  language: en
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  hierarchy:
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  category: ai-agents-mcp
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  gh_pushed: '2026-05-31T08:03:20Z'
  gh_stars: 15743
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  reputation_summary: Active open-source project popular among developers seeking
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https://github.com/deepfence/PacketStreamer:
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  year: '2025'
  stars: 3
  ai_summary: PacketStreamer is a high-performance, distributed packet capture tool
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    from distributed hosts and streams it to a centralized collector via gRPC, allowing
    deep packet inspection (DPI) and security forensics without heavy agent overhead.
    The architecture is built for minimal footprint, making it ideal for high-throughput
    production environments.
  language: Go
  resource_type: Daemon / Agent
  complexity: Advanced
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  status: online
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https://github.com/deepfence/ThreatMapper:
  title: "deepfence/ThreatMapper \U0001F31F"
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  year: '2026'
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  ai_summary: ThreatMapper is an open-source Cloud Native Application Protection Platform
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    across networks and registries, highlighting vulnerable exposed services. This
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  language: Go
  resource_type: Tool
  complexity: Advanced
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  status: online
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  discovered_at: '2026-06-01T08:38:26Z'
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  hierarchy:
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https://github.com/deepfence/YaraHunter:
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  description: ''
  year: '2026'
  stars: 1
  ai_summary: Deepfence's YaraHunter is a highly specialized open-source utility that
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    secrets, active exploits, and remote shells, ensuring build artifacts conform
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  language: Go
  resource_type: Tool
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https://github.com/deepops-ai/deepops:
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https://github.com/defenseunicorns/zarf:
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https://github.com/deislabs/ratify:
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https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile:
  title: deors/deors-demos-petclinic jenkinsfile
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Curator Insight details a functional Jenkinsfile built specifically
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https://github.com/depop/github-merge-bot:
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https://github.com/derailed/k9s:
  title: K9s - Kubernetes CLI To Manage Your Clusters In Style!
  description: ''
  year: '2026'
  stars: 5
  ai_summary: K9s is a widely adopted terminal UI that provides live metrics, log
    streams, and interactive Shell access inside Kubernetes workloads. It transforms
    long debugging processes into rapid, keyboard-driven navigation, significantly
    reducing operational toil. Its integrated resource tracking, RBAC validation screens,
    and metric charts make it a vital tool for site reliability engineers.
  language: Go
  resource_type: CLI Tool
  complexity: Beginner
  is_microservice: false
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https://github.com/derekparker/delve:
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https://github.com/detailyang/awesome-cheatsheet:
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https://github.com/developer-guy/awesome-falco:
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https://github.com/developer-guy/falco-analyze-audit-log-from-k3s-cluster:
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https://github.com/developer-guy/kubernetes-cluster-setup-using-terraform-and-k3s-on-digitalocean:
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https://github.com/devopshubproject/azure-terraform-ansible:
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https://github.com/devopshubproject/cka-lab:
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https://github.com/devopsspiral/KubeLibrary:
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https://github.com/devoriales/cheatsheets:
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https://github.com/devoriales/kubectl-cheatsheet:
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https://github.com/devtron-labs/devtron:
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https://github.com/deweya/OpenShift-Jenkins-Lab:
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https://github.com/dfrappart/articles/blob/master/podidentityjourney.md:
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https://github.com/diagrid-labs/dapr-workflow-demos:
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https://github.com/dictcp/awesome-git:
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https://github.com/didier-durand/microk8s-kata-containers:
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  ai_summary: A community repository providing integration instructions and configurations
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https://github.com/didier-durand/microk8s-kube-bench:
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  ai_summary: An open-source tool adapted from Aqua Security's kube-bench designed
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https://github.com/didil/autobucket-operator:
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  year: '2022'
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  ai_summary: A developer-focused operator that dynamically constructs cloud-native
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https://github.com/diegolnasc/kubernetes-best-practices:
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  year: '2023'
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  ai_summary: A curated repository consolidating industry-vetted guidelines for cluster
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https://github.com/digitalis-io/vals-operator:
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  ai_summary: Utilizes the vals framework to dynamically parse and inject secrets
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  resource_type: Operator
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https://github.com/dignajar/another-autoscaler:
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  ai_summary: An experimental autoscaler designed to evaluate external metrics or
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https://github.com/dignajar/another-ldap:
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  year: '2019'
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  ai_summary: A lightweight, simplified LDAP service designed specifically for cluster
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https://github.com/direktiv/direktiv:
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  ai_summary: Direktiv is an event-driven container-based workflow engine that runs
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https://github.com/dirien/pulumi-civo-flux-bucket:
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  ai_summary: Provides a practical blueprint for bootstrapping a Civo Kubernetes cluster
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https://github.com/distribution/distribution:
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https://github.com/dj-wasabi/vagrant-kubernetes:
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  ai_summary: A classic VM-based multi-node local cluster provisioning framework using
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https://github.com/docker/awesome-compose:
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  ai_summary: Awesome Compose is an official, highly curated repository of declarative
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https://github.com/docker/build-push-action:
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  ai_summary: The industry standard GitHub Action for building and pushing container
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https://github.com/doitintl/clustercloner:
  title: "Cluster Cloner \U0001F31F"
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  stars: 1
  ai_summary: A command-line utility used to replicate or clone the configuration
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  language: Go
  resource_type: Migration Utility
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https://github.com/doitintl/kube-no-trouble:
  title: '==doitintl/kube-no-trouble: kubent== ⭐⭐⭐'
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  year: '2025'
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  ai_summary: Kube No Trouble (kubent) is an indispensable CLI utility that scans
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  language: Go
  resource_type: CLI Tool
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https://github.com/doitintl/kube-secrets-init:
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  year: '2024'
  stars: 5
  ai_summary: A Mutating Admission Webhook that integrates Kubernetes pod environment
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  language: Go
  resource_type: Webhook
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https://github.com/doitintl/kubeIP:
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https://github.com/dolevshor/azure-finops-guide:
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https://github.com/dolevshor/azure-orphan-resources:
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https://github.com/dolthub/dolt:
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https://github.com/donnemartin/awesome-aws:
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https://github.com/dora-metrics/pelorus:
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https://github.com/dotdc/grafana-dashboards-kubernetes:
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https://github.com/dpeckett/pangolin:
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https://github.com/dsa0x/sicher:
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https://github.com/dsyer/kubernetes-intro:
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https://github.com/dty1er/kubecolor:
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https://github.com/dvob/k8s-s2s-auth:
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https://github.com/e-minguez/openshift-yolo:
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https://github.com/eXascaleInfolab/PyExPool:
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https://github.com/eamodio/vscode-gitlens:
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https://github.com/ebosas/microservices:
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https://github.com/eclipse-jkube/jkube:
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https://github.com/eclipse/jkube:
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https://github.com/edrevo/suspicious-pods:
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https://github.com/education:
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https://github.com/eezhee/eezhee:
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https://github.com/ekramasif/Basic-Machine-Learning:
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https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb:
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https://github.com/eksctl-io/eksctl:
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https://github.com/elastic/apm-pipeline-library:
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https://github.com/eldada/kubernetes-scripts:
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https://github.com/eldadru/ksniff:
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https://github.com/electrocucaracha/krd:
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https://github.com/elotl/kip:
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https://github.com/emberstack/kubernetes-reflector:
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https://github.com/enix/x509-certificate-exporter:
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https://github.com/enochtangg/quick-SQL-cheatsheet:
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https://github.com/envoyproxy/gateway:
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  ai_summary: The official Envoy Gateway project aimed at unifying ingress controller
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https://github.com/eon01/kubernetes-workshop:
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https://github.com/epinio/epinio:
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https://github.com/eraser-dev/eraser:
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  ai_summary: Eraser is a Kubernetes native tool designed to clean up unused, dangling,
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https://github.com/erebe/personal-server:
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https://github.com/erjosito/alz-repo-best-practices/blob/main/README.md:
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https://github.com/ermetic/access-undenied-aws:
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https://github.com/errordeveloper/kubegen:
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https://github.com/estahn/k8s-image-swapper:
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  ai_summary: A high-performance mutating webhook that intercepts pod creation requests,
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https://github.com/etcd-io/etcd:
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https://github.com/external-secrets/kubernetes-external-secrets:
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https://github.com/fabric8io/docker-maven-plugin:
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  ai_summary: Fabric8's highly reliable Maven integration for containerization management.
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'https://github.com/fabric8io/fabric8-maven-plugin ':
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https://github.com/fabric8io/fabric8-pipeline-library:
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  ai_summary: A reusable Jenkins Pipeline helper library that supports automated environments,
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https://github.com/fabric8io/kansible/blob/master/vendor/k8s.io/kubernetes/docs/user-guide/kubectl-cheatsheet.md:
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  ai_summary: A historic, vendor-sourced reference of early kubectl command structures
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https://github.com/facebook/jest:
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https://github.com/fairwindsops/nova:
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https://github.com/fatherlinux/ubi-micro:
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  ai_summary: An open-source repository dedicated to UBI-Micro, Red Hat's smallest,
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https://github.com/features/codespaces:
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https://github.com/features/preview/github-app:
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  year: '2026'
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  ai_summary: 'Curator Insight: Elevating the AI assistant from an editor extension
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https://github.com/felipecruz91/debug-ctr:
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  year: '2022'
  stars: 1
  ai_summary: Lightweight helper utility targeting runtimes at the node level. Allows
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https://github.com/feluelle/airflow-diagrams:
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  ai_summary: An open-source CLI utility designed to automatically generate high-quality
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https://github.com/fepegar/vesseg:
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  ai_summary: A specialized neural segmentation repository targeting retinal vessel
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https://github.com/fidelity/kconnect:
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  ai_summary: An enterprise-ready connection manager used to secure and automate context
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https://github.com/figaw/configuration-as-code-jenkins-k8s:
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  ai_summary: Curator Insight points to this resource for implementing Jenkins Configuration
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https://github.com/figaw/freestyle-to-pipeline-jenkins:
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https://github.com/figaw/freestyle-to-pipeline-jenkins/blob/master/from-freestyle-jobs-to-pipeline-with-jobdsl.pdf:
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https://github.com/flannel-io/flannel:
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  ai_summary: A highly stable, lightweight Layer 3 overlay CNI fabric designed specifically
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https://github.com/flant/k8s-image-availability-exporter:
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https://github.com/flant/shell-operator:
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  ai_summary: Shell-operator allows system administrators and developers to build
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    languages. By watching cluster events and executing scripts, it simplifies dynamic
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https://github.com/flared/teleproxy:
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https://github.com/flaviostutz/promster:
  title: 'Promster: Use Prometheus in huge deployments with dynamic clustering and
    scrape sharding capabilities based on ETCD service registration'
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  year: '2020'
  stars: 1
  ai_summary: Leverages ETCD service registration to provide dynamic clustering and
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    in 2026 predominantly utilize Thanos, Cortex, or VictoriaMetrics for highly available
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https://github.com/floci-io/floci:
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  ai_summary: An active and highly performant local alternative to localstack. Emulates
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https://github.com/floci-io/floci-az:
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  stars: 4
  ai_summary: Floci-AZ is an open-source local Azure service emulator that integrates
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https://github.com/flomesh-io/pipy:
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  ai_summary: Pipy is an ultra-lightweight, programmable network data plane engine
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  hierarchy:
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https://github.com/flux-iac/tofu-controller:
  title: github.com/flux-iac/tofu-controller
  description: ''
  year: '2024'
  stars: 5
  ai_summary: The successor to the TF-controller, this project provides a Kubernetes
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    using GitOps principles. Live Grounding indicates that in 2026, the Tofu-Controller
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  resource_type: Tool
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https://github.com/fluxcd/flux:
  title: 'github: Flux'
  description: ''
  year: '2021'
  stars: 5
  ai_summary: The deprecated and archived GitHub repository for the original Flux
    v1 GitOps engine. Completely succeeded by the microservice-driven, decoupled Flux
    v2 architecture.
  language: Go
  resource_type: GitOps Engine
  complexity: High
  is_microservice: true
  status: online
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  hierarchy:
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  - GitOps & Deployment
  - Flux Ecosystem
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  - '[LEGACY]'
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https://github.com/fluxcd/flux2:
  title: 'github: Flux Version 2'
  description: ''
  year: '2026'
  stars: 5
  ai_summary: The official active repository for Flux v2. Rebuilt from the ground
    up as a set of Kubernetes controllers (GitOps Toolkit) to allow decoupled, highly
    parallel reconciliation of Git configurations.
  language: Go
  resource_type: GitOps Engine
  complexity: High
  is_microservice: true
  status: online
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  content_hash: 2695af292c7e3281d5bacc5a595fdc2b407e385b29008fbed273810d4ef94e02
  health_score: 100.0
  last_checked: 1779034582
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  discovered_at: '2026-06-13T12:02:15Z'
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  company: null
  geo_region: null
  hierarchy:
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  - GitOps & Deployment
  - Flux Ecosystem
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
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  v2_locations:
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  gh_license: Apache-2.0
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  gh_community_health: active
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https://github.com/fluxcd/flux2-kustomize-helm-example:
  title: "flux2-kustomize-helm-example \U0001F31F"
  description: ''
  year: '2023'
  stars: 3
  ai_summary: The canonical Flux v2 reference architecture. Provides production-tested
    blueprints for structuring multi-environment repositories, configuring Kustomize
    hierarchies, packaging Helm releases, and enforcing namespace isolation patterns.
  language: YAML
  resource_type: Repository
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: da2a7b0c6b9b65cb22c9de865927dcc956b79aa3ee90935e7fae780cad5adc09
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  last_checked: 1779032950
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  discovered_at: '2026-06-12T07:25:39Z'
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  hierarchy:
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  - Flux v2
  tags:
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  v1_locations:
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  gh_license: Apache-2.0
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https://github.com/fluxcd/flux2-multi-tenancy:
  title: fluxcd/flux2-multi-tenancy
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Demonstrates production-hardened multi-tenant configuration templates
    using Flux v2, establishing cryptographic and administrative boundaries via Kubernetes
    RBAC and ServiceAccounts. Curator Insight emphasizes its value as a secure multi-tenant
    bootstrap model. Live Grounding confirms that decoupling tenant namespaces while
    restricting cross-namespace source references is the standard for enterprise-grade
    shared cluster GitOps.
  language: YAML
  resource_type: Tool
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 3e3b71e24d835d0a367062be178f46c96d8ba0cbb9db53159fd1b5913284ec2e
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  discovered_at: '2026-05-08T14:40:30Z'
  last_ai_eval: null
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  hierarchy:
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  - GitOps
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  tags:
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  v1_locations:
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  gh_license: Apache-2.0
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  gh_stars: 600
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https://github.com/foggykitchen/foggykitchen-landing-zone-orchestrator:
  title: FoggyKitchen Landing Zone Orchestrator
  description: An architecture-first multicloud landing zone framework using structured
    Terraform and OpenTofu modules for Azure and OCI.
  year: '2026'
  stars: 4
  ai_summary: 'A production-grade cloud infrastructure layout designed to orchestrate
    Azure, Oracle Cloud Infrastructure (OCI), and hybrid interconnect topologies.

    - Utilizing structured OpenTofu and Terraform architectures, the project abstracts
    cloud networking, identity, and firewall rules into cohesive state configurations.

    - Employs a YAML-based payload contract that allows system architects to declaratively
    compose landing zones without maintaining disconnected state files.'
  language: en
  resource_type: project
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: e4d36800a2f1d4424273e911d84854460b985e651e7412ea47034f9cd8020b5b
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  last_checked: 1780352838
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  discovered_at: '2026-06-01T14:32:25Z'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Cloud Architecture
  - Infrastructure as Code
  - Multi-Cloud Infrastructure
  - Landing Zones
  - Terraform
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
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  youtube_mosaic: {}
  category: aws-iac
  gh_license: UPL-1.0
  gh_pushed: '2026-06-01T14:32:25Z'
  gh_stars: 1
  reputation_status: Vetted
  reputation_summary: Active, well-structured Open Source IaC repository maintained
    by FoggyKitchen (Martin Linxfeld). Community vetted and actively used for multi-cloud
    landing zone automation.
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  suggested_new_category: multi-cloud-landing-zones
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https://github.com/forbearing/k8s:
  title: forbearing/k8s
  description: ''
  year: N/A
  stars: 0
  ai_summary: Curator Insight describes forbearing/k8s as an abstraction wrapper over
    client-go to offer a simpler API for standard Kubernetes resource orchestration.
    Live Grounding indicates it reduces boilerplate for minor tooling but lacks the
    ecosystem stability of standard controllers.
  language: English
  resource_type: Repository
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 3aa7469faad948e6ba9ce9a6d050028a335b91d34beb9adabf533b12a090808f
  health_score: 100.0
  last_checked: 1779029948
  needs_ai_refresh: true
  discovered_at: '2022-11-15T23:57:18Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Kubernetes Development
  - Client Wrappers
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/golang.md
  v2_locations:
  - golang.md
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  gh_license: Apache-2.0
  gh_pushed: '2022-11-15T23:57:18Z'
  gh_stars: 73
  gh_open_issues_30d: 0
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  gh_community_health: dormant
  gh_activity_checked: '2026-06-19T15:44:58.056614+02:00'
https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md:
  title: "Kubernetes Security Best Practices \U0001F31F"
  description: ''
  year: '2019'
  stars: 5
  ai_summary: A curated GitHub repository delineating hardened configurations for
    Kubernetes API servers, Kubelets, and network boundaries. It details port-level
    access rules, ingress/egress filtering, and cluster isolation tactics to defend
    against pivot attacks.
  language: Markdown
  resource_type: curation
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: 37aafd945ea8a42e8fee8a2e74ce338bb96341803e8e7272316cbd7e40c1b6d9
  health_score: 100.0
  last_checked: 1779033782
  needs_ai_refresh: true
  discovered_at: '2019-09-11T23:13:51Z'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
  - Kubernetes Security
  - Cluster Hardening
  - Network Policies
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
  - docs/kubernetes-security.md
  v2_locations:
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  gh_license: Apache-2.0
  gh_pushed: '2019-09-11T23:13:51Z'
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  gh_community_health: healthy
  gh_activity_checked: '2026-06-19T15:44:58.827996+02:00'
https://github.com/frectonz/sql-studio:
  title: 'SQL Studio: A Unified SQL Database Explorer'
  description: ''
  year: '2025'
  stars: 5
  ai_summary: 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.
  language: Rust
  resource_type: Web Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: c99e0d82a1df7ea3315a001508cbed916e879f1264a16b624637a063f1efd8ee
  health_score: 100.0
  last_checked: 1779031107
  needs_ai_refresh: true
  discovered_at: '2026-03-15T20:25:56Z'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
  - Database & Storage Management
  - Data Administration
  - UI Tools
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
  - docs/databases.md
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  v2_locations:
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  gh_license: MIT
  gh_pushed: '2026-03-15T20:25:56Z'
  gh_stars: 3546
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  gh_community_health: low
  gh_activity_checked: '2026-06-19T15:44:59.724612+02:00'
https://github.com/freelensapp/freelens:
  title: FreeLens
  description: ''
  year: '2024'
  stars: 4
  ai_summary: FreeLens is a lightweight, open-source alternative desktop client for
    managing Kubernetes clusters. It provides platform operators with real-time visual
    telemetry and container log streams, optimizing daily operational tasks without
    complex terminal overhead.
  language: JavaScript
  resource_type: Desktop Application
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: d276cefc7d35cc51940e7419b703a9a7fce83deb3427ec1a89486e6da03ceb21
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  last_checked: 1779033072
  needs_ai_refresh: true
  discovered_at: '2026-06-13T21:55:17Z'
  last_ai_eval: null
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  hierarchy:
  - Cluster Management
  - GUI Tools
  - Desktop Clients
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations:
  - docs/devel-sites.md
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  gh_license: MIT
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  gh_stars: 5146
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https://github.com/fstab/cifs:
  title: fstab/cifs
  description: ''
  year: '2016'
  stars: 2
  ai_summary: A legacy FlexVolume plugin built to mount remote CIFS/SMB storage shares
    directly into pods. Although superseded by modern CSI standards, it serves as
    a valuable historical reference for older storage configuration engines.
  language: Go
  resource_type: FlexVolume Plugin
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: dd7bd3ed45ca585e641d6c0013accb851509d60bbd58229ab13cb656f1fe41a9
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  last_checked: 1779030615
  needs_ai_refresh: true
  discovered_at: '2022-08-04T10:15:05Z'
  last_ai_eval: null
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  hierarchy:
  - Storage & Data
  - Legacy Storage
  - CIFS/SMB Mounts
  tags:
  - '[LEGACY]'
  v1_locations:
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  v2_locations:
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https://github.com/furiko-io/furiko:
  title: github.com/furiko-io/furiko
  description: ''
  year: '2025'
  stars: 5
  ai_summary: Furiko is an advanced execution platform designed to host ad-hoc and
    cron jobs in complex production clusters. It expands upon native CronJob limitations
    by offering comprehensive concurrency controls, deep execution history archives,
    and parameterized triggers suited for high-throughput batch environments.
  language: Go
  resource_type: Repository
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: f67e9269f51d43150e6bdaaee14b29396f934bb39d7b6f75dcc26040a58aafc1
  health_score: 100.0
  last_checked: 1779029878
  needs_ai_refresh: true
  discovered_at: '2025-02-13T13:57:36Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Workload Management
  - Job Scheduling
  - Cron Engines
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
  - docs/kubernetes-operators-controllers.md
  v2_locations:
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  gh_license: Apache-2.0
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  gh_stars: 502
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  gh_community_health: healthy
  gh_activity_checked: '2026-06-19T15:45:02.015964+02:00'
https://github.com/futurewei-cloud/arktos:
  title: Arktos
  description: ''
  year: '2024'
  stars: 0
  ai_summary: An alternative, heavily modified Kubernetes runtime architecture optimized
    for massive multi-tenancy scales. Introduces partition-based controllers and native
    multi-tenant routing directly inside the API server context.
  language: Go
  resource_type: Control Plane
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 0b1491439fcc57271dd4c99fc6484111dbdcad7b6e5c55bcf13c381f3ae0eade
  health_score: 100.0
  last_checked: 1781736046
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  discovered_at: '2026-06-18T00:40:46.802520+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Custom Control Planes
  - Multi-Tenancy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/kubernetes-tools.md
  v2_locations:
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  youtube_mosaic: {}
  gh_stars: 0
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https://github.com/gardener/etcd-backup-restore:
  title: github.com/gardener/etcd-backup-restore
  description: ''
  year: '2025'
  stars: 4
  ai_summary: Developed under the Gardener project, this agent automates snapshot
    generation, compression, and synchronization of multi-node ETCD clusters. Continuously
    writes transactional delta logs to private S3 endpoints.
  language: Go
  resource_type: Tool
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: d7e53637459bbdca137936836576f26a3d8ff7ad9fa1d18b9739560ce5af879e
  health_score: 100.0
  last_checked: 1779030598
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  discovered_at: '2026-06-14T07:36:01Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Control Plane
  - ETCD Administration
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations:
  - docs/kubernetes-backup-migrations.md
  v2_locations:
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  youtube_mosaic: {}
  gh_license: Apache-2.0
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  gh_stars: 329
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  gh_community_health: active
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https://github.com/gardener/gardener:
  title: Gardener
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Gardener is an advanced open-source CNCF incubating platform designed
    to manage the lifecycle of thousands of Kubernetes clusters (called shoot clusters)
    across diverse cloud environments using the 'Kubernetes-on-Kubernetes' pattern.
    It implements control planes as pods inside admin seeds, ensuring unified, scalable,
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  language: Go
  resource_type: Platform
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: b7f0a60e9aed7ab6d0afdc9c5e7e5e44d33801f213b81cda3df302e599ecf70b
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  discovered_at: '2026-06-12T20:51:13Z'
  last_ai_eval: null
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  hierarchy:
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  tags:
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  v1_locations:
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  gh_license: Apache-2.0
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https://github.com/gardener/terraformer:
  title: 'gardener/terraformer: Terraformer'
  description: ''
  year: '2026'
  stars: 2
  ai_summary: Terraformer acts as a Kubernetes-native orchestration engine that executes
    Terraform plans inside isolated Pods. It mitigates the need for external runner
    machines by converting infrastructure provisioning steps into native custom resource
    actions. Curator insights show its success inside the Gardener ecosystem, while
    live engineering validation confirms its critical role in multi-cloud infrastructure
    bootstrap operations.
  language: Go
  resource_type: Operator
  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2026-06-09T14:30:05Z'
  last_ai_eval: null
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  hierarchy:
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  - Provisioning
  - Terraform Integration
  tags:
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  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
  gh_license: Apache-2.0
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  gh_activity_checked: '2026-06-19T15:51:11.154190+02:00'
https://github.com/garutilorenzo/k3s-aws-terraform-cluster:
  title: garutilorenzo/k3s-aws-terraform-cluster
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  year: '2021'
  stars: 2
  ai_summary: An open-source repository containing Terraform configurations to bootstrap
    a lightweight K3s cluster on AWS EC2. Integrates essential security groups, network
    route assignments, and automatic node clustering through userdata initialization.
  language: HCL
  resource_type: Repository
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: f7dcc6728d69946078ab4a9d007dcb40d6bb05c548b969b19c56e124510a8e78
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  discovered_at: '2023-02-04T16:07:20Z'
  last_ai_eval: null
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  hierarchy:
  - Cloud Infrastructure
  - AWS
  - EKS & Container Orchestration
  tags:
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  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
  gh_license: GPL-3.0
  gh_pushed: '2023-02-04T16:07:20Z'
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https://github.com/garutilorenzo/k8s-aws-terraform-cluster:
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  year: '2022'
  stars: 1
  ai_summary: An open-source custom framework designed to boot self-managed Kubernetes
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https://github.com/gayanvoice/top-github-users:
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https://github.com/gcla/termshark:
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  year: '2026'
  stars: 5
  ai_summary: A Go-based terminal user interface (TUI) for `tshark` (Wireshark command-line
    engine). Enables native, interactive network packet analysis over headless SSH
    connections on remote servers or Kubernetes nodes without X11 overhead.
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  resource_type: Utility Tool
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https://github.com/geerlingguy/ansible-for-devops:
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  year: '2024'
  stars: 5
  ai_summary: The premier community-standard GitHub repository containing configuration
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https://github.com/geerlingguy/ansible-for-devops/tree/master/kubernetes:
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  year: '2023'
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  ai_summary: This repository contains the official, battle-tested Kubernetes configuration
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https://github.com/geerlingguy/ansible-role-docker:
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  year: '2026'
  stars: 4
  ai_summary: An exceptionally popular and robust Ansible role designed by Jeff Geerling
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  resource_type: Role
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  hierarchy:
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https://github.com/geerlingguy/ansible-role-jenkins:
  title: ansible-role-jenkins
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  year: '2025'
  stars: 3
  ai_summary: A widely adopted Ansible playbook automation framework for preparing
    enterprise Linux hosts to run Jenkins controllers. Includes baked-in configurations
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https://github.com/geerlingguy/ansible-role-kubernetes:
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  year: '2026'
  stars: 5
  ai_summary: Jeff Geerling's highly popular, community-standard Ansible role designed
    to automate core system dependencies, swap disabling, package installations, and
    initial Kubeadm commands on Debian and RedHat distributions, simplifying playbooks
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  language: YAML
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https://github.com/genuinetools/contained.af:
  title: 'github.com/genuinetools: contained.af'
  description: ''
  year: '2017'
  stars: 4
  ai_summary: An interactive playground/educational sandbox platform engineered to
    test and explore container breakout vectors, Linux namespaces, and capabilities.
    Created by Jessie Frazelle, it provides runtime validation for assessing container
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  resource_type: Open Source Tool
  complexity: Advanced
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https://github.com/genuinetools/img:
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  year: '2026'
  stars: 5
  ai_summary: Img is a standalone, daemonless, and unprivileged container image builder
    designed on top of BuildKit. It allows users to build OCI images in secure, rootless
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    for isolated CI/CD pipelines. While development has cooled down in favor of upstream
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https://github.com/geritol/secret-backup-operator:
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  year: '2020'
  stars: 1
  ai_summary: A specialized operator built to detect secrets across namespaces and
    back them up securely into encrypted target destinations. Serves as a useful narrow-scope
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  resource_type: Operator
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  hierarchy:
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https://github.com/germainlefebvre4/ns-killer:
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  year: '2022'
  stars: 1
  ai_summary: A utility created to clean up persistent namespaces stuck in the Terminating
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    blockages, clears remaining finalizers, and forces deletion without compromising
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https://github.com/getanteon/anteon:
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  year: '2021'
  stars: 5
  ai_summary: Rebranded from Ddosify to Anteon, this is a high-performance, developer-centric
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    to benchmark REST APIs, HTTP endpoints, and Kubernetes workloads.
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  resource_type: Testing Engine
  complexity: Medium
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  hierarchy:
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https://github.com/getporter/porter:
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https://github.com/getseabird/seabird:
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https://github.com/getsops/sops:
  title: "sops: Simple and flexible tool for managing secrets \U0001F31F"
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  year: '2026'
  stars: 5
  ai_summary: An essential open-source tool for file-level encryption inside configuration
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    JSON, and ENV, integrating natively with AWS KMS, GCP KMS, Azure Key Vault, HashiCorp
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  language: Go
  resource_type: Tool
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  hierarchy:
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https://github.com/gfkse/jenkins-shared-library:
  title: "Declarative Pipeline - Jenkins shared library \U0001F31F"
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  year: '2021'
  stars: 1
  ai_summary: An open-source reference implementation of a Jenkins Declarative Shared
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    test result formatting, container compilation, and real-time Slack notification
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  language: Groovy
  resource_type: repository
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https://github.com/ggicci/httpin:
  title: 'ggicci/httpin: HTTP Input for Go'
  description: ''
  year: N/A
  stars: 0
  ai_summary: Curator Insight introduces httpin as a declarative way to decode HTTP
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    it's a popular tool for clean controller interfaces, reducing imperative parsing
    code in Go web microservices.
  language: English
  resource_type: Repository
  complexity: Intermediate
  is_microservice: true
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https://github.com/gianlucam76/k8s-cleaner:
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  ai_summary: A dynamic garbage-collection engine built to maintain clean, clutter-free
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https://github.com/gimlet-io/gimletd:
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  ai_summary: A modern GitOps release management controller bridging developer workflows
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https://github.com/gini/dexter:
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https://github.com/giscus/giscus:
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  ai_summary: A database-free comment widget powered natively by GitHub Discussions.
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https://github.com/git-bug/git-bug:
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  ai_summary: An open-source, fully distributed bug tracking mechanism built directly
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https://github.com/git-ecosystem/git-credential-manager:
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https://github.com/git-lfs/git-lfs:
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https://github.com/github/hub:
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https://github.com/github/roadmap:
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https://github.com/github/spec-kit:
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https://github.com/gitkraken/vscode-gitlens:
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https://github.com/gitops-working-group/gitops-working-group:
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https://github.com/gitpod-io/gitpod:
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https://github.com/glasskube/glasskube:
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  ai_summary: The official open-source repository for Glasskube, a next-generation
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https://github.com/glebiller/dynamic-configuration-operator:
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  year: '2024'
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  ai_summary: A custom controller facilitating zero-downtime, runtime application
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https://github.com/globalbao/awesome-azure-policy:
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  year: '2026'
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  ai_summary: A comprehensive collection of custom Azure Policy definitions, initiative
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https://github.com/gnunn1/openshift-basic-pipeline:
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  year: '2019'
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  ai_summary: Curator Insight highlights this duplicate resource as a persistent reference
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https://github.com/go-ini/ini:
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  ai_summary: A feature-rich, high-performance ini file parser for Go. Offers seamless
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https://github.com/go-kratos/kratos:
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  ai_summary: Curator Insight defines Kratos as a heavy-duty microservice framework
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https://github.com/go-skynet/LocalAI:
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https://github.com/go-zepto/zepto:
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    services in golang
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  year: N/A
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  ai_summary: A lightweight web framework designed to simplify microservices development
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https://github.com/goatlas-io/atlas:
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https://github.com/goauthentik/authentik:
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  ai_summary: authentik is an open-source identity infrastructure built to provide
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https://github.com/gobins/vault-controller:
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  ai_summary: A lightweight Kubernetes controller designed to inject HashiCorp Vault
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https://github.com/gofireflyio/aiac:
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  ai_summary: Duplicate entry of the AI-powered infrastructure command-line application
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https://github.com/golang-design/history:
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https://github.com/golang/go:
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https://github.com/golang/vscode-go/blob/master/README.md:
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https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md:
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  ai_summary: Spanish localization of the leading Node.js architecture and security
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https://github.com/google/agents-cli:
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  year: '2025'
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  ai_summary: An official command-line tool from Google built to design, test, and
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https://github.com/google/clusterfuzzlite:
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  ai_summary: Lightweight alternative to ClusterFuzz designed specifically for CI/CD
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https://github.com/google/gke-policy-automation:
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  ai_summary: A Google-maintained open-source tool designed to automate policy audits
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https://github.com/google/go-containerregistry:
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  ai_summary: go-containerregistry is a powerful library and CLI suite developed by
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https://github.com/google/jsonnet/tree/master/case_studies/kubernetes:
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  year: '2026'
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  ai_summary: A data templating language designed for application configurations.
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https://github.com/google/ko:
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https://github.com/google/log4jscanner:
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  year: '2021'
  stars: 5
  ai_summary: Google's high-speed scanning utility developed to locate vulnerable
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    Go, it parses unpackaged Java archives to identify compromised signatures. It
    is an excellent tool for performing fast, offline validation on build artifacts.
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  resource_type: Tool
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  hierarchy:
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https://github.com/google/prometheus-slo-burn-example:
  title: 'opensource.google: Prometheus SLO example'
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  year: '2021'
  stars: 5
  ai_summary: Google's open-source templates demonstrating complex multi-window, multi-burn-rate
    Alerting on Service Level Objectives (SLOs) within Prometheus. Establishes the
    standard implementation of modern SRE monitoring guidelines.
  language: YAML
  resource_type: Open Source Tool
  complexity: Advanced
  is_microservice: false
  status: online
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https://github.com/google/python-fire:
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  year: '2025'
  stars: 5
  ai_summary: Curator Insight presents Google Fire as a library that instantly derives
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    its extensive use in data engineering pipelines to easily export complex programmatic
    code without setting up manual parsing boilerplate.
  language: Python
  resource_type: Library
  complexity: Intermediate
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  status: online
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  hierarchy:
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  - Python
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https://github.com/google/slo-generator:
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  year: '2023'
  stars: 5
  ai_summary: A comprehensive open-source tool built to parse SLO specifications and
    compute service level indicators, supporting data extraction from both Prometheus
    and diverse multi-cloud storage backends.
  language: Python
  resource_type: Open Source Tool
  complexity: Intermediate
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  hierarchy:
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  - docs/prometheus.md
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https://github.com/google/zx:
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  description: ''
  year: '2021'
  stars: 5
  ai_summary: A modern execution tool built by Google that lets developers write robust
    scripting pipelines using JavaScript or TypeScript. It automates child-process
    management, string escaping, and error checks. Live Grounding validates it as
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  resource_type: Library
  complexity: Intermediate
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  status: online
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  hierarchy:
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https://github.com/gopaddle-io/configurator:
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  year: '2020'
  stars: 2
  ai_summary: An automation controller watching ConfigMap and Secret events to automatically
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    changes with zero-downtime deployment workflows without manual redeploys.
  language: Go
  resource_type: Kubernetes Controller
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  is_microservice: false
  status: online
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  hierarchy:
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https://github.com/goss-org/goss:
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  year: '2016'
  stars: 4
  ai_summary: Goss is an ultra-fast, YAML-based infrastructure validation and health-checking
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    probe or system validation suite.
  language: Go
  resource_type: Validation Tool
  complexity: Low
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  hierarchy:
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https://github.com/govirtuo/kube-ns-suspender:
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https://github.com/grafana/agent:
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  description: ''
  year: '2024'
  stars: 5
  ai_summary: An agent for metrics, logs, and trace collection. Live grounding confirms
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    telemetry collector for OpenTelemetry and Prometheus.
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https://github.com/grafana/mimir:
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  year: '2022'
  stars: 5
  ai_summary: Grafana Mimir is a highly scalable, multi-tenant database for long-term
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    with fast query performance and operational isolation.
  language: Go
  resource_type: Repository
  complexity: Advanced
  is_microservice: true
  status: online
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https://github.com/grafana/tanka:
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  year: '2026'
  stars: 4
  ai_summary: Grafana Tanka is an enterprise-grade configuration utility that uses
    the Jsonnet programming language to generate declarative Kubernetes manifests.
    By replacing raw YAML files with reusable functions and nested structures, Tanka
    ensures clean modularity across complex multi-cluster environments. It is highly
    valued for managing complex observability deployments like Prometheus and Grafana
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  language: Go
  resource_type: Configuration Tool
  complexity: Advanced
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  status: online
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  hierarchy:
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https://github.com/grafana/tempo:
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  year: '2026'
  stars: 5
  ai_summary: A high-scale, cost-effective distributed tracing backend designed to
    work exclusively with object storage like S3 or GCS. In 2026, Tempo has consolidated
    its position as the premier choice for large-scale enterprise tracing, deeply
    integrated with Grafana Loki and Mimir to correlate logs, metrics, and traces.
  language: Go
  resource_type: Repository
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  hierarchy:
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https://github.com/gravitational/teleport:
  title: "Teleport \U0001F31F"
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  stars: 5
  ai_summary: The premier multi-protocol infrastructure access gateway. Teleport consolidates
    SSH, database, web app, and Kubernetes API session access into an audited, identity-backed
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  language: Go
  resource_type: Service
  complexity: High
  is_microservice: true
  status: online
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  hierarchy:
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https://github.com/gravitational/teleport/discussions/8330:
  title: Connecting and authenticating to Jenkins with Teleport Application Access
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  year: '2021'
  stars: 5
  ai_summary: 'Explains how to secure Jenkins controller instances with identity-aware
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    gateways. *Live Grounding*: Critical blueprint for modern security compliance,
    eliminating the vulnerability of exposing Jenkins directly to the internet.'
  language: English
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
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  hierarchy:
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  tags:
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  v1_locations:
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https://github.com/gravitl/netmaker:
  title: NetMaker
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  year: '2025'
  stars: 4
  ai_summary: Netmaker is a high-speed, dynamic overlay network orchestrator powered
    by WireGuard. It facilitates direct, secure mesh networks across multi-cloud,
    on-premises, and edge Kubernetes nodes, drastically reducing latency compared
    to traditional overlay options like VXLAN or IPSec. Netmaker is highly valuable
    for hybrid cluster topologies and secure cross-regional communication.
  language: Go
  resource_type: Platform
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2026-06-13T03:24:38Z'
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  hierarchy:
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  tags:
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  v1_locations:
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https://github.com/griddynamics/mpl:
  title: griddynamics/mpl
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Curator Insight presents the Modular Pipeline Library (MPL) from Grid
    Dynamics as a tool for creating clean, maintainable Jenkins pipelines. Live Grounding
    confirms that MPL significantly reduces Groovy boilerplate by introducing modular
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https://github.com/grosser/preoomkiller:
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https://github.com/groundcover-com/blog/tree/main/blog_k8s_containers_restarts:
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https://github.com/groundcover-com/murre:
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https://github.com/groundnuty/k8s-wait-for:
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https://github.com/grpc-ecosystem/grpc-gateway:
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https://github.com/gruberdev/local-gitops:
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https://github.com/gruntwork-io/terragrunt-infrastructure-live-example:
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https://github.com/gshipley/installcentos:
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https://github.com/gudpick/pods:
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https://github.com/gudpick/pods/tree/master/sonar-latest:
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https://github.com/gventuri/pandas-ai:
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https://github.com/gyli/DictMySQL:
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https://github.com/hadolint/hadolint:
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https://github.com/haflidif/terraform-azurerm-dns-private-resolver:
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https://github.com/hahwul/DevSecOps:
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https://github.com/halkeye-docker/docker-jenkins:
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https://github.com/harvester/harvester:
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https://github.com/hasheddan/k8scr:
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  ai_summary: A lightweight and specific CLI utility used to inspect and fetch container
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https://github.com/hashicorp/cap:
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https://github.com/hashicorp/hcl:
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  ai_summary: The authoritative Go library parsing and validating HashiCorp Configuration
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https://github.com/hashicorp/terraform-cdk:
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  ai_summary: Cloud Development Kit for Terraform (CDKTF) allowing engineers to write
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https://github.com/hashicorp/terraform-k8s:
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  ai_summary: The official HashiCorp Terraform Cloud Operator for Kubernetes. Implements
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https://github.com/hashicorp/vault:
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  year: '2026'
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  ai_summary: The premier multi-cloud secret manager, data protection engine, and
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https://github.com/hashicorp/vault-csi-provider:
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  ai_summary: Integrates HashiCorp Vault directly with the Kubernetes Secret Store
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https://github.com/hashicorp/waypoint/tree/main/website/content/docs:
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  year: '2021'
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https://github.com/hasura/gitkube:
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  ai_summary: An early GitOps-oriented operator that allowed developers to build and
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https://github.com/haxsaw/hikaru:
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https://github.com/hayao-k/cdk-ecr-image-scan-notify:
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  ai_summary: Community CDK construct that maps AWS EventBridge patterns to detect
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https://github.com/hbollon/k8s-voting-app-aws:
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https://github.com/hcavarsan/kftray:
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  ai_summary: KFTray is a desktop-native menubar utility designed to manage multiple
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https://github.com/heketi/heketi:
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https://github.com/helm/charts/tree/master/stable/distributed-jmeter:
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  year: '2020'
  stars: 5
  ai_summary: The legacy Helm implementation of distributed Apache JMeter performance
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https://github.com/helm/charts/tree/master/stable/jenkins:
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  ai_summary: The deprecated stable Helm chart repository for Jenkins. It is strongly
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https://github.com/helm/charts/tree/master/stable/selenium:
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https://github.com/helm/charts/tree/master/stable/sonarqube:
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  ai_summary: The deprecated stable Helm chart location for SonarQube. Modern deployments
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https://github.com/helm/charts/tree/master/stable/sonatype-nexus:
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  ai_summary: The obsolete, archived official Helm chart path for Sonatype Nexus3.
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https://github.com/helm/helm:
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  ai_summary: Official Go implementation of the Helm client, acting as the package
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https://github.com/helm/helm-mapkubeapis:
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  ai_summary: Fundamental operator utility that edits release metadata in-place to
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https://github.com/helmfile/helmfile:
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  ai_summary: The premier declarative orchestrator for multi-chart environments. Helmfile
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https://github.com/helmwave/helmwave:
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https://github.com/heptiolabs/ktx:
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https://github.com/hiddeco/cronjobber:
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https://github.com/hidetatz/kubecolor:
  title: "hidetatz/kubecolor \U0001F31F"
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  ai_summary: Kubecolor is a highly adopted command-line wrapper for kubectl that
    colorizes terminal outputs. It improves cluster observability by visually distinguishing
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https://github.com/highmobility:
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https://github.com/hoanhan101/ultimate-go:
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  ai_summary: Comprehensive handbook detailing memory layout, profiling, and concurrency
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https://github.com/hobby-kube/guide:
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  ai_summary: A comprehensive guide on bootstrapping an fully production-ready, highly
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https://github.com/homeport/havener:
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https://github.com/huazhihao/kubespy:
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  ai_summary: An interactive real-time observability CLI tool designed to 'spy' on
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  resource_type: Tool
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https://github.com/huginn/huginn:
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  year: '2026'
  stars: 5
  ai_summary: A highly versatile open-source system designed for orchestrating automated
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https://github.com/humanlayer/12-factor-agents:
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  ai_summary: A highly curated architectural manifest detailing twelve software engineering
    principles for building deterministic, production-grade LLM applications. The
    guide emphasizes robust prompt and context ownership, unified execution state,
    and standardizing human-in-the-loop interventions through tool calls. By framing
    AI agents as stateless reducers in a state-machine topology, the principles ensure
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https://github.com/hygieia/Hygieia:
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  year: '2024'
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  ai_summary: 'An enterprise DevOps dashboard originally developed by Capital One
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  language: Java
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  hierarchy:
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https://github.com/iam-veeramalla/Azure-zero-to-hero:
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https://github.com/ianmiell/kubernetes-examples:
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https://github.com/iann0036/iamlive:
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https://github.com/iawia002/lux:
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https://github.com/ibm-messaging:
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https://github.com/ibuildthecloud/wtfk8s:
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https://github.com/idealista/prometheus_jmx_exporter-role:
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https://github.com/idealista/prometheus_jmx_exporter_role:
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https://github.com/idoavrah/terraform-tui:
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https://github.com/ilkilab/agorakube:
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https://github.com/ilyash/show-struct:
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https://github.com/im2nguyen/rover:
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https://github.com/imperialwicket/spinnaker-demo:
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https://github.com/imthenachoman/How-To-Secure-A-Linux-Server:
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https://github.com/inancgumus/learngo:
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https://github.com/infiniumtek/terraform-review-agent:
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https://github.com/influxdata/telegraf/tree/master/plugins/inputs/activemq:
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https://github.com/influxdata/telegraf/tree/master/plugins/outputs/prometheus_client:
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  year: '2026'
  stars: 5
  ai_summary: Source code and implementation guide for Telegraf's Prometheus output
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https://github.com/infracost/infracost:
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  year: '2025'
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  ai_summary: The premier open-source parser for analyzing HCL variables and producing
    deep cloud cost projections before resource allocation. By feeding plans to a
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https://github.com/infrahouse/infrahouse-toolkit:
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  year: '2025'
  stars: 5
  ai_summary: The Infrahouse Toolkit provides operational automation helpers specifically
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    actions such as dynamic DNS configurations, instance lifecycle hooks, and local
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https://github.com/infrahouse/terraform-aws-ecs:
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  year: '2023'
  stars: 0
  ai_summary: A community-focused open-source Terraform module designed for seamless
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https://github.com/infrahouse/terraform-aws-openvpn:
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  year: '2023'
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  ai_summary: An AWS-specific Terraform module designed to provision a highly available
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https://github.com/infrahq/infra:
  title: "==infrahq/infra== \U0001F31F"
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  ai_summary: Infra was originally designed as a high-density identity access management
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    Live grounding in 2026 confirms that the project was officially archived and ceased
    active development in early 2024. Teams should treat its architecture as a conceptual
    reference and seek active alternatives like Teleport or Pinniped.
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https://github.com/inguardians/peirates:
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  year: '2019'
  stars: 5
  ai_summary: Peirates is a dedicated Kubernetes post-exploitation penetration testing
    tool designed to automate cluster privilege escalation and asset traversal. Once
    a container boundary is breached, Peirates scans for exposed credentials, ServiceAccounts,
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  resource_type: Exploitation Framework
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  status: online
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  hierarchy:
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https://github.com/inkdrop-org/inkdrop-visualizer:
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  year: '2023'
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  ai_summary: Inkdrop Visualizer maps active Terraform states or complex HCL patterns
    into detailed node-graph visualizations. It generates structured, scalable diagrams
    designed to support continuous integration systems and design audits. By mapping
    exact dependency chains, it facilitates code review understanding across collaborative
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  resource_type: Visual Tool
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https://github.com/inputsh/awesome-linux:
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  year: '2023'
  stars: 5
  ai_summary: A premier directory of Linux performance diagnostic utilities, shell
    configurations, system metrics collectors, and custom distributions. This guide
    is an invaluable reference for platform engineers optimizing base host OS layers
    for container node hosts.
  language: Markdown
  resource_type: Awesome List
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https://github.com/inscapist/terraform-k3s-private-cloud:
  title: "K3s Private Cluster \U0001F31F"
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  year: '2023'
  stars: 5
  ai_summary: An open-source code repository outlining how to automate secure, private
    K3s Kubernetes cluster installations using Terraform scripts. Illustrates resource
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  resource_type: Code Blueprint
  complexity: Advanced
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  status: online
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  hierarchy:
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  - '[DE FACTO STANDARD]'
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https://github.com/inspektor-gadget/inspektor-gadget:
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  ai_summary: An advanced eBPF-based debugging and observability framework for Kubernetes
    clusters. It instruments system calls, network flows, and filesystem activities
    directly at the kernel level without injecting sidecars, delivering low-overhead
    runtime inspection and security auditing.
  language: Go
  resource_type: Tool
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  status: online
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  hierarchy:
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  tags:
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https://github.com/instrumenta/kubernetes-json-schema:
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  year: '2024'
  stars: 5
  ai_summary: An archive of automatically generated JSON Schemas extracted from official
    Kubernetes API definitions. Historically key for linting, now superseded by modern
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  language: None
  resource_type: Schema Repository
  complexity: Medium
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  hierarchy:
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https://github.com/instrumenta/kubeval:
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  year: '2021'
  stars: 4
  ai_summary: A historic CLI tool used to validate Kubernetes configuration manifests
    against JSON schemas. Although it is archived and has been largely replaced by
    Kubeconform, Kubeval remains an important reference point in the evolution of
    Kubernetes configuration testing.
  language: Go
  resource_type: tool
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  is_microservice: true
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  discovered_at: '2026-01-29T06:24:31Z'
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  hierarchy:
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  v1_locations:
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https://github.com/instrumenta/policies:
  title: 'github.com/instrumenta/policies: A set of shared policies for use with Conftest''
    and other Open Policy Agent tools'
  description: ''
  year: '2021'
  stars: 5
  ai_summary: A structured directory of modular policy files for linting infrastructure-as-code
    deployments (Terraform, Kubernetes YAML, Helm charts). Designed to enforce standards
    like non-root container runs, memory limit boundaries, and forbidden network ingress
    setups early in CI/CD cycles.
  language: Rego
  resource_type: Library
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 8da18f0ceeb9bd2409fdeb5ea85df3d2a4d0b85a9588c271707c5eff4e2c2965
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  discovered_at: '2021-01-20T13:43:37Z'
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  company: null
  geo_region: null
  hierarchy:
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  - Policy Library
  tags:
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  v1_locations:
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https://github.com/int128/kubelogin:
  title: "kubelogin \U0001F31F"
  description: ''
  year: '2024'
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  ai_summary: A kubectl plugin for OpenID Connect (OIDC) authentication, enabling
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https://github.com/iovisor/bpftrace:
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https://github.com/iovisor/kubectl-trace:
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https://github.com/irockel/tda:
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https://github.com/isaaguilar/terraform-operator:
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https://github.com/ishantanu/awesome-kubectl-plugins:
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  ai_summary: A highly curated repository indexing popular and helpful kubectl plugins.
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https://github.com/istio-ecosystem/admiral:
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https://github.com/istio/istio:
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https://github.com/istio/tools/blob/master/perf/README.md:
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https://github.com/itaysk/kubectl-neat:
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https://github.com/ivx/yet-another-cloudwatch-exporter:
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https://github.com/iximiuz/awesome-container-tinkering:
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  ai_summary: A technical reference compilation dedicated to container design internals,
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https://github.com/iximiuz/cdebug:
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https://github.com/iximiuz/client-go-examples:
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https://github.com/jace-ys/sentry-operator:
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https://github.com/jamesbuckett/ckad-questions:
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  ai_summary: An intensive, community-driven collection of practice challenges and
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https://github.com/jamesw4/confirm-tfvars:
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  ai_summary: confirm-tfvars acts as a tactical CLI guardrail that intercepts execution
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https://github.com/jamiehannaford/what-happens-when-k8s:
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  ai_summary: An exquisite collaborative initiative mapping the granular execution
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https://github.com/janikvonrotz/awesome-powershell:
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  year: '2026'
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  ai_summary: A curated repository detailing modules, cmdlets, and automation patterns
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https://github.com/jbossdemocentral/rhpam7-mortgage-demo:
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  ai_summary: A complex workflow automation demo featuring Red Hat Process Automation
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https://github.com/jcchavezs/porto:
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  ai_summary: Curator Insight describes Porto as an automated tool that injects vanity
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https://github.com/jcjorel/ec2-spot-converter:
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  ai_summary: ec2-spot-converter is an open-source tool built to programmatically
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https://github.com/jdauphant/awesome-ansible:
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  ai_summary: A curated repository listing valuable Ansible tools, libraries, playbooks,
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https://github.com/jenkins-infra/jenkins-usage-stats:
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  ai_summary: Official scripts and tools used by the Jenkins Infrastructure team to
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https://github.com/jenkins-infra/jenkins-version:
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https://github.com/jenkins-infra/jenkins.io/issues:
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https://github.com/jenkins-infra/pipeline-library:
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  ai_summary: The real-world production Global Shared Pipeline Library utilized by
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https://github.com/jenkins-x-plugins/jx-secret-postrenderer:
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https://github.com/jenkins-x/gsm-controller:
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  ai_summary: An automated controller that continuously synchronizes secrets stored
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https://github.com/jenkins-x/jenkins-x-openshift-image:
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  year: '2020'
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  ai_summary: A legacy helper repository containing customized Dockerfiles designed
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https://github.com/jenkins-x/updatebot:
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  ai_summary: A dynamic automation component within the Jenkins-X ecosystem. It monitors
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https://github.com/jenkinsci:
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  ai_summary: The master open-source organization repository on GitHub housing the
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https://github.com/jenkinsci/JenkinsPipelineUnit:
  title: Jenkins Pipeline Unit testing framework
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  year: '2025'
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  ai_summary: The standard community pipeline testing toolkit. Simplifies verifying
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  hierarchy:
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https://github.com/jenkinsci/configuration-as-code-plugin:
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  ai_summary: An operational setup manual detailing how to bootstrap a primary seed
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https://github.com/jenkinsci/custom-war-packager:
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  ai_summary: Duplicate citation verification for the Custom WAR Packager. Serves
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https://github.com/jenkinsci/docker/blob/master/install-plugins.sh:
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https://github.com/jenkinsci/ghprb-plugin:
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https://github.com/jenkinsci/git-plugin:
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https://github.com/jenkinsci/git-plugin/releases/tag/git-4.8.0:
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https://github.com/jenkinsci/github-autostatus-plugin:
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https://github.com/jenkinsci/helm-charts:
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https://github.com/jenkinsci/influxdb-plugin:
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https://github.com/jenkinsci/jenkins-scripts:
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https://github.com/jenkinsci/jenkinsfile-runner:
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  ai_summary: An ephemeral, lightweight execution engine that encapsulates Jenkins
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https://github.com/jenkinsci/jenkinsfile-runner-test-framework:
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https://github.com/jenkinsci/jep/blob/master/jep/224/README.adoc:
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https://github.com/jenkinsci/job-dsl-plugin:
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https://github.com/jenkinsci/job-dsl-plugin/wiki:
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https://github.com/jenkinsci/kubernetes-operator:
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  ai_summary: The official, production-ready Kubernetes custom controller designed
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https://github.com/jenkinsci/kubernetes-plugin:
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https://github.com/jenkinsci/opentelemetry-plugin:
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  ai_summary: Integrates Jenkins with OpenTelemetry to export performance metrics,
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https://github.com/jenkinsci/performance-plugin:
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  ai_summary: This Jenkins CI plugin compiles, parses, and visualizes execution metrics
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https://github.com/jenkinsci/pipeline-graph-view-plugin:
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  year: '2025'
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  ai_summary: The underlying backend and visualization architecture for the Pipeline
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  language: Java
  resource_type: Jenkins Plugin
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  hierarchy:
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https://github.com/jenkinsci/pipeline-utility-steps-plugin:
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https://github.com/jenkinsci/plugin-installation-manager-tool:
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  ai_summary: A vital dependency management utility designed to download and package
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https://github.com/jenkinsci/plugin-installation-manager-tool/releases/tag/plugin-management-parent-pom-1.1.0:
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  ai_summary: Stable tag release implementation of the command-line plugin installer.
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https://github.com/jenkinsci/plugin-pom:
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  year: '2026'
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  ai_summary: The standardized parent Maven POM definition used by Jenkins plugins
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  language: XML
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https://github.com/jenkinsci/plugin-pom/releases/tag/plugin-4.0:
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  year: '2020'
  stars: 5
  ai_summary: Detailed release changelog outlining architectural changes, library
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  language: Markdown
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https://github.com/jenkinsci/prometheus-plugin:
  title: "Jenkins Prometheus Metrics Plugin \U0001F31F"
  description: ''
  year: '2026'
  stars: 5
  ai_summary: Exposes an endpoint directly scrapable by Prometheus server, outputting
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https://github.com/jenkinsci/pull-request-monitoring-plugin:
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  year: '2021'
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  ai_summary: Monitors open pull requests, pulling performance metrics and status
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https://github.com/jenkinsci/redis-fingerprint-storage-plugin:
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  year: '2020'
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  ai_summary: Practical implementation of Jenkins' external fingerprint storage framework
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    records to an in-memory Redis cluster, enhancing controller scalability.
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https://github.com/jenkinsci/remoting-opentelemetry-plugin:
  title: "Jenkins Remoting monitoring with OpenTelemetry Plugin \U0001F31F"
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  ai_summary: This repository implements agent trace propagation by reporting telemetry
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https://github.com/jenkinsci/remoting-opentelemetry-plugin/pull/40:
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https://github.com/jenkinsci/robot-plugin:
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  ai_summary: Integrates Robot Framework test suites with Jenkins, providing automated
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https://github.com/jenkinsci/tekton-client-plugin:
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https://github.com/jenkinsci/url-filter-plugin:
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  ai_summary: Regulates outbound HTTP requests generated by build scripts or configurations
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https://github.com/jertel/elastalert2:
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  ai_summary: An active, community-maintained fork of ElastAlert designed to query
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https://github.com/jesseduffield/lazydocker:
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  stars: 5
  ai_summary: Lazydocker is an immersive, keyboard-driven terminal user interface
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  language: Go
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  hierarchy:
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https://github.com/jessfraz/branch-cleanup-action:
  title: "github.com: Branch Cleanup Action \U0001F31F"
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  year: '2018'
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  ai_summary: An automated GitHub Action designed to delete merged branches. Classified
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  complexity: Beginner
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https://github.com/jetify-com/launchpad:
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  year: '2022'
  stars: 3
  ai_summary: Launchpad is a CLI tool developed by Jetpack (now Jetify) that allows
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    builds, publishes, and deploys applications directly into target namespaces seamlessly.
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  resource_type: CLI Tool
  complexity: Medium
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https://github.com/jetpack-io/launchpad:
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https://github.com/jetstack/cert-manager:
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  year: N/A
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https://github.com/jetstack/version-checker:
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https://github.com/jkcfg/jk:
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https://github.com/jkosik/helm-decomposer:
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https://github.com/jlevy/the-art-of-command-line:
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https://github.com/jmfloreszazo/ghapp_demo/blob/main/README.es.md:
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https://github.com/johanhaleby/kubetail:
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https://github.com/johnkerl/miller:
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https://github.com/johnlokerse/azure-bicep-cheat-sheet:
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https://github.com/johnthebrit/CertificationMaterials:
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https://github.com/joke2k/faker:
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https://github.com/jonleibowitz/awesome-digitalocean:
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https://github.com/jonmosco/kube-ps1:
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https://github.com/jonrau1/ElectricEye/blob/master/README.md:
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  ai_summary: An automated cloud security assessment framework designed to continually
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https://github.com/jordanwilson230/kubectl-plugins/tree/krew:
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  ai_summary: A collection of highly interactive `kubectl` CLI utilities. Offers streamlined
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https://github.com/jose-r-lopez/SSI_Infraestructure_Automation_Materials:
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  ai_summary: 'A structured repository containing laboratory manuals, automation scripts,
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https://github.com/jose-r-lopez/SSI_Materials:
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https://github.com/joseadanof/awesome-cloudnative-trainings:
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https://github.com/joshnh/Git-Commands/blob/master/README.md:
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  ai_summary: 'Curator Insight: A curated, text-based catalog of advanced Git parameters
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https://github.com/joyrex2001/kubedock:
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https://github.com/joyrex2001/tekline:
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https://github.com/jpmens/jo:
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https://github.com/jrockway/ekglue:
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  ai_summary: A lightweight utility developed to bridge Envoy configuration directly
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https://github.com/jrussellfreelance/powershell-scripts:
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  ai_summary: A collection of administrative script blocks designed for routine tasks,
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https://github.com/jsmartin/ansible-tower-packer:
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  ai_summary: Vintage HashiCorp Packer scripts utilized to generate machine images
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https://github.com/jthomperoo/custom-pod-autoscaler:
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  ai_summary: A framework allowing developers to write custom pod autoscaling logic
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https://github.com/jthomperoo/k8shorizmetrics:
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  ai_summary: An extensible Go library designed to replicate the calculation logic
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https://github.com/jthomperoo/predictive-horizontal-pod-autoscaler:
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  ai_summary: An advanced horizontal pod autoscaling extension utilizing forecasting
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https://github.com/junegunn/fzf:
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https://github.com/jupyterlab/jupyter-ai:
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https://github.com/jwcesign/kubespider:
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https://github.com/jyguyomarch/awesome-productivity:
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https://github.com/k0sproject/k0s:
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https://github.com/k3d-io/k3d:
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https://github.com/k3s-io/k3s-ansible:
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https://github.com/k8gb-io/k8gb:
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https://github.com/k8s-ruby/k8s-ruby:
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https://github.com/k8snetworkplumbingwg/multus-cni:
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https://github.com/k8spacket/k8spacket:
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https://github.com/k8spatterns/examples:
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https://github.com/k8spin/k8spin-operator:
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https://github.com/k8tz/k8tz:
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https://github.com/k8zdev/k8z:
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https://github.com/kabisa/k8s-workshop-in-a-box:
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https://github.com/kadalu/kadalu:
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  ai_summary: Kadalu is a lightweight, container-native storage solution that utilizes
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https://github.com/kahun/awesome-sysadmin:
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  description: ''
  year: '2026'
  stars: 4
  ai_summary: The premier community-led index indexing system administration tools
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  resource_type: Awesome List
  complexity: Intermediate
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https://github.com/kairos-io/kairos:
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  description: ''
  year: '2023'
  stars: 5
  ai_summary: Kairos is an open-source, immutable Linux meta-distribution optimized
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    operating system as an appliance, allowing declarative, zero-touch provisioning
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  language: Go
  resource_type: Open Source Tool
  complexity: Advanced
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  hierarchy:
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https://github.com/kakao/ipvs-node-controller:
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https://github.com/kakao/network-node-manager:
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  year: '2024'
  stars: 3
  ai_summary: A specialized network daemon developed by Kakao for optimizing node-level
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    shows that this utility targets bare-metal clusters, streamlining system-level
    network management while improving connectivity troubleshooting in on-premise
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  language: Go
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https://github.com/kapicorp/tesoro:
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  description: ''
  year: '2023'
  stars: 5
  ai_summary: An admission controller webhook designed to streamline secrets synchronizations
    and handle decoding actions securely. Ensures raw secret assets are safely verified
    before injecting configuration data into target runtimes.
  language: Go
  resource_type: Webhook
  complexity: Advanced
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  hierarchy:
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https://github.com/karampok/dnsconfig-injector:
  title: 'github.com: dnsconfig-injector - Mutating Admission Webhook for dnsconfig''
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  year: '2021'
  stars: 5
  ai_summary: A specialized Mutating Admission Webhook that injects customized `dnsConfig`
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    of resolving hosts inside microservices manifests. Live usage points to a stable
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  hierarchy:
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  - '[LEGACY]'
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https://github.com/kareem-elsayed/k8s-alerts:
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  year: '2021'
  stars: 5
  ai_summary: A lightweight alerting manager focusing on pod anomalies and failures.
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    when operational errors occur.
  language: Go
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  hierarchy:
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https://github.com/karmab/autolabeller:
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  year: '2021'
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  ai_summary: An automation tool designed to automatically apply labels to Kubernetes
    resources, nodes, or namespaces based on defined criteria or attributes. It reduces
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    selectors. In 2026, it represents a niche community utility for large cluster
    metadata automation.
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  complexity: Low
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https://github.com/karmada-io/karmada:
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  year: '2025'
  stars: 5
  ai_summary: An advanced Kubernetes-native multi-cluster management federation engine.
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    featuring intelligent resource distribution, policy-driven failovers, and unified
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https://github.com/kaysalawu/azure-network-terraform:
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  year: '2023'
  stars: 3
  ai_summary: An open-source showcase hosting realistic Azure network configurations
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    routing tables, and private DNS zones.
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https://github.com/kbrew-dev/kbrew:
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  year: '2022'
  stars: 1
  ai_summary: Kbrew functions as an experimental package manager for local Kubernetes
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    files. It streamlines package delivery for local developer environments, although
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  language: Go
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  hierarchy:
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https://github.com/kbst/terraform-kubestack:
  title: Kubestack Gitops Framework
  description: ''
  year: '2026'
  stars: 5
  ai_summary: An open-source Terraform-driven GitOps framework configured to simplify
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    leverages native inheritance behaviors of Terraform modules to manage multi-cluster
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  language: HCL
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  discovered_at: '2026-03-05T13:40:32Z'
  last_ai_eval: null
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  hierarchy:
  - Declarative GitOps
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https://github.com/kbterm/kubeterm:
  title: 'Kubeterm: Graphical Management Tool for Kubernetes'
  description: ''
  year: '2025'
  stars: 2
  ai_summary: An open-source desktop client designed to simplify Kubernetes administration
    and performance monitoring. By rendering graphical resource mappings, it significantly
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  language: TypeScript
  resource_type: Desktop Application
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  hierarchy:
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https://github.com/kcp-dev/kcp:
  title: 'kcp: a prototype of a Kubernetes API server that is not a Kubernetes cluster''
    - a place to create, update, and maintain Kube-like APIs with controllers above
    or without clusters'
  description: ''
  year: '2021'
  stars: 5
  ai_summary: KCP acts as a highly customizable prototype of a Kubernetes API server
    that functions completely independent of physical container nodes. It serves as
    a foundational platform for control plane building, multi-cluster API management,
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  language: Go
  resource_type: API Server Platform
  complexity: Advanced
  is_microservice: true
  status: online
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  hierarchy:
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  v1_locations:
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https://github.com/kedacore/keda/issues/2214:
  title: github.com/kedacore/keda/issues/2214
  description: ''
  year: '2024'
  stars: 5
  ai_summary: Technical GitHub issue discussion within the KEDA repository, offering
    granular insight into community-driven debugging, performance tuning, and architectural
    refinement. Reflects the active, battle-tested maintenance of this vital cloud-native
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  language: Go
  resource_type: Repository
  complexity: Advanced
  is_microservice: false
  status: online
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  content_hash: 27b7f60ec0e2d61d94876b2753262615382e6b310b314bc5f171c2450331c3ef
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  discovered_at: '2026-06-11T15:09:37Z'
  last_ai_eval: null
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  hierarchy:
  - Infrastructure & Platform
  - Autoscaling
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https://github.com/keel-hq/keel:
  title: "==Keel== \U0001F31F"
  description: ''
  year: '2024'
  stars: 5
  ai_summary: Keel is a lightweight CD daemon that monitors container registries and
    automatically updates deployments, statefulsets, and helm releases without needing
    external pipeline orchestration.
  language: Go
  resource_type: Operator
  complexity: Medium
  is_microservice: false
  status: online
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  discovered_at: '2026-02-26T08:30:36Z'
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  hierarchy:
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  - Continuous Deployment
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  - Operators
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  v1_locations:
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  gh_stars: 2714
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https://github.com/kei6u/kubectl-secret-data:
  title: kei6u/kubectl-secret-data
  description: ''
  year: N/A
  stars: 0
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https://github.com/keikoproj/upgrade-manager:
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https://github.com/keisku/kubectl-explore:
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https://github.com/keisku/kubectl-secretdata:
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https://github.com/kellyjonbrazil/jc:
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https://github.com/kelseyhightower/cmd-tutorial:
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https://github.com/kelseyhightower/kubernetes-the-hard-way:
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https://github.com/kelseyhightower/nocode:
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https://github.com/kelseyhightower/serverless-vault-with-cloud-run:
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https://github.com/keptn-sandbox/keptn-jenkins-library:
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https://github.com/keptn-sandbox/keptn-on-k3s:
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https://github.com/keptn-sandbox/keptn-on-k3s/blob/master/README-KeptnForDynatrace.md:
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https://github.com/kevincobain2000/gobrew:
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https://github.com/kgamanji/cluster-api-helm-chart:
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https://github.com/kiali/kiali:
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https://github.com/kingdonb/kubectl-exec-user:
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https://github.com/kinvolk/inspektor-gadget:
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https://github.com/kislyuk/yq:
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https://github.com/kkdai/youtube:
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https://github.com/kloeckner-i/db-auth-gateway:
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https://github.com/kloeckner-i/db-operator:
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https://github.com/knative-extensions/net-kourier:
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https://github.com/knative-sandbox/net-kourier:
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https://github.com/knative/client:
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https://github.com/knight42/kubectl-blame:
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https://github.com/knorrie/network-examples:
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  ai_summary: A highly technical repository detailing configurations for advanced
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https://github.com/ko-build/ko:
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https://github.com/kodemore/chili:
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https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile:
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  ai_summary: A historical Jenkinsfile configuration by Kohsuke Kawaguchi showcasing
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https://github.com/komodorio/helm-dashboard:
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https://github.com/komodorio/validkube:
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https://github.com/konstructio/kubefirst:
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  ai_summary: Kubefirst (by Konstructio) delivers an instant, fully integrated GitOps
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https://github.com/konstruktoid/ansible-hvault-inventory:
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  ai_summary: An advanced dynamic Ansible inventory script integrating directly with
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https://github.com/konveyor:
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  ai_summary: An open-source modernization and migration suite designed to analyze,
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https://github.com/krestomatio/keydb-operator:
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https://github.com/kserve/kserve:
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https://github.com/ksoclabs/awesome-kubernetes-security:
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https://github.com/kube-aws/kube-spot-termination-notice-handler:
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  is_microservice: true
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  hierarchy:
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https://github.com/kube-burner/kube-burner:
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  year: '2020'
  stars: 3
  ai_summary: A specialized performance and orchestration tool designed to stress-test
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  language: Go
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  complexity: High
  is_microservice: false
  status: online
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  hierarchy:
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https://github.com/kube-logging/logging-operator:
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  year: '2026'
  stars: 2
  ai_summary: An enterprise-grade Kubernetes operator engineered to automate the lifecycle
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    CRDs, featuring dynamic multi-tenant log isolation, secure buffer management,
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  language: Go
  resource_type: Repository
  complexity: Advanced
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  last_ai_eval: null
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  hierarchy:
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https://github.com/kube-ns-suspender/kube-ns-suspender:
  title: "govirtuo/kube-ns-suspender \U0001F31F"
  description: ''
  year: '2021'
  stars: 2
  ai_summary: A cloud-cost mitigation helper designed to scale down resources in designated
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    workload resources like Deployments and StateSets to reduce overhead.
  language: Go
  resource_type: Controller
  complexity: Medium
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  status: online
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  discovered_at: '2025-03-14T17:43:03Z'
  last_ai_eval: null
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  hierarchy:
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  v1_locations:
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  gh_license: MIT
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  gh_stars: 84
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  gh_community_health: healthy
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https://github.com/kube-vip/kube-vip:
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  year: '2019'
  stars: 5
  ai_summary: Kube-Vip is a lightweight virtual IP and load balancer engine designed
    for bare-metal Kubernetes environments, offering high availability for both control
    planes and LoadBalancer-type services. Operating as a DaemonSet, it negotiates
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  language: Go
  resource_type: Infrastructure Daemon
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 7479b6f4ec4e498ddf325ad75d433009f16e5eee52e8a9297784148711004217
  health_score: 100.0
  last_checked: 1779032344
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  discovered_at: '2026-06-12T16:06:14Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Network & Connectivity
  - IP Address Management
  - Load Balancing
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
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  gh_license: Apache-2.0
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https://github.com/kubecfg/kubecfg:
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  year: '2016'
  stars: 5
  ai_summary: Kubecfg is a Jsonnet-based configuration manager designed to generate
    and apply Kubernetes manifests with deterministic accuracy. By treating Kubernetes
    resources as code modules, it supports deep inheritance, abstraction, and parameterization
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  language: Go
  resource_type: CLI Tool
  complexity: Advanced
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  status: online
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  content_hash: 28787866aedee99095fb0b1e1ffc5b62edba4a3f8e2984ca1fc4f5207d4c5383
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  last_ai_eval: null
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  hierarchy:
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https://github.com/kubecost/cluster-turndown:
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  year: '2024'
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  ai_summary: A specialized cost-optimization controller that scales cluster worker
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    over testing runtimes and non-production dynamic resource instances.
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  hierarchy:
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https://github.com/kubecost/cost-model:
  title: 'github.com/kubecost: kubecost-exporter - Running Kubecost as a Prometheus''
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https://github.com/kubecost/kubectl-cost:
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  year: '2023'
  stars: 3
  ai_summary: A dedicated `kubectl` command-line plugin designed to interact directly
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  language: Go
  resource_type: Tool
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https://github.com/kubefirst/kubefirst:
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https://github.com/kubeflow/kfserving:
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https://github.com/kubeguard/guard:
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  year: '2021'
  stars: 5
  ai_summary: Guard (by Appscode) is an advanced authentication and authorization
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  language: Go
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  discovered_at: '2026-05-21T15:29:07Z'
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  hierarchy:
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  tags:
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  gh_license: Apache-2.0
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https://github.com/kubehelper/kubehelper:
  title: KubeHelper
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  year: '2024'
  stars: 5
  ai_summary: An interactive terminal user interface designed to assist operators
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    commands manually.
  language: Go
  resource_type: CLI Tool
  complexity: Low
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  hierarchy:
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https://github.com/kubeinit/kubeinit:
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  year: '2026'
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  ai_summary: 'Curator Insight vs Live Grounding: Kubeinit was designed as an Ansible
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    Live telemetry shows this repository has moved to legacy status with zero recent
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  complexity: Advanced
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  hierarchy:
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https://github.com/kubemq-io/kubemq-community:
  title: "github.com/kubemq-io/kubemq-community \U0001F31F"
  description: ''
  year: '2024'
  stars: 5
  ai_summary: The primary community codebase for KubeMQ. It showcases a lightweight,
    high-throughput message broker written in Go, specifically optimized for containerized
    microservice routing patterns inside Kubernetes.
  language: Go
  resource_type: Code
  complexity: Intermediate
  is_microservice: false
  status: online
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  hierarchy:
  - Infrastructure
  - Message Brokers
  - KubeMQ
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  gh_license: Apache-2.0
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https://github.com/kubenav/kubenav:
  title: kubenav
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  year: '2025'
  stars: 4
  ai_summary: A lightweight multi-platform open-source navigator designed for mobile
    devices (iOS, Android) and desktop. Delivers secure cluster troubleshooting, rapid
    log auditing, and safe shell executions directly on remote servers.
  language: Dart
  resource_type: Repository
  complexity: Intermediate
  is_microservice: false
  status: online
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  discovered_at: '2026-06-01T01:46:56Z'
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  hierarchy:
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  tags:
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  gh_license: MIT
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  gh_community_health: healthy
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https://github.com/kubeops/config-syncer:
  title: '==kubeops/config-syncer: Config Syncer (previously Kubed)=='
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  discovered_at: '2026-05-17T17:25:21.229441+02:00'
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https://github.com/kubeops/ui-server:
  title: identity-server
  description: ''
  year: '2021'
  stars: 1
  ai_summary: An identity and authorization server built specifically for Kubernetes
    dashboard architectures. It integrates with native OpenID Connect (OIDC) providers
    to manage secure user sessions and token exchanges for web UIs.
  language: Go
  resource_type: Identity Provider
  complexity: High
  is_microservice: true
  status: online
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  content_hash: 976a2f5e5b440221f3ed9a2de22165b937adcdf6fc3204889c1811be2a0c9ea3
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  hierarchy:
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  gh_activity_checked: '2026-06-19T16:35:29.874373+02:00'
https://github.com/kubeopsskills/cloud-secret-resolvers:
  title: 'kubeopsskills/cloud-secret-resolvers: Cloud Secret Resolvers (CSR)'
  description: ''
  year: '2021'
  stars: 2
  ai_summary: An open-source operator-free secret resolver utility that queries AWS,
    Azure, and GCP secret stores dynamically, writing resolved parameters straight
    into runtime Kubernetes configurations. Reduces overhead associated with bulky
    operator systems.
  language: Go
  resource_type: Tool
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: f26f51430c382c7a8c629e1a75b95f2c292a675b9285750e8b7e033167d02d48
  health_score: 100.0
  last_checked: 1779030711
  needs_ai_refresh: true
  discovered_at: '2022-06-22T10:39:05Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Secrets Management
  - Kubernetes Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/devsecops.md
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
  gh_license: MIT
  gh_pushed: '2022-06-22T10:39:05Z'
  gh_stars: 35
  gh_open_issues_30d: 2
  gh_open_prs_30d: 0
  gh_community_health: low
  gh_activity_checked: '2026-06-19T16:35:30.566258+02:00'
https://github.com/kubepack/chart-doc-gen:
  title: 'chart-doc-gen: Helm Chart Documentation Generator'
  description: ''
  year: '2022'
  stars: 2
  ai_summary: Command-line utility that extracts configuration variables directly
    from values.yaml to compile uniform Markdown files. Speeds up delivery by ensuring
    user manuals and codebases stay perfectly aligned.
  language: Go
  resource_type: Plugin
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 3cf55fa13e1a671d356837825acf23af6a782f0cb74eae5cc9398d49fb9d6d92
  health_score: 100.0
  last_checked: 1779030803
  needs_ai_refresh: true
  discovered_at: '2026-05-16T02:01:15Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Application Delivery
  - Documentation Automation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/helm.md
  v2_locations:
  - helm.md
  youtube_mosaic: {}
  gh_license: Apache-2.0
  gh_pushed: '2026-05-16T02:01:15Z'
  gh_stars: 122
  gh_open_issues_30d: 8
  gh_open_prs_30d: 0
  gh_community_health: low
  gh_activity_checked: '2026-06-19T16:35:31.270479+02:00'
https://github.com/kubepug/kubepug:
  title: '==github.com/kubepug/kubepug: Deprecations AKA KubePug - Pre UpGrade (Checker)==''
    ⭐'
  description: ''
  year: '2019'
  stars: 5
  ai_summary: KubePug checks local resources against upcoming Kubernetes API deprecations
    and removals. By parsing live resources or raw manifest directories, it provides
    warning indicators mapping to the designated target version's deprecation roadmap.
    This tool forms a critical gate inside pipeline verifications.
  language: Go
  resource_type: CLI Tool / kubectl Plugin
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 546a2f76b2780f056a0e9b590a1a3bc1374dce6383528956ff2afdef6364d3a0
  health_score: 100.0
  last_checked: 1779032055
  needs_ai_refresh: true
  discovered_at: '2026-06-08T09:31:44Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cluster Lifecycle
  - Upgrades & Compliance
  - Static Analysis
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
  - docs/kubernetes-tools.md
  v2_locations:
  - kubernetes-tools.md
  youtube_mosaic: {}
  gh_license: Apache-2.0
  gh_pushed: '2026-06-08T09:31:44Z'
  gh_stars: 1835
  gh_open_issues_30d: 38
  gh_open_prs_30d: 0
  gh_community_health: healthy
  gh_activity_checked: '2026-06-19T16:35:31.953969+02:00'
https://github.com/kubereboot/kured:
  title: github.com/kubereboot/kured ⭐
  description: ''
  year: '2026'
  stars: 5
  ai_summary: The industry-standard daemonset that monitors clusters for nodes requiring
    OS-level reboots. Using a coordinated API locking strategy, kured drains and reboots
    nodes sequentially, preserving cluster-wide resource availability during maintenance
    windows.
  language: Go
  resource_type: DaemonSet
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 08fd05371ed694fe460e32a28d52b40bdef0ff8b63d69ee62cc2a4a8016bd7bc
  health_score: 100.0
  last_checked: 1779031564
  needs_ai_refresh: true
  discovered_at: '2026-06-11T21:26:44Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Node Provisioning
  - Reboot Orchestration
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
  - docs/kubernetes-tools.md
  v2_locations:
  - kubernetes-tools.md
  youtube_mosaic: {}
  gh_license: Apache-2.0
  gh_pushed: '2026-06-11T21:26:44Z'
  gh_stars: 2543
  gh_open_issues_30d: 57
  gh_open_prs_30d: 0
  gh_community_health: active
  gh_activity_checked: '2026-06-19T16:35:32.639904+02:00'
https://github.com/kuberhealthy/kuberhealthy:
  title: "kuberhealthy \U0001F31F"
  description: ''
  year: '2024'
  stars: 5
  ai_summary: Kuberhealthy schedules dynamic, real-world actions as background test
    suites. It detects underlying API, network, or storage decay that static monitoring
    tools overlook by continually validating that clusters are functionally operational.
  language: Go
  resource_type: Operator
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: a01379b3010823904038e846f81c24f722060cf701a5e9378554661d62f6272b
  health_score: 100.0
  last_checked: 1779130495
  needs_ai_refresh: true
  discovered_at: '2026-06-02T05:58:58Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Reliability
  - Monitoring
  - Synthetic Monitoring
  - Operators
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
  - docs/kubernetes-operators-controllers.md
  v2_locations:
  - kubernetes-operators-controllers.md
  youtube_mosaic: {}
  gh_license: Apache-2.0
  gh_pushed: '2026-06-02T05:58:58Z'
  gh_stars: 2247
  gh_open_issues_30d: 21
  gh_open_prs_30d: 0
  gh_community_health: healthy
  gh_activity_checked: '2026-06-19T16:35:33.370083+02:00'
https://github.com/kuberlogic/kuberlogic:
  title: kuberlogic
  description: ''
  year: '2022'
  stars: 2
  ai_summary: Kuberlogic is an open-source operator-driven engine designed to turn
    standard open-source databases (PostgreSQL, MySQL, Redis) into a managed Database-as-a-Service
    (DBaaS) on Kubernetes. It automates backups, scaling, auto-healing, and monitoring,
    providing a self-hosted alternative to RDS. However, it remains a smaller community
    effort.
  language: Go
  resource_type: Controller
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: cf3ddffd441ae1c89c416b39ea700a7b26053c5f33e1a7cc13b344d339a518b0
  health_score: 100.0
  last_checked: 1779032159
  needs_ai_refresh: true
  discovered_at: '2022-10-26T14:38:18Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Database Orchestration
  - Database-as-a-Service
  - SaaS Builders
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/kubernetes-tools.md
  v2_locations:
  - kubernetes-tools.md
  youtube_mosaic: {}
  gh_license: Apache-2.0
  gh_pushed: '2022-10-26T14:38:18Z'
  gh_stars: 228
  gh_open_issues_30d: 2
  gh_open_prs_30d: 0
  gh_community_health: low
  gh_activity_checked: '2026-06-19T16:35:34.051309+02:00'
https://github.com/kubermatic/fubectl:
  title: fubectl
  description: ''
  year: '2026'
  stars: 5
  ai_summary: A widely adopted wrapper layer of shell helper functions and interactive
    `fzf` auto-completers designed to supercharge kubectl navigation. Radically simplifies
    log inspections, shell attachment prompts, and port forwarding setups.
  language: Bash
  resource_type: CLI Tool
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 6bb6ef7e2027b10db5fc1753953334a6f0f89021ec7407ce3e84f29c9528115e
  health_score: 100.0
  last_checked: 1779034139
  needs_ai_refresh: true
  discovered_at: '2026-02-18T08:38:54Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Developer Experience
  - CLI Utilities
  - Context Management
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
  - docs/kubernetes-tools.md
  v2_locations:
  - kubernetes-tools.md
  youtube_mosaic: {}
  gh_license: Apache-2.0
  gh_pushed: '2026-02-18T08:38:54Z'
  gh_stars: 1002
  gh_open_issues_30d: 11
  gh_open_prs_30d: 0
  gh_community_health: healthy
  gh_activity_checked: '2026-06-19T16:35:34.734231+02:00'
https://github.com/kubermatic/kubecarrier:
  title: KubeCarrier - Service Management at Scale
  description: ''
  year: '2023'
  stars: 5
  ai_summary: KubeCarrier is an open-source system designed for managing services
    across multiple Kubernetes clusters using a Service App Store model based on CRDs.
    Curator insights framed it as an enterprise-ready hub for multi-tenant services;
    however, live grounding reveals the project has been archived by Kubermatic. It
    remains academically and architecturally notable for showing how to use Hub-and-Spoke
    cluster patterns to automate service provisioning.
  language: Go
  resource_type: Software
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: cdeca712f167e1ebbd9e47da971ef81314edde045093745dac14d6ba50e8663f
  health_score: 100.0
  last_checked: 1779032372
  needs_ai_refresh: true
  discovered_at: '2023-07-05T20:56:40Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Multi-Cluster
  - Service Management
  - Operator Framework
  tags:
  - '[DE FACTO STANDARD]'
  - '[LEGACY]'
  v1_locations:
  - docs/kubernetes-tools.md
  - docs/kubernetes.md
  v2_locations:
  - kubernetes-tools.md
  - kubernetes.md
  youtube_mosaic: {}
  gh_license: Apache-2.0
  gh_pushed: '2023-07-05T20:56:40Z'
  gh_stars: 291
  gh_open_issues_30d: 13
  gh_open_prs_30d: 0
  gh_community_health: healthy
  gh_activity_checked: '2026-06-19T16:35:35.427015+02:00'
https://github.com/kubermatic/kubeone:
  title: "==kubermatic/kubeone== \U0001F31F"
  description: ''
  year: '2024'
  stars: 4
  ai_summary: KubeOne is a highly opinionated, declarative Kubernetes cluster provisioning
    and lifecycle management tool. Utilizing the Cluster API under the hood, it automates
    the creation, upgrade, and maintenance of single control-plane or highly-available
    clusters across various cloud providers and bare-metal environments.
  language: Go
  resource_type: CLI Tool
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 774d41c037db09506f5aeae4c27b66e363d5e2e624644905ebb94af4b11225f7
  health_score: 100.0
  last_checked: 1779031046
  needs_ai_refresh: true
  discovered_at: '2026-06-03T21:13:34Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cluster Management
  - Provisioning
  - Declarative Clusters
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations:
  - docs/kubernetes-tools.md
  v2_locations:
  - kubernetes-tools.md
  youtube_mosaic: {}
  gh_license: Apache-2.0
  gh_pushed: '2026-06-03T21:13:34Z'
  gh_stars: 1513
  gh_open_issues_30d: 100
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  gh_community_health: active
  gh_activity_checked: '2026-06-19T16:35:36.101878+02:00'
https://github.com/kubernetes-client:
  title: "github.com/kubernetes-client \U0001F31F"
  description: ''
  year: '2026'
  stars: 0
  ai_summary: The master repository for official Kubernetes API clients. It coordinates
    client generation profiles across Python, Java, JavaScript, and Go, serving as
    the base for building advanced cloud orchestration tools.
  language: Multi
  resource_type: Repository Directory
  complexity: Advanced
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: f9afe847a27cfed4f08ab1bf87f4a7913f0636f1d90aa7aae6309ad7aa645ac6
  health_score: 100.0
  last_checked: 1779033782
  needs_ai_refresh: true
  discovered_at: '2026-05-17T18:03:02.454555+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native & K8s
  - Kubernetes API
  - Official SDKs
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/kubernetes-client-libraries.md
  v2_locations:
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  youtube_mosaic: {}
  gh_stars: 0
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  gh_license: N/A
  duplicate_of: https://github.com/kubernetes-client/python
https://github.com/kubernetes-client/go:
  title: 'kubernetes-client/go: OpenAPI based Generated Go client for Kubernetes'
  description: ''
  year: '2025'
  stars: 5
  ai_summary: An alternative OpenAPI-generated Go client for Kubernetes APIs. Best
    utilized for lightweight API interactions and custom code-generation environments
    requiring strict OpenAPI schema structures.
  language: Go
  resource_type: Library
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 74dc88e1d502b4a8a0b9763d5e16cda63b3d361ae16da5db2ddd9fdddc2bbb16
  health_score: 100.0
  last_checked: 1779034013
  needs_ai_refresh: true
  discovered_at: '2022-03-08T08:27:45Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native & K8s
  - Kubernetes API
  - Go Client
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
  - docs/kubernetes-client-libraries.md
  v2_locations:
  - kubernetes-client-libraries.md
  youtube_mosaic: {}
  gh_license: Apache-2.0
  gh_pushed: '2022-03-08T08:27:45Z'
  gh_stars: 239
  gh_open_issues_30d: 0
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  gh_community_health: dormant
  gh_activity_checked: '2026-06-19T16:35:36.784970+02:00'
https://github.com/kubernetes-client/java:
  title: 'github.com/kubernetes-client/java: Kubernetes Java Client'
  description: ''
  year: '2026'
  stars: 5
  ai_summary: The official OpenAPI-generated Java library for the Kubernetes API.
    Provides enterprise Java platforms with type-safe classes, informers, and watcher
    APIs to build robust, native controllers.
  language: Java
  resource_type: Library
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: c8b72e06d672e56ca6e5e8543d0d917f605312e4a547c80dab5aa2ecb39d736b
  health_score: 100.0
  last_checked: 1779030132
  needs_ai_refresh: true
  discovered_at: '2026-06-12T18:36:31Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native & K8s
  - Kubernetes API
  - Java Client
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
  - docs/kubernetes-client-libraries.md
  v2_locations:
  - kubernetes-client-libraries.md
  youtube_mosaic: {}
  gh_license: Apache-2.0
  gh_pushed: '2026-06-12T18:36:31Z'
  gh_stars: 3984
  gh_open_issues_30d: 29
  gh_open_prs_30d: 0
  gh_community_health: healthy
  gh_activity_checked: '2026-06-19T16:35:37.478789+02:00'
https://github.com/kubernetes-client/python:
  title: github.com/kubernetes-client/python
  description: ''
  year: '2026'
  stars: 5
  ai_summary: The official Python SDK for interacting with Kubernetes API environments.
    Heavily leveraged across AI workflows, automation routines, and data operations
    needing native cluster integration.
  language: Python
  resource_type: Library
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 68b4cba01dcb6e7de7b9e77f374c3c5af11f2fe7a1a8bc4649a93a393ad54fe7
  health_score: 100.0
  last_checked: 1779029295
  needs_ai_refresh: true
  discovered_at: '2026-06-08T03:02:20Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native & K8s
  - Kubernetes API
  - Python Client
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
  - docs/kubernetes-client-libraries.md
  v2_locations:
  - kubernetes-client-libraries.md
  youtube_mosaic: {}
  gh_license: Apache-2.0
  gh_pushed: '2026-06-08T03:02:20Z'
  gh_stars: 7594
  gh_open_issues_30d: 101
  gh_open_prs_30d: 0
  gh_community_health: active
  gh_activity_checked: '2026-06-19T16:35:38.213343+02:00'
https://github.com/kubernetes-client/python-base:
  title: github.com/kubernetes-client/python-base
  description: ''
  year: '2025'
  stars: 5
  ai_summary: The foundational base configurations package supporting the official
    Kubernetes Python Client library. Standardizes raw REST connection handling and
    secure authentication exchanges.
  language: Python
  resource_type: Library
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 0abb70df04327ef10002eba20626354a1fa4d8f91d47cb48f243316ffa896f35
  health_score: 100.0
  last_checked: 1779032802
  needs_ai_refresh: true
  discovered_at: '2022-02-25T23:19:26Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native & K8s
  - Kubernetes API
  - Python Client
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
  - docs/kubernetes-client-libraries.md
  v2_locations:
  - kubernetes-client-libraries.md
  youtube_mosaic: {}
  gh_license: Apache-2.0
  gh_pushed: '2022-02-25T23:19:26Z'
  gh_stars: 69
  gh_open_issues_30d: 0
  gh_open_prs_30d: 0
  gh_community_health: dormant
  gh_activity_checked: '2026-06-19T16:35:38.930409+02:00'
https://github.com/kubernetes-course/container_workshops:
  title: github.com/kubernetes-course/container_workshops
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Workshop curriculum dedicated to fundamental container internals, isolation
    concepts, namespaces, and runtime interactions. (Live Grounding: Serves as an
    excellent fundamental base for engineers seeking to demystify low-level OCI runtime
    mechanisms).'
  language: Shell/Dockerfile
  resource_type: Code Repository
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: e1b93a2ff48bc2af86ea2e40392312e1d5dcb188061af30eb1dd9b9a538b9165
  health_score: 100.0
  last_checked: 1781735910
  needs_ai_refresh: true
  discovered_at: '2026-06-18T00:38:30.789828+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud-Native Infrastructure
  - Learning Resources
  - Containerization Workshops
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/demos.md
  v2_locations:
  - demos.md
  youtube_mosaic: {}
  gh_stars: 0
  gh_pushed: null
  gh_license: N/A
  gh_open_issues_30d: 9
  gh_open_prs_30d: 0
  gh_community_health: low
  gh_activity_checked: '2026-06-19T16:35:39.633246+02:00'
https://github.com/kubernetes-csi:
  title: github.com/kubernetes-csi
  description: ''
  year: '2026'
  stars: 0
  ai_summary: The official GitHub organization containing CSI reference drivers, specification
    documentation, and auxiliary helper containers (such as csi-provisioner and csi-snapshotter).
    These foundational code repositories define how all third-party storage controllers
    communicate with the core Kubernetes API.
  language: Go
  resource_type: Repository
  complexity: High
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: e980d53aee55061c19050394117f47d9ecf6c911d4e7c26dfc046f77129d5b77
  health_score: 100.0
  last_checked: 1779031109
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:18:29.212316+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Storage
  - Kubernetes CSI
  - Source Code
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/kubernetes-storage.md
  v2_locations:
  - kubernetes-storage.md
  youtube_mosaic: {}
  gh_stars: 0
  gh_pushed: null
  gh_license: N/A
  duplicate_of: https://github.com/kubernetes-client
https://github.com/kubernetes-csi/csi-driver-smb:
  title: SMB CSI Driver for Kubernetes
  description: ''
  year: '2026'
  stars: 5
  ai_summary: A specialized CSI driver designed to dynamically provision and mount
    Server Message Block (SMB) shared directories into Kubernetes pods. This driver
    is essential for heterogeneous Windows/Linux container clusters and legacy corporate
    network attached storage (NAS) migrations.
  language: Go
  resource_type: CSI Driver
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: eab7a2248d1bef935176b622ad8dfa3ce97f382d9418a2ee0d2e219583b61216
  health_score: 100.0
  last_checked: 1779033259
  needs_ai_refresh: true
  discovered_at: '2026-06-14T07:10:30Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Storage
  - Kubernetes CSI
  - SMB Integration
  tags:
  - '[DE FACTO STANDARD]'
  - '[LEGACY]'
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  gh_community_health: healthy
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https://github.com/kubernetes-retired/etcdadm:
  title: github.com/kubernetes-sigs/etcdadm ⭐
  description: ''
  year: '2018'
  stars: 3
  ai_summary: A retired cluster administration tool inspired by kubeadm, designed
    to provision and operate secure, HA etcd clusters. Although deprecated in the
    Kubernetes-retired ecosystem, it served as a foundational pattern for bootstrap
    orchestrators.
  language: Go
  resource_type: Cluster Installer
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 74b1a330a79242cd06f6d9fa042d24276e94431e09c9fb3706af3511ec7d8191
  health_score: 100.0
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  discovered_at: '2024-04-29T17:19:53Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Control Plane
  - etcd Management
  tags:
  - '[LEGACY]'
  v1_locations:
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  gh_license: Apache-2.0
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  gh_stars: 747
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  gh_community_health: dormant
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https://github.com/kubernetes-retired/frakti:
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  description: ''
  year: '2020'
  stars: 5
  ai_summary: 'Critical Live Grounding: Built originally to support hypervisor-based
    Container Runtime Interfaces (CRI), Frakti has been officially retired and archived
    by the Kubernetes organization. Modern environments utilize container-native VM
    interfaces like Kata Containers or Firecracker integrated directly into containerd.'
  language: Go
  resource_type: Repository
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: 07833ef4cc0c9fb288a03de53893ff40afa113ac6f2543303073a13f38adc569
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  discovered_at: '2020-12-15T16:30:13Z'
  last_ai_eval: null
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  hierarchy:
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  tags:
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  - '[LEGACY]'
  v1_locations:
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https://github.com/kubernetes-retired/hierarchical-namespaces:
  title: 'kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller
    (HNC)'
  description: ''
  year: '2020'
  stars: 5
  ai_summary: The Hierarchical Namespace Controller (HNC) allowed users to establish
    parent-child relationships between namespaces to propagate policies, secrets,
    and roles. Although highly influential for multi-tenant self-service models, the
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  resource_type: Controller
  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2025-04-07T00:22:00Z'
  last_ai_eval: null
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  hierarchy:
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https://github.com/kubernetes-retired/kpng:
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  description: ''
  year: '2021'
  stars: 5
  ai_summary: Originally conceived as the next-generation Kubernetes Proxy (KPNG)
    to split kube-proxy into a clean control plane and specialized data planes. Live
    grounding confirms the project has been officially retired by SIG Network, though
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    modern custom dataplane designs.
  language: Go
  resource_type: Core Component
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 600ce80e685a81a0beb113112dc6330d72d64df910cd6a075a0477d4acf8aef1
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  discovered_at: '2024-07-09T05:36:20Z'
  last_ai_eval: null
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  hierarchy:
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  - Networking
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  tags:
  - '[DE FACTO STANDARD]'
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https://github.com/kubernetes-retired/kube-batch:
  title: kube-batch
  description: ''
  year: '2018'
  stars: 2
  ai_summary: 'An early batch scheduler for Kubernetes designed to run high-performance
    computing (HPC) and deep learning workloads. Note: This project is now retired
    and archived; its features have been superseded by Volcano or the native Kubernetes
    scheduler queueing enhancements.'
  language: Go
  resource_type: Batch Scheduler
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 1e384314b52bd9b4322348255137977944a4424b07518c238c49d614e04864e5
  health_score: 100.0
  last_checked: 1779130494
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  discovered_at: '2023-05-22T13:50:02Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Batch Workloads
  - HPC
  tags:
  - '[LEGACY]'
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https://github.com/kubernetes-retired/kubefed:
  title: 'KubeFed: Kubernetes Cluster Federation'
  description: ''
  year: '2026'
  stars: 5
  ai_summary: The retired multi-cluster federation engine (KubeFed). Designed to coordinate
    resources across multiple clusters, it was retired due to design limitations.
    Modern production multi-cluster strategies have migrated to architectures like
    Karmada, Open Cluster Management (OCM), or global service meshes.
  language: Go
  resource_type: Tool
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  is_microservice: false
  status: online
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  discovered_at: '2023-03-24T21:50:24Z'
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  hierarchy:
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https://github.com/kubernetes-retired/kui:
  title: kubernetes-sigs/kui
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  year: '2019'
  stars: 3
  ai_summary: 'A hybrid visual/command-line tool built on Electron to interact with
    Kubernetes APIs. Note: This project is retired/archived by the Kubernetes-SIGs
    group; alternative options include active terminal tools such as k9s or Lens.'
  language: TypeScript
  resource_type: Visual CLI
  complexity: High
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  status: online
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  hierarchy:
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  tags:
  - '[LEGACY]'
  v1_locations:
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https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc:
  title: Hierarchical namespaces
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  year: '2023'
  stars: 5
  ai_summary: The repository source for the Hierarchical Namespace Controller (HNC).
    While archived on GitHub, it remains highly informative for establishing cascading
    sub-namespace parameters and resource hierarchies.
  language: Go
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  complexity: Advanced
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  discovered_at: '2023-05-11T21:17:56Z'
  last_ai_eval: null
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  hierarchy:
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  - Multi-Tenancy
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https://github.com/kubernetes-sigs:
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  year: '2024'
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  ai_summary: The official repository collection managed by Special Interest Groups.
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  hierarchy:
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https://github.com/kubernetes-sigs/aws-load-balancer-controller:
  title: ==github.com/kubernetes-sigs/aws-load-balancer-controller==
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  year: '2026'
  stars: 5
  ai_summary: The core controller that manages AWS Elastic Load Balancers (ALB and
    NLB) on behalf of a Kubernetes cluster. Live Grounding verifies its continuous
    support for advanced features like target grouping by IP, ACM certificate integration,
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    network architectures.
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  resource_type: Code Repository
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  hierarchy:
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  v1_locations:
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https://github.com/kubernetes-sigs/cluster-addons:
  title: "Cluster Addons \U0001F31F"
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  year: '2025'
  stars: 5
  ai_summary: This SIG-Cluster-Lifecycle project establishes standard, declarative
    approaches for managing core cluster addons. It provides structured templates
    for bootstrapping, upgrading, and removing cluster utilities like CoreDNS or CSI
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  language: Go
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  hierarchy:
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  - Addons Management
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https://github.com/kubernetes-sigs/cluster-api:
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https://github.com/kubernetes-sigs/descheduler:
  title: "Descheduler for Kubernetes \U0001F31F"
  description: ''
  year: '2026'
  stars: 5
  ai_summary: A highly critical Kubernetes SIG project that addresses scheduling drift
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    pods that violate affinities, taints, topology spreads, or resource capacities.
  language: Go
  resource_type: Controller
  complexity: Advanced
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  status: online
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  hierarchy:
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  - '[DE FACTO STANDARD]'
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https://github.com/kubernetes-sigs/e2e-framework:
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  year: N/A
  stars: 0
  ai_summary: Curator Insight presents this official Kubernetes SIG framework for
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  language: English
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  hierarchy:
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https://github.com/kubernetes-sigs/etcdadm:
  title: github.com/kubernetes-sigs/etcdadm ⭐
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  year: N/A
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https://github.com/kubernetes-sigs/external-dns:
  title: external-dns
  description: ''
  year: '2024'
  stars: 5
  ai_summary: A vital ecosystem add-on that dynamically configures external DNS providers
    based on active Ingress and Service host declarations. Ensures automated external
    network connectivity.
  language: Go
  resource_type: Repository
  complexity: Advanced
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  status: online
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  discovered_at: '2026-06-13T21:06:32Z'
  last_ai_eval: null
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  hierarchy:
  - Networking & Ingress
  - DNS
  - Automation
  tags:
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  v1_locations:
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  gh_license: Apache-2.0
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https://github.com/kubernetes-sigs/gateway-api:
  title: Kubernetes Gateway API
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  year: '2023'
  stars: 4
  ai_summary: Official GitHub repository for the standard Kubernetes Gateway API.
    This next-generation specification supersedes standard Ingress, offering expressive,
    role-oriented, and extensible routing APIs (Gateway, GatewayClass, and Route resources).
  language: Go
  resource_type: Repository
  complexity: Advanced
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  status: online
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  content_hash: 9b853c512489d4b358665cd406a72d7c98c3d11567570278578142b0ff19f417
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  hierarchy:
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  - Ingress & Gateway
  - Gateway API
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https://github.com/kubernetes-sigs/hierarchical-namespaces:
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https://github.com/kubernetes-sigs/ingate:
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https://github.com/kubernetes-sigs/kind:
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https://github.com/kubernetes-sigs/kpng:
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https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md:
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https://github.com/kubernetes-sigs/kube-batch:
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https://github.com/kubernetes-sigs/kube-scheduler-simulator:
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https://github.com/kubernetes-sigs/kubebuilder:
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https://github.com/kubernetes-sigs/kubefed:
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https://github.com/kubernetes-sigs/kubespray:
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https://github.com/kubernetes-sigs/kueue:
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https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0:
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https://github.com/kubernetes-sigs/kui:
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https://github.com/kubernetes-sigs/kustomize:
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https://github.com/kubernetes-sigs/kwok:
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  ai_summary: KWOK (Kubernetes WithOut Kubelet) is an official SIG-sponsored emulator
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https://github.com/kubernetes-sigs/multi-tenancy/tree/master/incubator/hnc:
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https://github.com/kubernetes-sigs/nfs-ganesha-server-and-external-provisioner:
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  ai_summary: An out-of-tree dynamic provisioner that uses NFS Ganesha to dynamically
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    storage volumes dynamically via NFS. It remains a crucial storage-layer utility
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https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner:
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  year: '2025'
  stars: 4
  ai_summary: An out-of-tree dynamic provisioner that uses an existing NFS server
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https://github.com/kubernetes-sigs/node-feature-discovery:
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https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran:
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  ai_summary: A collection of scheduling plugins (TargetLoadPacked and LoadWatcher)
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https://github.com/kubernetes-sigs/secrets-store-csi-driver:
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https://github.com/kubernetes-sigs/security-profiles-operator:
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  ai_summary: The official Kubernetes SIG operator for managing Seccomp, AppArmor,
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https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner:
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https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler:
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  ai_summary: The official Kubernetes core component that dynamically alters cloud
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https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler:
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  ai_summary: Official repository and implementation guide for the Kubernetes Vertical
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https://github.com/kubernetes/client-go:
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  ai_summary: The official Go SDK for managing Kubernetes clusters. It features critical
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https://github.com/kubernetes/community/blob/main/README.md:
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https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md:
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  ai_summary: The authoritative SIG-Scalability technical specifications outlining
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https://github.com/kubernetes/community/blob/master/README.md:
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https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-limits/thresholds.md:
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https://github.com/kubernetes/community/tree/main/icons:
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  year: '2023'
  stars: 5
  ai_summary: The official CNCF-maintained Kubernetes graphic catalog containing SVGs
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  hierarchy:
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https://github.com/kubernetes/community/tree/master/icons:
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https://github.com/kubernetes/enhancements:
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  ai_summary: The Kubernetes Enhancement Proposal (KEP) and repository code outlining
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  hierarchy:
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? https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md
: title: 'KEP-2837: Especificaciones de Recursos a Nivel de Pod'
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    application configurations.
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  hierarchy:
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https://github.com/kubernetes/frakti:
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https://github.com/kubernetes/git-sync:
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https://github.com/kubernetes/ingress-nginx/issues/7837:
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https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0:
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  ai_summary: Landmark v1.0.0 release of the community ingress-nginx controller. Highlights
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https://github.com/kubernetes/kompose:
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  ai_summary: Kompose is the official translation tool for converting Docker Compose
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https://github.com/kubernetes/kops:
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  ai_summary: Kubernetes Operations (kops) is a production-grade orchestration tool
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https://github.com/kubernetes/kube-state-metrics:
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  ai_summary: A vital system service that translates raw Kubernetes API server state
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https://github.com/kubernetes/kubeadm:
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  ai_summary: The standard bootstrapping engine for establishing conformant clusters,
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https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md:
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https://github.com/kubernetes/kubernetes/issues/126811:
  title: A Kyverno policy to block custom snippet configurations for Kubernetes Nginx
    ingress (CVE-2021-25742
  description: ''
  year: '2024'
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  ai_summary: A critical Kyverno security policy designed to block custom Nginx Ingress
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https://github.com/kubernetes/kubernetes/pull/73787:
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  ai_summary: The upstream Kubernetes pull request deprecating the '--export' flag
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https://github.com/kubernetes/kubernetes/pull/97057:
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  ai_summary: Highlights a critical behavior change in Kubernetes 1.20 where `timeoutSeconds`
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https://github.com/kubernetes/minikube:
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  ai_summary: Minikube remains an industry-standard sandbox for launching local single-node
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https://github.com/kubernetes/sample-controller:
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  ai_summary: The canonical sample controller repository managed by the Kubernetes
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https://github.com/kubernetes/test-infra/tree/master/prow:
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  ai_summary: A Kubernetes-native CI/CD platform built specifically for large-scale
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https://github.com/kubescape/kubescape:
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  ai_summary: An active CNCF Sandbox tool providing multi-framework configuration
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https://github.com/kubescape/regolibrary:
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  ai_summary: A repository of highly structured Rego-based compliance policies curated
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https://github.com/kubeshark/kubeshark:
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https://github.com/kubeshield/identity-server:
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https://github.com/kubeshop/kusk:
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https://github.com/kubeshop/monokle:
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https://github.com/kubeshop/testkube:
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https://github.com/kubesimplify/ksctl:
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https://github.com/kubesphere/kubeeye:
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  ai_summary: The main GitHub project repository for KubeEye, an advanced diagnostic
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https://github.com/kubesphere/kubekey:
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https://github.com/kubetail-org/kubetail:
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  ai_summary: Kubetail (by kubetail-org) is a real-time log-monitoring dashboard designed
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https://github.com/kubevious/kubevious:
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https://github.com/kubevirt/kubevirt:
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  ai_summary: KubeVirt is a graduated CNCF project that allows virtual machines to
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https://github.com/kubevirt/monitoring:
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https://github.com/kudobuilder/kuttl:
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  ai_summary: The Kubernetes Test Tool (KUTTL) provides a powerful declarative framework
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https://github.com/kuhlman-labs/terraform-azurerm-landing-zone:
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https://github.com/kunchalavikram1427/Kubernetes_public:
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https://github.com/kunchalavikram1427/Kubernetes_public/blob/main/Kubernetes_Commands.txt:
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https://github.com/kunchalavikram1427/Kubernetes_public/blob/master/Kubernetes_Commands.txt:
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https://github.com/kvaps/kubectl-build:
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  year: '2021'
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  ai_summary: A kubectl plugin that allows developers to build container images directly
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  resource_type: CLI Plugin
  complexity: Intermediate
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  status: online
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  hierarchy:
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https://github.com/kvaps/kubectl-node-shell:
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  year: '2025'
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  ai_summary: A highly convenient kubectl plugin that spawns an interactive root shell
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    access mechanisms and employing short-lived administrative containers, it simplifies
    deep OS-level performance tuning.
  language: Shell
  resource_type: CLI Plugin
  complexity: Advanced
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  status: online
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https://github.com/kvdi/kvdi:
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  year: N/A
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https://github.com/kyma-incubator/terraform-provider-kind:
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  ai_summary: A dedicated Terraform provider to spin up local Kubernetes IN Docker
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  complexity: Intermediate
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https://github.com/kyverno/chainsaw:
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  ai_summary: Kyverno Chainsaw is a specialized declarative end-to-end testing framework
    tailored for Kubernetes operators and controllers. It simplifies assertions, resource
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  resource_type: Tool
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https://github.com/kyverno/policies/issues/80:
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https://github.com/kyverno/policy-reporter:
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  year: '2026'
  stars: 5
  ai_summary: A CNCF-recognized dashboard and reporter engineered to capture, aggregate,
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https://github.com/laurci/kubernate:
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  ai_summary: Kubernate is a JavaScript/TypeScript configuration SDK designed to generate
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https://github.com/laurent22/joplin:
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  year: '2026'
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  hierarchy:
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https://github.com/lbroudoux/openshift-cases/tree/master/jboss-amq7-custom:
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https://github.com/learning-cloud-native-go/myapp:
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  ai_summary: 'A reference Go application engineered specifically to demonstrate cloud-native
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  complexity: Intermediate
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https://github.com/learnk8s/free-kubernetes:
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  stars: 3
  ai_summary: 'A highly-rated index of free Kubernetes sandboxes, development clusters,
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    barrier for developers. (Live Grounding: Continually updated to include current
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  resource_type: Awesome List
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  status: online
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  hierarchy:
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https://github.com/learnk8s/k8bit:
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  year: '2022'
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  ai_summary: An ultra-lightweight, visual Kubernetes dashboard optimized for quick
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  language: JavaScript
  resource_type: Web Application
  complexity: Beginner
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  status: online
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  discovered_at: '2026-06-18T00:40:47.001305+02:00'
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  hierarchy:
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  tags:
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https://github.com/learnk8s/templating-kubernetes:
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https://github.com/learnk8s/xlskubectl:
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  ai_summary: An open-source spreadsheet integration that translates raw kubectl command
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  status: online
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https://github.com/leg100/pug:
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  year: '2024'
  stars: 2
  ai_summary: PUG (Pug User Interface) is a terminal-based UI designed to control
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  resource_type: TUI Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2026-01-02T11:17:40Z'
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  hierarchy:
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https://github.com/lensesio/fast-data-dev:
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  year: '2022'
  stars: 5
  ai_summary: Fast-data-dev (Lenses Box) is a highly popular, all-in-one Docker environment
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  language: Shell
  resource_type: Open Source Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 8aae4234c3fd5d81307550e8b1207fe6dad1ef90194caaba469d7226104fa3c6
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  last_checked: 1779030413
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  discovered_at: '2025-11-20T21:51:52Z'
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  hierarchy:
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  - Apache Kafka
  - Testing & Emulation
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  gh_activity_checked: '2026-06-19T18:51:21.641143+02:00'
https://github.com/libopenstorage/stork:
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  year: '2026'
  stars: 5
  ai_summary: Stork (Storage Operator Runtime for Kubernetes) is an open-source utility
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  language: Go
  resource_type: Operator
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: e56a2be73bd09f662866098b42e91b8280bd0962218a716b1fc5c5a13c1bacdf
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https://github.com/lorien/awesome-web-scraping:
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  ai_summary: A specialized index compiling scraping libraries, network proxy parsers,
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https://github.com/louislam/uptime-kuma:
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  ai_summary: A highly popular self-hosted synthetic monitoring tool written in Node.js.
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https://github.com/lsdopen/ahoy:
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  ai_summary: Ahoy streamlines deployment validation in delivery pipelines by managing
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https://github.com/lucidrains/PaLM-rlhf-pytorch:
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  ai_summary: An open-source PyTorch implementation combining the PaLM architecture
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https://github.com/lucky-sideburn/kubeinvaders:
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  ai_summary: Kubeinvaders is a gamified chaos engineering platform modeled after
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https://github.com/luk4z7/go-concurrency-guide:
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https://github.com/lukaszraczylo/jobs-manager-operator:
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  ai_summary: A specialized job execution supervisor focused on automated lifecycle
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https://github.com/lukemurraynz/awesome-azure-architecture:
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  year: '2026'
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  ai_summary: An exhaustive mapping of architectural blueprints, enterprise landing
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https://github.com/m9sweeper/m9sweeper:
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  ai_summary: M9sweeper functions as a comprehensive, web-based DevSecOps platform
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https://github.com/maddevsio/aws-eks-base:
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  ai_summary: An open-source boilerplate repository offering ready-to-run configurations
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https://github.com/madhuakula/kubernetes-goat:
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  ai_summary: The premier interactive security training platform containing an intentionally
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https://github.com/madisonmay/tracker:
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  ai_summary: Curator Insight details a utility designed to capture and track mutational
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https://github.com/magnologan/awesome-k8s-security:
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  ai_summary: A premier directory indexing specialized Kubernetes security packages,
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https://github.com/mailtoharshit/Awesome-Api-Management-Tools:
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  ai_summary: A directory focused on API design portals, lifecycle management tools,
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https://github.com/maistra/istio:
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  ai_summary: The official GitHub repository for Maistra's modified Istio control
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https://github.com/major/imagebuilder-containerized/blob/main/.github/workflows/main.yml:
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  ai_summary: An active GitHub Actions workflow blueprint orchestrating containerized
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https://github.com/mancubus77/awesome-sre:
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https://github.com/manuzhang/awesome-streaming:
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https://github.com/maorfr/helm-backup:
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https://github.com/maorfr/kube-tasks:
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https://github.com/marcredhat/crcdemos:
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https://github.com/marketplace/actions/aws-secrets-manager-github-action:
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https://github.com/marketplace/actions/flat-data:
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  ai_summary: Flat Data is a GitHub Action designed to facilitate basic ETL automation
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https://github.com/marketplace?query=publisher%3Aokteto&type=actions:
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https://github.com/maruina/aws-auth-manager:
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https://github.com/mattfeltonma/azure-networking-patterns:
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https://github.com/mattmoor/warm-image:
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https://github.com/mattpocock/skills:
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https://github.com/mautic/docker-mautic:
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https://github.com/mbucc/shmig:
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https://github.com/mcelep/blog/tree/master/automated-networkpolicy-generation:
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https://github.com/mdixon47/azure-hub-spoke-teraform:
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https://github.com/medmouine/Kubernetes-autoscaling-poster/blob/main/k8s-auto-scaling-poster.pdf:
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https://github.com/meta-llama/llama-cookbook:
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https://github.com/mhausenblas/openshift-cheat-sheet:
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https://github.com/mhlabs/cfn-diagram:
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https://github.com/mholt/json-to-go:
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  ai_summary: Curator Insight presents json-to-go as a developer productivity tool
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https://github.com/michaelmsonne/AzureDevOpsBackupTool:
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  ai_summary: A highly functional community CLI utility engineered to automate the
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https://github.com/michaelneale/jenkins-ci.org-docker:
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https://github.com/micnncim/kubectl-reap:
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https://github.com/micro/go-micro:
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https://github.com/microsoft/ARI:
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https://github.com/microsoft/CBL-Mariner:
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https://github.com/microsoft/Git-Credential-Manager-Core:
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https://github.com/microsoft/InnerEye-Gateway:
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https://github.com/microsoft/ML-For-Beginners:
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  ai_summary: Microsoft's 12-week, 26-lesson classical machine learning curriculum
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https://github.com/microsoft/NubesGen:
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https://github.com/microsoft/Webwright:
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  ai_summary: 'A SOTA terminal-native browser automation framework released by Microsoft
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    - **Technical Significance**: Achieves 60.1% accuracy on the Odysseys benchmark
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https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md:
  title: "==Microsoft REST API Guidelines== \U0001F31F\U0001F31F\U0001F31F"
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  ai_summary: The comprehensive standards document establishing design specifications
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    microservices-based API endpoints.
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https://github.com/microsoft/azure-devops-mcp:
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  year: '2025'
  stars: 5
  ai_summary: An official Microsoft MCP server repository enabling AI Agents (like
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https://github.com/microsoft/azure-digital-twins-postman-samples:
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https://github.com/microsoft/azure-pipelines-tasks:
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  ai_summary: The main open-source codebase behind Azure Pipelines tasks. Critical
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https://github.com/microsoft/azure-pipelines-yaml:
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  ai_summary: The authoritative schema repository and reference collection for declarative
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https://github.com/microsoft/azure-pipelines-yaml/blob/master/templates/maven.yml:
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  ai_summary: Standardized Maven build template for Azure Pipelines. Configures secure
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https://github.com/microsoft/azure-skills:
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https://github.com/microsoft/azure_arc:
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https://github.com/microsoft/azurelinux:
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https://github.com/microsoft/contosotraders-cloudtesting:
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  ai_summary: A comprehensive, multi-platform microservices demonstration application
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https://github.com/microsoft/dicom-server:
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https://github.com/microsoft/entraexporter:
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https://github.com/microsoft/fhir-server:
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https://github.com/microsoft/finops-toolkit:
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https://github.com/microsoft/mindaro:
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  ai_summary: Formerly a popular Microsoft tool for redirection of Kubernetes cluster
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https://github.com/microsoft/pyright:
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  ai_summary: Curator Insight defines Pyright as Microsoft's performant static type
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https://github.com/microsoft/retina:
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  ai_summary: Microsoft's eBPF-powered cloud-native network observability platform.
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https://github.com/microsoft/terraform-provider-azuredevops/releases/tag/v1.0.0:
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  ai_summary: The official v1.0.0 release of the Microsoft Azure DevOps provider for
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https://github.com/microsoft/vscode-python:
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  ai_summary: The official VS Code Python extension repository. Serves as a primary
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https://github.com/microtica/gitops-resources:
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https://github.com/mikefrank-ca/bitbucket-auto-merge:
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https://github.com/milanm/DevOps-Roadmap:
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https://github.com/ministryofjustice/modernisation-platform/tree/main/architecture-decision-record:
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https://github.com/mishushakov/llm-scraper:
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https://github.com/mislav/hub:
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https://github.com/mitchellh/terraform-provider-multispace:
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https://github.com/mithi/react-philosophies:
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https://github.com/mittwald/kube-httpcache:
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https://github.com/mittwald/kubernetes-secret-generator:
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https://github.com/mivano/azure-cost-cli:
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https://github.com/miztiik/AWS-Demos:
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https://github.com/mkubaczyk/helmsman:
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https://github.com/mlabonne/llm-course:
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https://github.com/mlabouardy/grafana-dashboards:
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https://github.com/mlabouardy/nexus-cli:
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https://github.com/mlrun/mlrun:
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https://github.com/mmmmmmpc/forklift-configmap-service:
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https://github.com/moabukar/tech-vault:
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https://github.com/modelcontextprotocol/servers:
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https://github.com/moditect/jfrunit:
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https://github.com/mogensen/helm-changelog:
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https://github.com/mohanad86/secure-ssh-python:
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https://github.com/mohatb/kubectl-exec:
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https://github.com/monksy/awesome-kafka/blob/master/tools.md:
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https://github.com/monodot/pipeline-library-demo:
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https://github.com/moule3053/mck8s:
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https://github.com/mozilla/sops:
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https://github.com/mperezco/forklift-configmap-service:
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https://github.com/mramanathan/ansible-harbor:
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https://github.com/mrcodedev/frontend-developer-resources:
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https://github.com/msfidelis/kubernetes-with-cri-o:
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https://github.com/mspnp/AzureNamingTool:
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https://github.com/mudler/LocalAI:
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https://github.com/mumoshu/helm-x:
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https://github.com/mustafakaya/Azure-Reliability-Checker-Tool:
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https://github.com/muxinc/certificate-expiry-monitor:
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https://github.com/mxschmitt/action-tmate:
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https://github.com/myspotontheweb/gitops-workloads-demo:
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https://github.com/mysticrenji/jenkins-cicd-pipelines:
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https://github.com/myugan/awesome-docker-security:
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https://github.com/nabsul/k8s-ecr-login-renew:
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https://github.com/narendranathreddythota/podtnl:
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https://github.com/naveensilver/Ansible:
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https://github.com/nebuly-ai/nos:
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https://github.com/ned1313/quiz-grader:
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https://github.com/neilhwatson/nustuff/blob/master/networking/nmcli.md:
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https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.md:
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https://github.com/netbox-community/netbox:
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https://github.com/netdata/netdata:
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  ai_summary: An ultra-high-performance, zero-configuration system monitoring agent
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https://github.com/network-automation/toolkit:
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https://github.com/network-automation/tower_workshop:
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https://github.com/nevalla/lens-resource-map-extension:
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https://github.com/nfrankel/jvm-controller:
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https://github.com/nicholasamorim/ansible-role-harbor:
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  ai_summary: An Ansible role built to deploy and configure Harbor container registries
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https://github.com/nickjj/wait-until:
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https://github.com/nicolai86/github-rebase-bot:
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  ai_summary: A lightweight, Go-based automation daemon that responds to GitHub webhooks
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https://github.com/nicolaka/netshoot:
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  ai_summary: Netshoot stands as the preeminent diagnostic container containerizing
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https://github.com/nicolargo/glances:
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  ai_summary: A Python-based CLI and web tool providing real-time system resource
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https://github.com/nicolgit/azure-firewall-mon:
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  ai_summary: Real-time log viewer utility for Azure Firewall. Parses JSON diagnostic
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https://github.com/night-gold/armada:
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https://github.com/nilic/kubectl-netshoot:
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https://github.com/ninlil/kubectl-vpa:
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https://github.com/nirmata/kyverno:
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https://github.com/nirops/yakiapp:
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https://github.com/nleiva/go-links:
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https://github.com/nmachine-io/kerbi:
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https://github.com/nnellans/ado-pipelines-guide:
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https://github.com/nnellans/bicep-guide:
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https://github.com/nnrthota/podtnl:
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  stars: 5
  ai_summary: Podtnl is a lightweight command-line utility designed to expose services
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https://github.com/noamraph/tqdm:
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  ai_summary: A fast, extensible progress bar library for Python loops and iterables.
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https://github.com/nodejs/node:
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  ai_summary: Core development branch of the Node.js runtime. Details foundational
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  hierarchy:
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https://github.com/nokia/danm:
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  ai_summary: 'Nokia''s DANM (Damn Another Network Manager) CNI designed to facilitate
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  complexity: Advanced
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  status: online
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https://github.com/noobaa/noobaa-core:
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https://github.com/norwoodj/helm-docs:
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  ai_summary: An automated utility designed to generate clear Markdown documentation
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https://github.com/notaryproject/notary:
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https://github.com/nsriram/lambda-the-terraform-way:
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  ai_summary: A widely starred open-source template repository outlining best practices
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https://github.com/nubenetes/apache-reverse-proxy-jenkins:
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https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf:
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  ai_summary: A comprehensive architectural evaluation report and proof of concept
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https://github.com/nubenetes/awesome-kubernetes/tree/master/pdf:
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https://github.com/nubenetes/awesome-kubernetes/tree/master/scripts:
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https://github.com/nubenetes/confluence6-atlassian:
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https://github.com/nubenetes/jenkins-CasC-kubernetes-demo:
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https://github.com/nubenetes/nexus3-helm-chart:
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  ai_summary: Curator Insight presents this proof-of-concept Nexus3 Helm chart deployment
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https://github.com/nvucinic/kdbg:
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  ai_summary: A lightweight Kubernetes debugging container designed to simplify troubleshooting
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https://github.com/oauth2-proxy/oauth2-proxy:
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  ai_summary: 'A highly resilient reverse-proxy written in Go that validates user
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https://github.com/obitech/micro-obs:
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https://github.com/obot-platform/obot:
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  ai_summary: Acorn, which evolved towards the Obot platform under its maintainers,
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https://github.com/obsidiandynamics/kafdrop:
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  ai_summary: Kafdrop is a popular, lightweight web UI for monitoring and managing
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https://github.com/odedia/spring-petclinic-microservices:
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  ai_summary: A community-maintained fork of the distributed Spring PetClinic codebase
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https://github.com/odigos-io/odigos:
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  year: '2026'
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  ai_summary: Odigos is a powerful distributed tracing auto-instrumentation engine
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https://github.com/odoo/odoo/wiki/Mergebot:
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  ai_summary: Odoo's foundational merge-bot built to orchestrate massive volume commits
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https://github.com/ofek/csi-gcs:
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https://github.com/oils-for-unix/oils/wiki/Alternative-Shells:
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  ai_summary: An exceptional evaluation wiki comparing next-generation Unix shells
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https://github.com/oilshell/oil/wiki/Alternative-Shells:
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https://github.com/okd-community-install:
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https://github.com/okd-project/okd/blob/master/README.md:
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https://github.com/okelet/awsipinventory:
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  ai_summary: An open-source utility designed to scan and build a complete inventory
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https://github.com/okwasniewski/minisim:
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    utility.
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  ai_summary: 'The open-source codebase for MiniSim, a native Swift utility designed
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    * Implements lightweight, native macOS architecture to minimize background memory
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    * Features custom command integration and automatic directory path detection for
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https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support:
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  year: '2021'
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  ai_summary: Curator Insight presents this demo of Jenkins Configuration-as-Code
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https://github.com/omenking/localstack-gitpod-template:
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  ai_summary: Curator Insight introduces a Gitpod configuration template for bootstrapping
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https://github.com/omerbsezer/Fast-Kubernetes:
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  ai_summary: A popular open-source repository featuring highly structured terminal
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https://github.com/omrikiei/ktunnel:
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  ai_summary: KTunnel is a robust reverse-tunneling CLI utility that exposes local
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    gRPC-based reverse proxy, it enables remote pods to call APIs running locally
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https://github.com/ondat/discoblocks:
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https://github.com/ondat/trousseau:
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  status: online
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https://github.com/one2nc/cloudlens:
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  ai_summary: Cloudlens is an open-source, interactive terminal UI built to monitor
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  hierarchy:
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https://github.com/oneconcern/keycloak-gatekeeper:
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https://github.com/onedr0p/cluster-template:
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  year: '2024'
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  ai_summary: A production-grade template repository for provisioning home-lab and
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  is_microservice: false
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https://github.com/openclarity/openclarity:
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  year: '2022'
  stars: 4
  ai_summary: OpenClarity (originally evolving from Kubei) is a comprehensive cloud-native
    security platform that scans Kubernetes clusters for vulnerabilities, secrets,
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    security risks in real time.
  language: Go
  resource_type: Security Platform
  complexity: High
  is_microservice: true
  status: online
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  hierarchy:
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https://github.com/opencontainers/runc:
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  year: '2015'
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  ai_summary: The canonical, low-level container runtime engine built in compliance
    with the OCI specification. Originally contributed by Docker, runc directly spawns
    and runs containers on Linux by interfacing with namespaces, cgroups, and capabilities
    without relying on overhead daemons.
  language: Go
  resource_type: Repository
  complexity: Advanced
  is_microservice: false
  status: online
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  hierarchy:
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https://github.com/opencontrolplane:
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  year: '2023'
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  ai_summary: OpenControlPlane provides abstract control plane frameworks designed
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    KCP architectures, it allows API lifecycle orchestration without the operational
    overhead of managing physical Kubernetes nodes. It is useful for platform teams
    designing custom APIs.
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  resource_type: Framework
  complexity: Advanced
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  status: online
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  discovered_at: '2026-05-17T17:11:13.969999+02:00'
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  hierarchy:
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https://github.com/opencost/opencost:
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    metric exporter'
  description: ''
  year: '2024'
  stars: 5
  ai_summary: The official repository for OpenCost, the CNCF sandbox standard defining
    vendor-neutral APIs for cloud-native cost allocation. Operates as an open-source
    real-time metrics exporter for Prometheus, serving as the industry standard benchmark
    across multi-cloud deployments.
  language: Go
  resource_type: Repository
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: 4598a838903d845558a3e55f9d10b1029b7e16e17972aa0fdd10f5c4ef8ad2f8
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  discovered_at: '2026-06-11T22:08:09Z'
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  company: null
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  hierarchy:
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  - '[DE FACTO STANDARD]'
  v1_locations:
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  gh_license: Apache-2.0
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https://github.com/openebs/dynamic-localpv-provisioner:
  title: 'openebs/dynamic-localpv-provisioner: Dynamic Kubernetes Local Persistent''
    Volumes'
  description: ''
  year: '2026'
  stars: 5
  ai_summary: An OpenEBS sub-project designed to provision Kubernetes local hostpath
    or raw block persistent volumes dynamically. This controller eliminates manual
    static volume definitions, allowing database applications to seamlessly run at
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  language: Go
  resource_type: Provisioner
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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https://github.com/openebs/lvm-localpv:
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  ai_summary: An OpenEBS CSI driver designed for dynamic volume provisioning backed
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    filesystem performance close to bare-metal hardware speed while offering features
    like snapshotting and size limits directly managed via Kubernetes native CRDs.
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  resource_type: CSI Driver
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  hierarchy:
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https://github.com/openebs/zfs-localpv:
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  year: '2026'
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  ai_summary: The official OpenEBS CSI driver for ZFS-LocalPV. It dynamically provisions
    ZFS pools on local nodes, combining the exceptional performance of raw NVMe storage
    with ZFS capabilities like snapshots, clones, compression, and high integrity.
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  resource_type: Code
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  hierarchy:
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  - Local Storage
  tags:
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  v1_locations:
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https://github.com/openkruise/kruise:
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  year: '2024'
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  ai_summary: The implementation repository for OpenKruise controllers. Provides crucial
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    to enable high-performance operations, including in-place updates.
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  resource_type: Repository
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https://github.com/openliberty:
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  ai_summary: The primary GitHub hub containing repositories for Open Liberty, hosting
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https://github.com/openobserve/debug-container:
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  ai_summary: A highly functional debugging utility designed to inject ephemeral debug
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    diagnostics tools, it allows platform engineers to perform networking and process
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https://github.com/openops-cloud/openops:
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  year: '2024'
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  ai_summary: An open-source, no-code platform utilizing AI to identify and automate
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    sizing adjustments and automatically remove unused resources.
  language: Go
  resource_type: GitHub Repository
  complexity: Advanced
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  status: online
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  hierarchy:
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https://github.com/openpitrix/openpitrix:
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  year: '2022'
  stars: 5
  ai_summary: A portal and packaging engine built to manage application lifecycles
    across multiple cloud environments. Once served as a core application distribution
    layer for orchestrators. It has transitioned into maintenance-only/legacy status
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  language: Go
  resource_type: Service
  complexity: High
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  status: online
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  hierarchy:
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  tags:
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https://github.com/openshift-labs:
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  year: '2023'
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  ai_summary: An official repository that runs web-accessible, sandbox-styled instructional
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    security tuning, and multi-tenant networking setups.
  language: Go / Yaml
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  hierarchy:
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https://github.com/openshift/community/blob/master/ROADMAP.md:
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  year: '2022'
  stars: 0
  ai_summary: The OKD 4 development roadmap hosted on GitHub. It tracks the migration
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  language: Markdown
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  hierarchy:
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https://github.com/openshift/console:
  title: "==github.com/openshift/console== \U0001F31F"
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  year: '2026'
  stars: 4
  ai_summary: The official enterprise-grade administrative console for OpenShift environments.
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    featuring real-time telemetry, custom resource definition (CRD) rendering, and
    multi-tenant security.
  language: TypeScript
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  complexity: Advanced
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  hierarchy:
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https://github.com/openshift/hive:
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  year: '2026'
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  ai_summary: OpenShift Hive is an API-driven operator for provisioning, managing,
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    declarative custom resources defining target clusters (AWS, GCP, Azure, Bare-Metal)
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  language: Go
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  status: online
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https://github.com/openshift/hypershift:
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  year: '2022'
  stars: 5
  ai_summary: HyperShift decouples the OpenShift control plane from the infrastructure,
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  language: Go
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  complexity: Advanced
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  status: online
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https://github.com/openshift/installer:
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https://github.com/openshift/installer/blob/main/docs/user/aws/README.md:
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https://github.com/openshift/installer/blob/master/docs/user/aws/README.md:
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https://github.com/openshift/jenkins:
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https://github.com/openshift/machine-api-operator:
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https://github.com/openshift/machine-api-operator/tree/main:
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https://github.com/openshift/machine-api-operator/tree/master:
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https://github.com/openshift/multus-cni:
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https://github.com/openshift/ocs-operator:
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https://github.com/openshift/okd/blob/master/README.md:
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https://github.com/openshift/origin:
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https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline:
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https://github.com/openshift/origin/tree/master/examples/jenkins/pipeline:
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https://github.com/openshift/origin/tree/release-3.11/examples/prometheus:
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https://github.com/openshift/pipelines-catalog:
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https://github.com/openshift/pipelines-tutorial:
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https://github.com/openshift/source-to-image:
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https://github.com/openshift/tektoncd-pipeline-operator:
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  ai_summary: A community-maintained repository detailing the configuration of Jenkins
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https://github.com/openshift/training:
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https://github.com/openshiftdemos:
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https://github.com/operator-framework/operator-lifecycle-manager:
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https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/architecture.md:
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https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/philosophy.md:
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https://github.com/opsgenie/kubernetes-event-exporter:
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https://github.com/opstree/Opstree-Go-WebApp:
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https://github.com/opstree/dynamic-pv-scaler:
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https://github.com/oracle:
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https://github.com/orangetw/awesome-jenkins-rce-2019:
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  ai_summary: A technical security write-up archiving exploit chains, threat indicators,
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https://github.com/oravirt/ansible-oracle:
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  ai_summary: A highly robust, community-driven Ansible repository designed to automate
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https://github.com/oravirt/ansible-oracle-modules:
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  ai_summary: A specialized suite of Ansible modules specifically engineered to interact
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https://github.com/orchest/orchest:
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https://github.com/orgrim/pg_back:
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  ai_summary: A simple CLI automation utility for backing up PostgreSQL databases.
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https://github.com/orgs/community/discussions/196624:
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  ai_summary: This GitHub Community AMA brings together maintainers from Kubernetes,
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https://github.com/ori-edge/k8s_gateway:
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  ai_summary: A CoreDNS plugin that enables exposing Kubernetes services directly
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https://github.com/ory/dockertest:
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  ai_summary: Dockertest enables developers to spin up ephemeral Docker containers
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  resource_type: Library
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https://github.com/oscp/awesome-openshift3:
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https://github.com/oslabs-beta/ClusterWatch:
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https://github.com/oslabs-beta/Ekkremis:
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https://github.com/oslabs-beta/KUR8:
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https://github.com/oslabs-beta/KubernOcular:
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https://github.com/oslabs-beta/Palaemon:
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https://github.com/oslabs-beta/kubermetrics:
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https://github.com/oslabs-beta/neptune:
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https://github.com/oslabs-beta/oslabs:
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https://github.com/osquery/osquery:
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https://github.com/oxnr/awesome-bigdata:
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https://github.com/pabpereza/containers-best-practices:
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https://github.com/pabpereza/curated-dockerfiles-examples:
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https://github.com/palantir/bulldozer:
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https://github.com/palark/awesome-devops-telegram:
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https://github.com/pallets/jinja:
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https://github.com/pan-net-security/kcount:
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https://github.com/panjf2000/gnet:
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https://github.com/paragpallavsingh/90DaysOfDevOps:
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https://github.com/paragpallavsingh/90DaysOfDevOps/blob/master/submission/day21/README.md:
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https://github.com/paralus/paralus:
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https://github.com/particledecay/kconf:
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https://github.com/patrickdappollonio/kubectl-slice:
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https://github.com/patrickdappollonio/tabloid:
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https://github.com/patroni/patroni:
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https://github.com/paulczar/k8s-spring-petclinic:
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https://github.com/pditommaso/awesome-pipeline:
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https://github.com/pelotech/jsonnet-controller:
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https://github.com/percona/grafana-dashboards:
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https://github.com/percona/pg_stat_monitor:
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https://github.com/pfnet-research/k8s-cluster-simulator:
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https://github.com/pie-r/terragrunt-vs-terraspace:
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https://github.com/pieterlange/kube-backup:
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https://github.com/pingcap/chaos-mesh:
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https://github.com/piomin/sample-quarkus-serverless-kafka:
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  ai_summary: A reference implementation of reactive serverless pipelines using Quarkus,
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https://github.com/piomin/sample-spring-microservices-kubernetes:
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https://github.com/piomin/sample-spring-microservices-new:
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https://github.com/piomin/spring-boot-logging:
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https://github.com/pipe-cd/pipe:
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https://github.com/pipe-cd/pipecd:
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https://github.com/pixie-io/pixie:
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  ai_summary: An entry detailing the Pixie platform's open-source repository, which
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https://github.com/pixie-labs/pixie:
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https://github.com/planetlabs/draino:
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  ai_summary: An automated daemon designed to safely cordon and drain compute hosts
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https://github.com/plexsystems/konstraint:
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  ai_summary: A template generation utility targeted at OPA Gatekeeper. It reads standard
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https://github.com/plexsystems/sinker:
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https://github.com/polarpoint-io/groovy-jenkins-pipelines/blob/master/jobs/parameterisedPipelines.groovy:
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https://github.com/policy-hub/policy-hub-cli:
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https://github.com/pomerium/pomerium:
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  ai_summary: Pomerium acts as an identity-aware, security-oriented context reverse
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https://github.com/porscheofficial/terraform-aws-ecr-watch:
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https://github.com/portainer/portainer:
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  ai_summary: Portainer is a container management application that simplifies configuration
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https://github.com/poseidon/typhoon:
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  ai_summary: Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud
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https://github.com/postfinance/kubectl-sudo:
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  ai_summary: A kubectl plugin that mimics the Unix sudo command inside a Kubernetes
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https://github.com/postgresml/postgresml:
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  ai_summary: An extension that integrates machine learning directly inside PostgreSQL,
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https://github.com/postmanlabs/newman:
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https://github.com/powerfulseal/powerfulseal:
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  ai_summary: A Python-based chaos engine designed for Kubernetes. PowerfulSeal operates
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https://github.com/prabhatsharma/kubernetes-the-hard-way-aws:
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https://github.com/practo/k8s-worker-pod-autoscaler:
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https://github.com/prae1809/PowerShell-Scripts/tree/master/OperationalCollections:
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https://github.com/pravega/pravega-operator:
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https://github.com/predatorray/kubectl-tmux-exec:
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  ai_summary: A highly practical kubectl plugin that leverages tmux to multiplex exec
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https://github.com/presslabs/silver:
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https://github.com/priyankavergadia/google-cloud-4-words:
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  year: '2024'
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  ai_summary: An exceptionally popular developer's directory translating Google Cloud's
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https://github.com/proferosec/log4jScanner:
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  ai_summary: A community-focused scanning utility designed to recursively inspect
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https://github.com/projectcapsule/capsule:
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  year: '2024'
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  ai_summary: Capsule aggregates namespaces into virtual 'tenants', providing secure
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https://github.com/projectsveltos/sveltosctl:
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  year: '2025'
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  ai_summary: The CLI dashboard for Project Sveltos. It specializes in executing dry-runs
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https://github.com/public-apis/public-apis:
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  ai_summary: A highly curated, massive directory of free, public APIs categorized
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https://github.com/pulumi/kube2pulumi:
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  ai_summary: Open-source command-line tool designed to convert static Kubernetes
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https://github.com/pulumi/pulumi:
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  ai_summary: An open-source, multi-cloud infrastructure platform that enables architects
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https://github.com/punkpeye/awesome-mcp-servers:
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  ai_summary: 'Curator Insight: A community-curated collection of servers implementing
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https://github.com/pusher/k8s-spot-rescheduler:
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  year: '2021'
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  ai_summary: 'A controller that shifts workloads away from expensive on-demand instances
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https://github.com/pyang55/k8sdeploy:
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  year: '2019'
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  ai_summary: A lightweight shell-based tool designed to deploy Kubernetes manifests
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https://github.com/pyca/bcrypt:
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  year: '2026'
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  ai_summary: Provides high-performance, secure-by-default C bindings for the bcrypt
    password hashing algorithm in Python applications. Widely trusted for protecting
    stored passwords against offline dictionary attacks through adjustable work factors.
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https://github.com/pydantic/pydantic:
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  ai_summary: 'Curator Insight: The absolute industry standard data enforcement framework
    utilizing type annotation structures.

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    into microservice engines.'
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https://github.com/pyinstaller/pyinstaller:
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https://github.com/pymag09/kubecui:
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  year: '2023'
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  ai_summary: Kubecui is a lightweight terminal-based graphical user interface for
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https://github.com/pyxll/pyxll-jupyter:
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  description: ''
  year: '2024'
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  ai_summary: Curator Insight showcases PyXLL-Jupyter as an extension that runs Jupyter
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    critical bridge in corporate financial modeling, allowing analysts to enrich spreadsheet
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https://github.com/quarkslab/kdigger:
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  year: '2021'
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  ai_summary: Kdigger is a lightweight context-discovery tool designed to run inside
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    Actively checking for capabilities, namespaces, and mount configurations, it generates
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  language: Go
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https://github.com/quarkusio/quarkus-images:
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  ai_summary: Repository containing base container images optimized for compiling
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  language: Shell
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https://github.com/quay:
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  ai_summary: The master GitHub organization for Project Quay, hosting core engines,
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  language: Go
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https://github.com/quay/clair:
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  year: '2026'
  stars: 5
  ai_summary: A highly scalable, API-driven container vulnerability static analysis
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  language: Go
  resource_type: GitHub Repository
  complexity: Advanced
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  status: online
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  hierarchy:
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https://github.com/quay/quay:
  title: GitHub Quay (OSS)
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  year: '2019'
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  ai_summary: Project Quay is the open-source upstream version of Red Hat Quay, providing
    a highly scalable container registry designed for cloud-native infrastructure.
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    integration to secure the software delivery pipeline.
  language: Python
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  complexity: Advanced
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  status: online
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  discovered_at: '2026-06-12T20:36:17Z'
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  hierarchy:
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https://github.com/quay/quay-operator:
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  year: '2026'
  stars: 5
  ai_summary: The official Kubernetes Operator designed to automate the lifecycle,
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https://github.com/quickbooks2018/eks-redmin:
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https://github.com/quii/learn-go-with-tests:
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https://github.com/quinnypig/billie:
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https://github.com/quozd/awesome-dotnet:
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https://github.com/r0hi7/k8s-In-30Mins:
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https://github.com/radondb/radondb-clickhouse-kubernetes:
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https://github.com/rainyear/python3-in-one-pic:
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https://github.com/rakyll/fake-it-til-you-make-it:
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https://github.com/rakyll/go-test-trace:
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https://github.com/ran-isenberg/aws-lambda-handler-cookbook:
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https://github.com/rancher-sandbox/rancher-desktop:
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https://github.com/rancher/fleet:
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https://github.com/rancher/harvester:
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https://github.com/rancher/k3c:
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https://github.com/rancher/k3d:
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https://github.com/rancher/system-upgrade-controller:
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https://github.com/rancherfederal/rke2-aws-tf:
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https://github.com/rchakode/kube-opex-analytics:
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https://github.com/redhat-actions:
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https://github.com/redhatspain/jenkins-CasC-kubernetes-demo:
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https://github.com/redhatspain/nexus3-helm-chart:
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https://github.com/redkubes/otomi-core:
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https://github.com/resources/events/github-microsoft-build26:
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    toolkits featured at the Microsoft Build 2026 conference.
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  ai_summary: 'A central resource repository highlighting GitHub''s shift toward the
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    - Showcases specialized integrations like OpenClaw for local agent loops and the
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  language: en
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https://github.com/resources/whitepapers/actions:
  title: '==resources.github.com: What is GitHub Actions? How automation & CI/CD work
    on GitHub (whitepaper/pdf)=='
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  year: '2021'
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  ai_summary: An enterprise whitepaper discussing architectural strategies to consolidate
    developer pipelines on GitHub. Outlines resource efficiency, pipeline standardization,
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    lifecycles.
  language: None
  resource_type: Documentation
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https://github.com/reviewdog/reviewdog:
  title: ==reviewdog - A code review dog who keeps your codebase healthy.==
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  year: '2023'
  stars: 4
  ai_summary: Automated code review bot designed to parse error inputs from arbitrary
    linter systems and post inline comments directly back to pull requests on GitHub,
    GitLab, or Bitbucket.
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https://github.com/rh-messaging/artemis-prometheus-metrics-plugin:
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  year: '2024'
  stars: 5
  ai_summary: Duplicates technical setup for the Artemis-Prometheus plugin, highlighting
    metrics formatting for queue lengths, active sessions, and underlying JVM memory
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  language: Java
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  complexity: Intermediate
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  hierarchy:
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https://github.com/ricardomaraschini/tagger:
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  year: '2021'
  stars: 1
  ai_summary: A custom controller designed to monitor container image registries and
    automatically update reference tags on corresponding deployment resources upon
    registry changes, though now generally managed by GitOps controllers like Argo
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https://github.com/ricoberger/vault-secrets-operator:
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  year: '2025'
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  ai_summary: This operator provides direct synchronization between HashiCorp Vault
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  language: Go
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https://github.com/rmb938/hostport-allocator:
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  ai_summary: An allocation controller that coordinates and locks dedicated hostPorts
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https://github.com/robscott/kube-capacity/releases:
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  year: '2025'
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  ai_summary: Kube-capacity is an exceptionally popular CLI utility designed to synthesize
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    metrics servers and displays overall usage at the node, pod, and container levels,
    acting as a crucial tool for capacity optimization.
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https://github.com/robusta-dev/chatgpt-yaml-generator:
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  ai_summary: A tailored schema wizard matching generative prompts to robust Kubernetes
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https://github.com/robusta-dev/holmesgpt:
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https://github.com/robusta-dev/krr:
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  year: '2025'
  stars: 5
  ai_summary: Robusta KRR (Kubernetes Resource Recommender) is an open-source CLI
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    historical usage metrics from Prometheus, KRR outputs actionable recommendations
    to prevent pod OOM-kills while cutting unnecessary CPU and memory over-allocations,
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  hierarchy:
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https://github.com/robusta-dev/kubernetes-chatgpt-bot:
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  ai_summary: An intelligent triage chatbot linking cluster failures directly to LLM
    advice. Hooks Prometheus alert outputs to supply operators with instantaneous
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https://github.com/robzienert/awesome-spinnaker:
  title: Awesome Spinnaker
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  year: '2026'
  stars: 1
  ai_summary: A developer resource library for Spinnaker continuous delivery engines.
    Details advanced declarative pipeline patterns, blue-green delivery topologies,
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  language: Markdown
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https://github.com/rohitg00/ai-engineering-from-scratch:
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  description: A comprehensive, free, and MIT-licensed curriculum comprising 435 lessons
    across 20 phases to build AI algorithms from scratch.
  year: '2026'
  stars: 4
  ai_summary: 'A rigorous, open-source educational curriculum designed to teach developers
    to build AI algorithms from basic math foundations up to advanced production architectures.

    * Covers 20 comprehensive phases, including deep learning, custom transformer
    training, LLM quantization (FP8, GGUF), and multi-agent system orchestration.

    * Integrates seamlessly with Claude Code and Cursor as agentic skills to support
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  discovered_at: '2026-06-01T16:14:02Z'
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  hierarchy:
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  tags:
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  category: elearning
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  reputation_status: Vetted
  reputation_summary: Highly praised by the developer and AI engineering communities
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https://github.com/roib20/terraform-provision-gke-cloudflare:
  title: 'github.com/roib20: Terraform - Provision a GKE Cluster with Cloudflare Ingress''
    and ArgoCD'
  description: ''
  year: '2022'
  stars: 1
  ai_summary: An automated infrastructure template bootstrapping a GKE cluster integrated
    with Cloudflare Ingress tunnels and ArgoCD. Delivers a complete GitOps framework
    with zero public endpoint exposure to secure container ingress points.
  language: HCL
  resource_type: Repository
  complexity: Advanced
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  status: online
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  discovered_at: '2025-06-12T17:11:17Z'
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  hierarchy:
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  tags:
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https://github.com/rootless-containers/usernetes:
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  year: '2024'
  stars: 3
  ai_summary: Usernetes is an experimental project executing entire Kubernetes clusters
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    sessions (rootless). By leveraging user namespaces, it mitigates severe host privilege
    escalation risks. Despite performance and networking constraints, it represents
    a crucial paradigm for high-security multi-tenant nodes.
  language: Go
  resource_type: Tool
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: dc94480bb8e53be78b5973962747280d9a4e6d8a21c43d2177e470c2ffd8b2a3
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  discovered_at: '2026-06-08T06:15:13Z'
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  hierarchy:
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https://github.com/rootsongjc:
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https://github.com/rosehgal/k8s-In-30Mins:
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https://github.com/rossmcdonald/telegraf:
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https://github.com/rothgar/bashScheduler:
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https://github.com/rottencandy/vimkubectl:
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https://github.com/roubles/kubeshell:
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https://github.com/rromannissen/rhoar-microservices-demo:
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https://github.com/ruanbekker/thanos-cluster-setup:
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https://github.com/run-x/awesome-kubernetes:
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https://github.com/runacapital/awesome-oss-alternatives:
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https://github.com/ruoshan/autoportforward:
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https://github.com/ryane/kfilt:
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https://github.com/ryanmcdermott/clean-code-javascript:
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https://github.com/rydogs/kubecle:
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https://github.com/sa-mw-dach/podium:
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  ai_summary: A developer tool designed to orchestrate server-side-rendered micro-frontends
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https://github.com/sageteam-org/django-sage-painless:
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https://github.com/sahilsk/awesome-jenkins:
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https://github.com/sajeetharan/azure-mindmap:
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https://github.com/saturnism/awesome-cloud-native-java:
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https://github.com/sauljabin/kaskade:
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https://github.com/savecost/datav:
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https://github.com/sbilly/awesome-security:
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https://github.com/sclorg:
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https://github.com/sclorg/mariadb-container:
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https://github.com/scorputty/packer-centos-awx:
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  ai_summary: A legacy Packer configuration designed to output CentOS-based virtual
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https://github.com/scraly/terraform-cheat-sheet/blob/master/terraform-cheat-sheet.pdf:
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  ai_summary: 'Curator Insight: A highly dynamic community-maintained PDF cheat sheet
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https://github.com/screwdriver-cd/screwdriver:
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https://github.com/scriptcamp/kubernetes-serviceaccount-example:
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https://github.com/scylladb/scylla-operator:
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  ai_summary: The ScyllaDB Operator streamlines deployment and maintenance tasks of
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https://github.com/sdduursma/github-merge-bot:
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https://github.com/sdras/awesome-actions:
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  ai_summary: The premier community-backed library for GitHub Actions workflows, custom
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https://github.com/seal-io/tap:
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https://github.com/search?l=powershell&q=stars%3A%3E1&type=Repositories:
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https://github.com/search?q=org%3Alightstep+launcher:
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  ai_summary: Repository group containing Lightstep’s multi-language configuration
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https://github.com/segmentio/kubectl-curl:
  title: 'segmentio/kubectl-curl: Kubectl plugin to run curl commands against kubernetes''
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  year: '2019'
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  ai_summary: A convenient plugin allowing engineers to execute curl commands inside
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  status: online
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https://github.com/segmentio/stack:
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  year: '2021'
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  ai_summary: Segment's production-proven infrastructure baseline template codebase
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    controls, but now archived in favor of native Kubernetes/EKS methodologies.
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https://github.com/selefra/selefra:
  title: 'Selefra: Selefra is an open-source policy-as-code software that provides''
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  year: '2026'
  stars: 5
  ai_summary: An open-source policy-as-code platform engineered to analyze multi-cloud
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https://github.com/seligman/aws-ip-ranges:
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https://github.com/sematext/cheatsheets/blob/master/docker-swarm-cheatsheet.md:
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  ai_summary: 'Curator Insight: A concise reference detailing commands for node management,
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https://github.com/senthilrch/kube-fledged:
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https://github.com/serenakeyitan/awesome-notebookLM-prompts:
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https://github.com/serkan-ozal/jillegal:
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https://github.com/shahedbd/awesome-project-management:
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https://github.com/shank-git/metal-kubes:
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https://github.com/shanraisshan/claude-code-best-practice:
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https://github.com/sharadbhat/KubernetesPatterns:
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https://github.com/sheehan/job-dsl-gradle-example:
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https://github.com/sherifabdlnaby/kubephp:
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https://github.com/sherifabdlnaby/phpdocker:
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https://github.com/shipa-corp/ketch:
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https://github.com/shipwright-io/build:
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  ai_summary: Shipwright is an extensible, CNCF-backed framework for building container
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https://github.com/shuaibiyy/awesome-terraform:
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https://github.com/shuaibiyy/awesome-tf:
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  ai_summary: An extensive directory of modules, tools, linters, frameworks, and packages
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https://github.com/shurshun/domain-harvester:
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https://github.com/siamaksade/jenkins-blueocean:
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  ai_summary: Public demonstration repository providing configured manifests for launching
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https://github.com/siamaksade/mapit-spring:
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  ai_summary: MapIt is an interactive Spring Boot microservice designed to demonstrate
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https://github.com/sieve-project/sieve:
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  ai_summary: Sieve is an advanced chaos testing engine created to validate custom
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https://github.com/sighupio/permission-manager:
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  ai_summary: An intuitive web application designed to govern Kubernetes Role-Based
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https://github.com/sigstore/cosign:
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https://github.com/sigstore/k8s-manifest-sigstore:
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  ai_summary: A specialized framework integrating the Sigstore signature ecosystem
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https://github.com/silverapp/silver:
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  ai_summary: Silver is an open-source invoicing and automated billing engine built
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https://github.com/simhol/awesome-azure:
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  ai_summary: A community-maintained resource collection for Azure deployments, automation
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https://github.com/similarweb/statusbay:
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  ai_summary: An active deployment monitoring tool that provides real-time visibility
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https://github.com/simplenetes-io/simplenetes:
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  ai_summary: A highly simplified container orchestration tool designed as an alternative
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https://github.com/sinaptik-ai/pandas-ai:
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  year: '2023'
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  ai_summary: Curator Insight showcases PandasAI as a framework translating natural
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https://github.com/sindresorhus/awesome:
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  ai_summary: The main index repository by Sindre Sorhus, tracking development resources
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https://github.com/sirech/example-concourse-pipeline:
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https://github.com/skooner-k8s/skooner:
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  ai_summary: A lightweight, real-time web console formerly known as Kube-dev. Optimized
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https://github.com/sl1pm4t/k2tf:
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https://github.com/slackhq/nebula:
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  year: '2026'
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  ai_summary: An ultra-secure, highly scalable overlay networking tool developed by
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https://github.com/slawekradzyminski/AwesomeTesting:
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  ai_summary: A handy collection of code snippets, unit tests, and mocking architectures
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https://github.com/slipway-gitops/slipway:
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  year: '2021'
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  ai_summary: A minimalist GitOps controller engineered to automate workflow provisioning
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https://github.com/slok/kubewebhook:
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  year: '2024'
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  ai_summary: A powerful SDK designed to streamline the implementation of Mutating
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https://github.com/slok/sloth:
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  year: '2023'
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  ai_summary: Sloth is an automated, developer-friendly generator for SLO alerting.
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    representing complex multi-window, multi-burn-rate algorithms.
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https://github.com/sls-dev1/openshift-elastic-apm-server:
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  year: '2021'
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  ai_summary: A Dockerized configuration tailored to deploy Elastic APM Server on
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    OpenShift setups, modern 2026 deployments prefer using the official Elastic Cloud
    on Kubernetes (ECK) operator for automated scaling and lifecycle management.
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https://github.com/smarkets/marge-bot:
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  ai_summary: A highly robust Python-based merge bot for GitLab. Implements a strict
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    permanently green.
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https://github.com/smartxworks/knest:
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  ai_summary: Knest is a cluster provisioning tool that automates the deployment of
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https://github.com/smartxworks/virtink:
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  year: '2025'
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  ai_summary: Virtink is a cloud-native virtualization operator designed to orchestrate
    lightweight virtual machines natively inside Kubernetes. Utilizing Cloud-Hypervisor
    as its backend, it serves as an agile, low-overhead alternative to KubeVirt for
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https://github.com/smocker-dev/smocker:
  title: Smocker (server mock) is a simple and efficient HTTP mock server
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  year: '2020'
  stars: 5
  ai_summary: Smocker is an execution-efficient, REST API-driven HTTP mocking utility
    designed for microservice local integration testing. It allows defining dynamic
    request matches and custom mocking scenarios via direct YAML configurations.
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  resource_type: Tool
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  hierarchy:
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https://github.com/sngular/kloadgen:
  title: "KLoadGen - Kafka + (Avro/Json Schema) Load Generator \U0001F31F"
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  year: '2022'
  stars: 5
  ai_summary: A purpose-built performance benchmarking CLI tool designed to simulate
    realistic cluster loads by generating synthetic schema-validated data. It easily
    ingests Avro or JSON schemas to produce representative records at controllable
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  language: Kotlin
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  complexity: Advanced
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https://github.com/softonic/node-policy-webhook:
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  year: '2020'
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  ai_summary: A Kubernetes Mutating Admission Webhook that automatically injects node
    selectors, tolerations, and node affinity rules into pods based on configured
    node policies. It has largely been superseded by native topology spreads and modern
    policy engines.
  language: Go
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  complexity: Intermediate
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https://github.com/solarwinds/rkubelog:
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  stars: 1
  ai_summary: A command-line tool designed to tail and parse structured Kubernetes
    application logs in real-time, offering advanced regex filtering, JSON formatting,
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https://github.com/sonatype-nexus-community:
  title: "Sonatype Nexus Community \U0001F31F"
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  year: '2026'
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  ai_summary: The primary ecosystem landing organization for third-party integrations,
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https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift:
  title: "Sonatype Nexus Community: Nexus Kubernetes OpenShift \U0001F31F"
  description: ''
  year: '2020'
  stars: 5
  ai_summary: A community-driven GitHub repository containing Helm charts and manifest
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    grounding confirms this repository has been unmaintained for several years and
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  status: online
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https://github.com/sottlmarek/DevSecOps:
  title: "==sottlmarek/DevSecOps: Ultimate DevSecOps library== \U0001F31F"
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  year: '2026'
  stars: 3
  ai_summary: A comprehensive reference detailing methodologies, pipeline security
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https://github.com/spacecloud-io/space-cloud:
  title: 'space-cloud: Develop, Deploy and Secure Serverless Apps on Kubernetes.'
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  year: '2023'
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  ai_summary: A Backend-as-a-Service and serverless engine designed to instantly deploy
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https://github.com/spotify/flink-on-k8s-operator:
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  description: ''
  year: '2024'
  stars: 5
  ai_summary: Developed by Spotify, this operator simplifies Apache Flink execution.
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  language: Go
  resource_type: Operator
  complexity: Advanced
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  status: online
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https://github.com/spring-cloud/spring-cloud-kubernetes:
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https://github.com/spring-petclinic/spring-petclinic-cloud:
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https://github.com/spring-petclinic/spring-petclinic-kubernetes:
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https://github.com/spring-petclinic/spring-petclinic-microservices:
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  ai_summary: The canonical reference implementation of the Spring PetClinic application
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https://github.com/spring-projects/spring-boot#L73:
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  ai_summary: Details Spring Boot's built-in Kubernetes-native integration features,
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https://github.com/spring-projects/spring-petclinic:
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https://github.com/spring-projects/spring-petclinic/issues/339:
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https://github.com/squalrus/merge-bot:
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https://github.com/squareops/terraform-aws-vpc:
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  ai_summary: A reusable community-driven Terraform VPC module. Features automated
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https://github.com/squat/kilo:
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  ai_summary: Kilo is a cloud-native network CNI overlay built on WireGuard, designed
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https://github.com/srfrnk/jabos:
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https://github.com/ssbostan/jenkins-stack-docker:
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  year: '2021'
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  ai_summary: A practical Docker-compose blueprint designed for local development,
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https://github.com/ssbostan/jenkins-stack-kubernetes:
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  ai_summary: An open-source blueprint containing pre-configured Kubernetes manifests
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https://github.com/ssbostan/jenkins-tutorial:
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  year: '2021'
  stars: 4
  ai_summary: A robust, code-driven learning repository offering comprehensive labs
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https://github.com/sse-secure-systems/connaisseur:
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  year: '2024'
  stars: 2
  ai_summary: An admission controller that integrates image signature verification
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https://github.com/sstarcher/helm-exporter:
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  year: '2023'
  stars: 5
  ai_summary: A Prometheus exporter designed to surface real-time metrics for deployed
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  language: Go
  resource_type: Open Source Tool
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https://github.com/sstephenson/rbenv:
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https://github.com/stackrox/Kubernetes_Security_Specialist_Study_Guide:
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https://github.com/stackrox/kube-linter:
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https://github.com/stacksimplify/aws-eks-kubernetes-masterclass:
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https://github.com/stacksimplify/azure-aks-kubernetes-masterclass:
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https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/25-Azure-DevOps-Terraform-Azure-AKS:
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https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/ppt-presentation:
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https://github.com/stakater/Forecastle:
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https://github.com/stakater/IngressMonitorController:
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https://github.com/stakater/Xposer:
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https://github.com/stan-smith/FossFLOW:
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https://github.com/steamhaus/kubeswitch:
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https://github.com/stedolan/jq:
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https://github.com/stefanprodan/gitops-istio:
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https://github.com/stefanprodan/podinfo:
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https://github.com/stepchowfun/docuum:
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  ai_summary: Docuum is a robust, Rust-based daemon designed to run on container hosts
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https://github.com/stephaneey/azure-and-k8s-architecture:
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https://github.com/stephaneey/azure-and-k8s-architecture/blob/main/maps/apim.md:
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? https://github.com/stephaneey/azure-and-k8s-architecture/blob/main/networking/azure-kubernetes-service/east-west-traffic/east-west-shared-calico.md
: title: 'azure-and-k8s-architecture: East-West Traffic shared cluster and shared''
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https://github.com/stern/stern:
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  ai_summary: Stern is a highly efficient Go-based CLI utility that tails logs from
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https://github.com/steve-mt/awesome-slo:
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https://github.com/steveazz/awesome-slo:
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https://github.com/steveteuber/kubectl-graph:
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  ai_summary: A kubectl plugin that parses cluster resource dependencies and generates
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https://github.com/strimzi/kafka-kubernetes-config-provider:
  title: 'strimzi/kafka-kubernetes-config-provider: Kubernetes Configuration Provider''
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  ai_summary: A specialized provider class allowing Kafka applications to read operational
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https://github.com/strimzi/strimzi-canary:
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https://github.com/sukeesh/k8s-job-notify:
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  ai_summary: A specialized controller that tracks Kubernetes Job transitions and
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https://github.com/summerwind/actions-runner-controller:
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https://github.com/superbrothers/zsh-kubectl-prompt:
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  ai_summary: Details a Zsh shell utility that displays current Kubernetes context
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https://github.com/superlinked/sie:
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https://github.com/suraksha-123/Grant-Revoke-ssh-access:
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https://github.com/swade1987/deprek8ion:
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  ai_summary: A Rego-based validation policy suite created to audit obsolete API resources
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https://github.com/swagger-api/swagger-codegen:
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  ai_summary: Automatic generation of API client libraries and server stubs from OpenAPI/Swagger
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  - '[DE FACTO STANDARD]'
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https://github.com/swapnakpanda/Infographics/blob/main/Cheat%20Sheet/Database/SQL_CheatSheet.png:
  title: '==github.com/swapnakpanda: SQL_CheatSheet.png=='
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A dense visual database infographic grouping standard relational concepts.
    Outlines join configurations, index lookups, data grouping rules, and typical
    query structures in a high-density schematic map.
  language: SQL
  resource_type: Infographic
  complexity: Beginner
  is_microservice: false
  status: online
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  hierarchy:
  - Databases & Storage
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  - SQL
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https://github.com/swarmlet/swarmlet:
  title: '==swarmlet/swarmlet: Swarmlet=='
  description: ''
  year: '2020'
  stars: 5
  ai_summary: 'A lightweight self-hosted PaaS wrapper utilizing Docker Swarm. Note:
    Currently inactive (>4 years since last commit), making it a legacy reference
    rather than a production-grade modern solution.'
  language: Bash
  resource_type: Repository
  complexity: Intermediate
  is_microservice: true
  status: online
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  content_hash: 311501c4bf6ceb3f737bfa32667fd62e7d0268aa8ae9ea55fe75b11276732c33
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  hierarchy:
  - Orchestration
  - Docker Swarm
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  - '[DE FACTO STANDARD]'
  - '[LEGACY]'
  v1_locations:
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  gh_license: MIT
  gh_pushed: '2023-04-13T17:58:55Z'
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  gh_community_health: active
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https://github.com/swyxio/skills/tree/main:
  title: Kakuna Codebase Hardening Suite
  description: An automated codebase hardening framework designed to refactor experimental
    vibecoded MVPs into reliable, end-to-end tested, and maintainable production repositories.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: Kakuna is a breakthrough engineering design pattern
    for agentic codebase evolution, utilizing structured checklists to refactor fragile
    code into production-ready software.


    Live Grounding: By prioritizing subagent parallelism and enforcing rigorous DevOps
    standards, it systematically executes large-scale, automated refactoring runs,
    yielding hardened systems with self-auditing reports without changing the primary
    business logic.'
  language: English
  resource_type: Repository
  complexity: Advanced
  is_microservice: false
  status: online
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  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  tags:
  - EMERGING
  - COMMUNITY-TOOL
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  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Extremely well-received community contribution by swyx (Shawn
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https://github.com/swyxio/skills/tree/main/twitter-x-scraping:
  title: swyxio/skills - twitter-x-scraping
  description: An agentic skill designed for Claude Code and other AI agents to execute
    robust, automated Twitter/X scraping tasks.
  year: '2026'
  stars: 4
  ai_summary: 'A functional tool repository containing specialized agent skills developed
    for modern platforms like Claude Code, Cursor, and Codex.

    * Provides agents with the programmatic ability to parse, scrape, and compile
    information directly from Twitter/X social threads.

    * Standardizes the deployment of system-hardening skills, helping developers turn
    fragile, ''vibe-coded'' prototypes into production-ready repositories.'
  language: en
  resource_type: repository
  complexity: intermediate
  is_microservice: false
  status: online
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  hierarchy:
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  - AI Agents
  - Claude Code Skills
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  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly regarded as a pragmatic, local automation skill constructed
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https://github.com/syntasso/kratix:
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  year: '2026'
  stars: 3
  ai_summary: Kratix is a modular framework built to help platform engineering teams
    construct customized Internal Developer Platforms (IDPs). Using the concept of
    'Promises', it permits engineers to define declarative APIs that generate multi-step
    orchestration workflows across multiple infrastructure planes. Grounding showcases
    its fast-growing appeal for companies seeking to build bespoke self-service capabilities
    without locking into heavy commercial portals.
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  resource_type: Framework
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https://github.com/systemcraftsman/lab-tekton-pipelines:
  title: 'systemcraftsman/lab-tekton-pipelines: OpenShift Pipelines workshop'
  description: ''
  year: '2021'
  stars: 1
  ai_summary: A structured hands-on workshop focused on OpenShift Pipelines (Tekton).
    Teaches engineers how to write tasks, manage resources, and deploy production-level
    continuous integration workflows.
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  resource_type: Repository
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https://github.com/taosdata/TDengine:
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  year: '2026'
  stars: 5
  ai_summary: An open-source time-series database optimized specifically for IoT and
    telemetry data storage. Utilizing a unique 'one table per data source' structure,
    TDengine offers extremely fast writing speeds and high-efficiency query execution,
    challenging traditional solutions in 2026.
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  resource_type: Repository
  complexity: Advanced
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https://github.com/target/pod-reaper:
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  year: '2018'
  stars: 2
  ai_summary: An automated reaper utility designed to sweep, terminate, and clean
    up pods based on custom-defined schedules and rule parameters. It ensures platform
    efficiency by pruning dead workloads or stale containers.
  language: Go
  resource_type: Kubernetes Operator
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  status: online
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  hierarchy:
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https://github.com/taubyte/dream:
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  stars: 5
  ai_summary: A developer tool designed to spin up localized Taubyte nodes on a single
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  status: online
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https://github.com/taubyte/dreamland:
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  year: N/A
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https://github.com/taubyte/tau:
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  description: ''
  year: '2025'
  stars: 5
  ai_summary: Tau is an innovative, high-performance decentralized computing platform
    running WebAssembly (Wasm) workloads on the edge. It integrates autonomous routing,
    multi-tenant serverless orchestration, and distributed transactional db sync natively
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  resource_type: Repository
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https://github.com/tchiotludo/akhq:
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  stars: 5
  ai_summary: AKHQ (formerly KafkaHQ) is a comprehensive web interface for administering
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https://github.com/tcnksm/awesome-container:
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  ai_summary: A specialized index investigating low-level container building, runtimes
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    Ideal for system engineers seeking to master virtualization fundamentals and security
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  hierarchy:
  - Curation
  - Awesome Lists
  - Containers
  tags:
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https://github.com/team-soteria/rback:
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  year: '2022'
  stars: 2
  ai_summary: A security tool designed to query and visualize Kubernetes Role-Based
    Access Control (RBAC) configurations, outputting clean, interactive graph representations
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  resource_type: CLI Tool
  complexity: Medium
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  status: online
  addition_method: manual
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  hierarchy:
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https://github.com/teamcode-inc/kubeorbit:
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  year: '2026'
  stars: 2
  ai_summary: Kubeorbit is a specialized service routing tool focused on creating
    isolated testing channels within shared microservice topologies. By injecting
    dynamic headers into requests, it allows engineers to test unstable feature versions
    without duplicating entire clusters. Live engineering checks indicate the project
    has suffered low maintenance recently, making it a reference rather than a production
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  resource_type: Service Mesh Utility
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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https://github.com/techiescamp/devops-projects:
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  description: ''
  year: '2026'
  stars: 5
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https://github.com/techiescamp/kubernetes-learning-path:
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https://github.com/techno-tim/k3s-ansible:
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https://github.com/techpivot/terraform-module-releaser:
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https://github.com/tektoncd:
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https://github.com/tektoncd/chains:
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https://github.com/tektoncd/community:
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https://github.com/tektoncd/pipeline:
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https://github.com/telekom/das-schiff:
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https://github.com/teleskopeView/teleskope_k8s:
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https://github.com/tellerops/helm-teller:
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https://github.com/tenable/access-undenied-aws:
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https://github.com/tensorchord/Awesome-LLMOps:
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https://github.com/tensorchord/envd:
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https://github.com/termkit/gama:
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https://github.com/terraform-aws-modules:
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https://github.com/terraform-aws-modules/terraform-aws-eks:
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https://github.com/tibordp/terraform-hcloud-dualstack-k8s:
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  ai_summary: A community-led open-source project automating the deployment of dual-stack
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https://github.com/timothystewart6/k3s-ansible:
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  ai_summary: Curator Insight highlights k3s-ansible as a widely adopted playbook
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https://github.com/tinyzimmer/gst-pipeline-operator:
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  ai_summary: A highly specialized operator configured to execute GStreamer audio/video
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https://github.com/tinyzimmer/k3p:
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  ai_summary: A lightweight community helper tool designed to easily spin up and destroy
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https://github.com/tinyzimmer/kvdi:
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https://github.com/tldrsec/awesome-secure-defaults:
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  ai_summary: A targeted compilation of frameworks, libraries, and coding practices
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https://github.com/tlkamp/terraform-provider-validation:
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  ai_summary: An auxiliary custom validation provider that provides functions to run
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https://github.com/tmobile/magtape:
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  ai_summary: An admission controller developed by T-Mobile that evaluates resources
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https://github.com/toboshii/hajimari:
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  ai_summary: Hajimari is an elegant, highly customizable homepage and service directory
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https://github.com/todaywasawesome/atomic-cluster:
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  ai_summary: An experimental framework built to explore deployment lifecycles of
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https://github.com/todaywasawesome/oss-apps:
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  year: '2021'
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  ai_summary: 'A collection of production-ready, open-source application stack blueprints
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https://github.com/tokarev-artem/auto-ec2-setup:
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  ai_summary: A minimal, highly focused repository designed to quickly bootstrap and
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https://github.com/tom-256/ansible-awx-packer:
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  ai_summary: An inactive HashiCorp Packer template configured to compile machine
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https://github.com/tomhuang12/awesome-k8s-resources:
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https://github.com/tommeramber/ocp-automations:
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https://github.com/tomnomnom/gron:
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https://github.com/tomwechsler/HashiCorp_Certified_Terraform_Associate:
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https://github.com/toniblyx/my-arsenal-of-aws-security-tools:
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https://github.com/topics/gitops:
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https://github.com/topics/yaml-processor:
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https://github.com/topolvm/pvc-autoresizer:
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https://github.com/towardsthecloud/cloudburn:
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https://github.com/trimstray/test-your-sysadmin-skills:
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  ai_summary: An intensive, community-driven collection of system administration questions
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https://github.com/trimstray/the-book-of-secret-knowledge:
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https://github.com/trisberg/spring-petclinic:
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https://github.com/trstringer/kubectl-example:
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https://github.com/tsenart/vegeta:
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https://github.com/twintproject/twint:
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https://github.com/txn2/kubefwd:
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https://github.com/typescript-cheatsheets/react:
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https://github.com/ua-nick/Data-Structures-and-Algorithms:
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https://github.com/ualter/awsbe-site:
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https://github.com/uber/kraken:
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https://github.com/unagex/kondense:
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https://github.com/unitypark/aws-serverless-demos:
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https://github.com/unitypark/aws-serverless-demos/tree/main/serverless-web-hosting/cloudfront-http-api-cognito:
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https://github.com/unixorn/awesome-zsh-plugins:
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https://github.com/unxsist/jet-pilot:
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https://github.com/up9inc/mizu:
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https://github.com/upbound/platform-ref-multi-k8s:
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https://github.com/updatecli/updatecli:
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  ai_summary: Updatecli is a declarative dependency management engine designed to
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https://github.com/upgundecha/howtheysre:
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https://github.com/upmc-enterprises/registry-creds:
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  ai_summary: Registry Credentials is a Kubernetes controller designed to propagate
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https://github.com/utilitywarehouse/kube-applier:
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https://github.com/utterance/utterances:
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https://github.com/vbouchaud/k8s-ldap-auth:
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https://github.com/vchinnipilli/kubestriker:
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https://github.com/veggiemonk/awesome-docker:
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https://github.com/velero-io/velero:
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https://github.com/venkateshk111/terraform-beginners-guide:
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https://github.com/vetyy/helm-ecr:
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https://github.com/viaduct-ai/kustomize-sops:
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  ai_summary: An open-source generator and transformer plugin that natively integrates
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https://github.com/viatsko/awesome-vscode:
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  ai_summary: A massive directory of extensions, themes, and configuration recipes
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https://github.com/vidispine/hull:
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  ai_summary: The Helm Utility Library Layer (HULL) is an innovative templating library
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https://github.com/vijaykedar/jenkins-setup-using-terraform:
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  ai_summary: Open-source reference repository containing fully modular files to build
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https://github.com/vimwiki/vimwiki:
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  ai_summary: 'An incredibly powerful, native Vim plugin that transforms Vim into
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https://github.com/vincentserpoul/kubench:
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https://github.com/vinta/awesome-python:
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https://github.com/viralpoetry/kubesurveyor:
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https://github.com/visenger/awesome-mlops:
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https://github.com/vitobotta/velero-notifications:
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  ai_summary: A specialized alerting utility designed to track and publish execution
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https://github.com/vivekagate/yakiapp:
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https://github.com/viveksinghggits/kuui:
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  ai_summary: An experimental visual management utility designed to make resource
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https://github.com/vladimirvivien/ktop:
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  ai_summary: Ktop is an interactive command-line tool modeled directly after classic
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https://github.com/vllm-project/vllm:
  title: vLLM on Kubernetes
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  ai_summary: 'Curator Insight: Integration guides and deployment schemas for hosting
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https://github.com/vmware-archive/buildkit-cli-for-kubectl:
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  ai_summary: A kubectl plugin designed to execute container builds directly on remote
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https://github.com/vmware-archive/kube-fluentd-operator:
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https://github.com/vmware-archive/kubecfg:
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https://github.com/vmware-archive/octant:
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https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools:
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https://github.com/wallarm/sysbindings:
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  year: '2019'
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  ai_summary: A security auditing library tracking underlying operating system bindings
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  language: Go
  resource_type: Security Utility
  complexity: Advanced
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  status: online
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  content_hash: f09bc51cc5a2e250d70f065b62dbb4cccf64ad33222cbadcdd0b96b390fd24ef
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  discovered_at: '2022-08-24T04:45:13Z'
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  hierarchy:
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https://github.com/wangjia184/pod-inspector:
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  year: '2020'
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  ai_summary: A localized tool developed to inspect and audit target pod environments.
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    inside running clusters to facilitate rapid diagnosis.
  language: Go
  resource_type: Diagnostic Tool
  complexity: Intermediate
  is_microservice: false
  status: online
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  content_hash: 8abf6fe284c80d6bc06d5c8a807d378f12db57960014e121b37868e6299d2878
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https://github.com/wardviaene:
  title: "github.com/wardviaene (kubernetes, terraform, ansible, docker, etc) \U0001F31F"
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  year: '2025'
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  ai_summary: 'A public code profile hosting highly referenceable configuration setups
    across Terraform, Ansible, Docker, and Kubernetes. The repositories serve as companion
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  resource_type: Code Repository
  complexity: Intermediate
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  status: online
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https://github.com/wardviaene/advanced-kubernetes-course:
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https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker:
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  year: '2020'
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  ai_summary: Curator Insight points to a companion repository for an advanced Kubernetes
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    deployment strategies (such as blue-green and canary analysis) directly inside
    Kubernetes clusters using Spinnaker's pipeline GUI. It remains a reliable hands-on
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  complexity: Advanced
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  status: online
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  content_hash: 00d8a3f1b9429aa9162c6d3c5d1c67c81d52800be22cc863a0ae3c5bd1be2ba3
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  discovered_at: '2026-06-18T00:38:30.785017+02:00'
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  hierarchy:
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  - Spinnaker Setup
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https://github.com/wardviaene/jenkins-course:
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  year: '2020'
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  ai_summary: A highly practical repository containing configuration examples, scripts,
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  language: Shell
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https://github.com/wardviaene/kubernetes-course:
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  year: '2024'
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  ai_summary: 'Accompanying codebase for Ward Viaene''s comprehensive Kubernetes course,
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    and cloud migrations. (Live Grounding: Widely trusted community-backed repository
    illustrating production-grade YAML configurations).'
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https://github.com/we-dcode/kubetunnel:
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  year: '2026'
  stars: 2
  ai_summary: Kubetunnel is an elegant CLI utility that establishes secure bi-directional
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    enables local microservices to resolve cluster-internal DNS and receive traffic
    as if they were running inside the virtual network. This capability dramatically
    accelerates development cycles by eliminating the need for constant remote deployments.
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  resource_type: CLI Tool
  complexity: Intermediate
  is_microservice: false
  status: online
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  content_hash: 9d4d5b0269e92c304f9ef91f3529cf29605a82113d23d6d6914e8ec2d4457ca9
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  hierarchy:
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https://github.com/weaveworks-experiments/kspan:
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  year: '2022'
  stars: 3
  ai_summary: An experimental tool designed to consume Kubernetes events and convert
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  resource_type: Event Translator
  complexity: High
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  status: online
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  content_hash: e3d1e2e3c362d84d8e03336b387691b0561644dd4882705a8f2aa7b05cf23392
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https://github.com/weaveworks/awesome-gitops:
  title: Awesome-GitOps
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  year: '2026'
  stars: 3
  ai_summary: The canonical index of GitOps tools, configuration structures, and continuous
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  resource_type: Awesome List
  complexity: Advanced
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  status: online
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  discovered_at: '2025-12-10T07:29:20Z'
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  hierarchy:
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  is_special: true
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  gh_community_health: healthy
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https://github.com/weaveworks/cluster-api-provider-existinginfra:
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  year: '2023'
  stars: 5
  ai_summary: Formerly known as CAPE, this Cluster API provider enabled declarative
    cluster bootstrap over pre-existing SSH-accessible infrastructure (bare-metal
    or legacy virtual machines). Following the shutdown of Weaveworks in 2024, the
    project was officially archived, yet it continues to serve as an engineering reference
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  resource_type: Tool
  complexity: Advanced
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  status: online
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  discovered_at: '2022-09-23T16:07:25Z'
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  hierarchy:
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https://github.com/weaveworks/eksctl:
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  stars: 0
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https://github.com/weaveworks/kubediff:
  title: "kubediff \U0001F31F"
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  year: '2019'
  stars: 4
  ai_summary: A pioneering utility from Weaveworks that compared declarative Kubernetes
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  language: Python
  resource_type: CLI Tool
  complexity: Intermediate
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  status: online
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  hierarchy:
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https://github.com/weaveworks/kured:
  title: "weaveworks: kured - Kubernetes Reboot Daemon \U0001F31F"
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  stars: 0
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https://github.com/weaveworks/tf-controller:
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  stars: 0
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  discovered_at: '2026-05-17T17:38:10.306712+02:00'
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https://github.com/weaveworks/weave:
  title: 'github: Weave Net - Weaving Containers into Applications'
  description: ''
  year: '2024'
  stars: 5
  ai_summary: Weave Net is a widely adopted container CNI plugin that creates an autonomous
    peer-to-peer overlay network with no external database requirements. The repository
    was archived by Weaveworks in 2024, prompting enterprise engineering teams to
    migrate to active, high-performance CNIs like Cilium (eBPF-driven) or Calico.
  language: Go
  resource_type: Tool
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 1f69911f39474f4490279732d9001d534358fb2dcce5a45d4763660c952008df
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  last_checked: 1779032587
  needs_ai_refresh: true
  discovered_at: '2024-08-09T08:45:55Z'
  last_ai_eval: null
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  hierarchy:
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  - CNI Plugins
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  tags:
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  gh_license: Apache-2.0
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  gh_stars: 6612
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  gh_activity_checked: '2026-06-20T12:25:56.412135+02:00'
https://github.com/weaveworks/wksctl:
  title: Weave Kubernetes System Control - wksctl
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  year: '2026'
  stars: 5
  ai_summary: 'Weaveworks'' Weave Kubernetes System Control (wksctl) was a GitOps-based
    tool for cluster creation, configuring infrastructure directly from a declared
    state stored in git. Curator Insight vs Live Grounding: Following Weaveworks''
    operational shutdown, this tool has been archived and is considered historical
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  language: Go
  resource_type: Repository
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: d25ae3245b5037cb51e5ff35f8e9c8da2923268e8149a3dc7af46358dfe60703
  health_score: 100.0
  last_checked: 1779030865
  needs_ai_refresh: true
  discovered_at: '2023-03-31T12:32:52Z'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Provisioning
  - GitOps
  - Legacy Tools
  tags:
  - '[DE FACTO STANDARD]'
  - '[LEGACY]'
  v1_locations:
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  v2_locations:
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  gh_license: Apache-2.0
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  gh_stars: 389
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https://github.com/webmeshproj/webmesh-vdi:
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  ai_summary: Duplicated reference of the peer-to-peer cloud-native VDI platform.
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https://github.com/welldone-cloud/aws-list-resources:
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  year: '2025'
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  ai_summary: A targeted utility designed to list all active resources inside an AWS
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https://github.com/werf/kubedog:
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  ai_summary: Kubedog is an open-source Go library designed to track and stream real-time
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https://github.com/werf/nelm:
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  ai_summary: A high-performance deployment engine embedded in Werf that provides
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https://github.com/werf/werf:
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  ai_summary: Werf is a mature, GitOps-driven deployment tool that bridges the gap
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https://github.com/widdix/aws-cf-templates:
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https://github.com/willdady/aws-resource-based-policy-collector:
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  year: '2024'
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  ai_summary: A dedicated security utility that scans and aggregates resource-based
    policies (e.g., S3 Bucket Policies, KMS Key Policies, SQS Policies) across AWS
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https://github.com/willdady/cdk-iam-credentials-rotator:
  title: 'willdady/cdk-iam-credentials-rotator: IAM Credentials Rotator'
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  ai_summary: An AWS CDK construct designed to automatically rotate IAM credentials
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    by orchestrating automated rotation policies via Amazon EventBridge scheduler
    rules. While a community-focused tool, it provides a functional baseline template
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https://github.com/wincent/git-cipher:
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  ai_summary: An older utility designed to cryptographically secure and decrypt files
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https://github.com/windup:
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  ai_summary: Windup (upstream source for Red Hat Migration Toolkit for Applications)
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https://github.com/winfordlin/Compass:
  title: "Compass \U0001F31F"
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  ai_summary: An early monitoring-adjacent helper tool built to observe pod scheduling
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https://github.com/witchery-project/witchery:
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  ai_summary: A security chaos engineering framework designed to simulate security
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https://github.com/wololock/jenkine-pipeline-maven-demo/tree/sdkman:
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https://github.com/wongcyrus/aws-account-cloud9-visualizer:
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  ai_summary: A specialized developer tool tailored for deployment inside AWS Cloud9
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https://github.com/wsargent/docker-cheat-sheet:
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  ai_summary: One of the most popular, extensive open-source community references
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https://github.com/wunderio/csi-rclone:
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  year: '2023'
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  ai_summary: A Container Storage Interface (CSI) plugin that allows mounting a wide
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  language: Go
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  complexity: High
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https://github.com/xUnholy/k8s-gitops:
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  ai_summary: A robust, real-world case study and GitOps reference repository optimized
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https://github.com/xavier-mt/kerbi:
  title: "Kerbi \U0001F31F"
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  year: '2020'
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  ai_summary: A lightweight Ruby-based framework to generate, validate, and manage
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https://github.com/xiaods/k8e:
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  ai_summary: A lightweight Kubernetes distribution (k8e, standing for "k8s easy")
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https://github.com/xiaopeng163/docker-compose-tpg:
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  ai_summary: A streamlined Docker Compose setup establishing a local monitoring stack
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https://github.com/yahoo/check-log4j:
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  ai_summary: Yahoo's archived, command-line tool designed to detect vulnerable Log4j
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    binary scanning patterns to identify vulnerabilities, making it a reliable reference
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https://github.com/yandex-cloud/k8s-csi-s3:
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  year: '2026'
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  ai_summary: An open-source CSI driver that allows mounting Amazon S3 object buckets
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  hierarchy:
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https://github.com/yangshun/tech-interview-handbook:
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  ai_summary: The definitive prep suite for engineering roles, focusing on algorithms,
    practical system design topologies, behavioral matrices, and resume optimizations.
    Provides actionable code structures and design templates built to satisfy high-bar
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https://github.com/yangtao309/awesome-api-gateway:
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  ai_summary: An extensive catalog mapping API Gateway engines, ingress controllers,
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https://github.com/yankils/Simple-DevOps-Project:
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  year: '2021'
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  ai_summary: 'A practical demonstration codebase combining core DevOps components,
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    a basic application stack. Designed for educational labs. (Live Grounding: Good
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https://github.com/yannh/kubeconform:
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  year: '2026'
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  ai_summary: A ultra-fast, modern Kubernetes manifest validator written in Go, acting
    as a direct replacement for kubeval. Validates resources against official OpenAPI
    schemas, automatically caching custom resource definitions (CRDs) in offline environments.
    Recognized globally as a de facto tool for GitOps CI verification.
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https://github.com/yashvardhan-kukreja/kube-bench-exporter:
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  year: '2022'
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  ai_summary: A dedicated exporter designed to scrape kube-bench CIS compliance output
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  language: Go
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  complexity: Medium
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  hierarchy:
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https://github.com/ynqa/bul:
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  year: '2020'
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  ai_summary: 'An interactive Terminal User Interface (TUI) written in Go designed
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https://github.com/ynqa/jnv:
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  year: '2025'
  stars: 5
  ai_summary: An interactive, terminal-based JSON parser and path finder built with
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  language: Rust
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  hierarchy:
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https://github.com/yogeshkk/K8sPurger:
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  year: '2022'
  stars: 2
  ai_summary: A tool designed to scan a Kubernetes cluster for unused resources, identifying
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  complexity: Medium
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  status: online
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  hierarchy:
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https://github.com/yokawasa/action-setup-kube-tools:
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  year: '2026'
  stars: 5
  ai_summary: A dedicated GitHub Action designed to dynamically download and configure
    vital Kubernetes operational binaries (such as kubectl, helm, kustomize, and minikube)
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  language: JavaScript
  resource_type: Tool
  complexity: Low
  is_microservice: false
  status: online
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  content_hash: fd33c9fd1d3bbabf17697759d4ed37bf0eee0989a9a783fc57fa6ad5598be2eb
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  hierarchy:
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  - Runner Utilities
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  gh_activity_checked: '2026-06-20T12:26:17.263318+02:00'
https://github.com/yonahd/kor:
  title: ==github.com/yonahd/kor==
  description: ''
  year: '2023'
  stars: 5
  ai_summary: Kor is an out-of-the-box orphan resource finder that helps platform
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    and PVCs. Featuring stdout, JSON, and Prometheus metrics outputs, it easily embeds
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  language: Go
  resource_type: CLI Tool / Agent
  complexity: Intermediate
  is_microservice: false
  status: online
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  content_hash: d2f8431befad3a2a6349506b8c50fe0d5e8c4c9acea8103e8d216895c8fb6539
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  discovered_at: '2026-05-26T06:51:45Z'
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  hierarchy:
  - Observability & Diagnostics
  - Resource Cleanup
  - Cluster Hygiene
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
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  gh_community_health: healthy
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https://github.com/yonahd/orphaned-configmaps:
  title: 'github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps'
  description: ''
  year: '2022'
  stars: 5
  ai_summary: Orphaned ConfigMaps detects unreferenced ConfigMaps and Secrets across
    active namespaces. By scanning volume mounts and env declarations, it exposes
    abandoned configurations that increase complexity and security exposure. It is
    a targeted utility for regular cluster housekeeping.
  language: Go
  resource_type: CLI Tool
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 076b10835b9fcc36f757a36e5034dc00bf021e67457475a6c640895aa1c0fa29
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  discovered_at: '2026-06-18T00:40:47.120302+02:00'
  last_ai_eval: null
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  hierarchy:
  - Observability & Diagnostics
  - Resource Cleanup
  - Cluster Hygiene
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
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  gh_activity_checked: '2026-06-20T12:26:18.598805+02:00'
https://github.com/yteraoka/kubectl-isolate:
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  description: ''
  year: '2022'
  stars: 5
  ai_summary: A troubleshooting plugin that temporarily isolates running pods from
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    on broken pod targets without tearing down functional setups.
  language: Go
  resource_type: CLI Plugin
  complexity: Intermediate
  is_microservice: false
  status: online
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https://github.com/zsh-users/zsh-autosuggestions:
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  hierarchy:
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    final_tags:
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    refined_summary: 'GitLab issue #14595 tracks the architectural evolution of automated
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https://gitlab.com/gitlab-org/gitlab/-/issues/2785:
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  ai_summary: This feature proposal outlines the implementation of cascading auto-merges
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    final_tags:
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    refined_summary: This feature proposal outlines the implementation of cascading
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      maintenance. By automating the forward-propagation of commits from older release
      lines to the mainline branch, platform teams can significantly reduce developer
      toil and eliminate manual cherry-picking errors. While this pattern heavily
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https://gitlab.com/jackatbancast/manifesto:
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  ai_summary: A template compilation utility hosted on GitLab. It parses raw configuration
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  hierarchy:
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https://gitlab.com/k3s_hetzner/k3s_hetzner:
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  description: ''
  year: '2024'
  stars: 3
  ai_summary: A highly optimized Terraform and shell module to quickly provision high-availability,
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    network bridging.
  language: HCL
  resource_type: IaC
  complexity: Advanced
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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https://gitlab.com/mrman/k8s-storage-provider-benchmarks:
  title: 'gitlab.com: Kubernetes storage provider benchmarks'
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  year: '2020'
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  ai_summary: A highly practical benchmarking repository comparing IOPS, latency,
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    hardware baselines vary, the structured methodology offers an essential framework
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  resource_type: Benchmark
  complexity: Advanced
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  status: online
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https://gitlab.com/purelb/purelb:
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  ai_summary: PureLB is an open-source LoadBalancer provider for bare-metal Kubernetes
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https://gitlab.com/redhatdemocentral:
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  ai_summary: A foundational Git ecosystem containing reference architectures, workshop
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https://gitlab.com/redhatdemocentral/portfolio-architecture-examples:
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  ai_summary: Code repository hosting deployment configurations, GitOps profiles,
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https://gitlab.com/redhatdemocentral/portfolio-architecture-examples/-/blob/main/healthcare.adoc:
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  ai_summary: A highly specialized reference architecture covering the integration
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https://gitlab.com/redhatdemocentral/rhcs-rhdm-install-demo:
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  ai_summary: An automated installation demo for launching Red Hat Decision Manager
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https://gitlab.com/rosarior/awesome-django:
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  year: '2015'
  stars: 0
  ai_summary: A comprehensive, curated catalog targeting Django extensions, applications,
    utility libraries, and pedagogical materials designed to scale monolithic web
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  language: Markdown
  resource_type: Awesome List
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  is_microservice: false
  status: online
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  discovered_at: '2015-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
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https://gitlab.com/xavki/devopsland/-/tree/master/ansible:
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https://gitlab.comquent.de/petclinic/spring-petclinic-microservices:
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  discovered_at: '2026-05-17T17:23:42.534282+02:00'
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https://gitlab.freedesktop.org/gstreamer-merge-bot:
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  description: ''
  year: '2021'
  stars: 2
  ai_summary: A real-world production reference analyzing the deployment of a dedicated
    GitLab merge bot within the GStreamer ecosystem. Details structural optimizations
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  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://gitlab.gnome.org/marge-merge-bot:
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  status: duplicate
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  health_score: 100.0
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  discovered_at: '2026-05-17T17:09:29.848707+02:00'
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https://gitlab.gnome.org/users/sign_in:
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  year: '2022'
  stars: 2
  ai_summary: Practical real-world case study showcasing the implementation of the
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  language: N/A
  resource_type: Article
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  status: online
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https://gizmodo.com/google-calendar-debuts-appointment-schedule-feature-1848715533:
  title: 'gizmodo.com: Google Calendar''s New Feature Can Figure Out When Your Friends''
    Don''t Have an Excuse to Flake'
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  year: N/A
  stars: 0
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  health_score: 100.0
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  discovered_at: '2026-05-17T16:49:34.221917+02:00'
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? https://gkovan.medium.com/a-zero-trust-approach-for-securing-the-supply-chain-of-microservices-packaged-as-container-images-89d2f5b7293b
: title: "gkovan.medium.com: A Zero Trust Approach for Securing the Supply Chain of'
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    quarkus) \U0001F31F"
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  year: N/A
  stars: 0
  ai_summary: "A curated technical resource and architectural guide covering gkovan.medium.com:
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    in the Kubernetes Tools ecosystem."
  language: English
  resource_type: Reference
  complexity: Intermediate
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  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779033619
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  discovered_at: '2026-05-17T18:00:19.072073+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Kubernetes Tools
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  tags:
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  v1_locations:
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  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://glasskube.dev:
  title: "glasskube.dev \U0001F31F"
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Glasskube.dev represents the homepage and core operational documentation
    hub for Glasskube, a modern enterprise-grade package manager for Kubernetes. Designed
    to eliminate Helm syntax overhead, it provides an intuitive visual UI and CLI
    setup for streamlining complex cluster component lifecycles.
  language: English
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://globaldatanet.com/blog/terraform-cicd-best-practices:
  title: 'globaldatanet.com: Terraform CI/CD Best Practices'
  description: ''
  year: N/A
  stars: 0
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https://globaldatanet.com/tech-blog/aws-iam-identity-center-permission-management-at-scale-part-2:
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    Part 2'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: An in-depth guide focusing on the programmatic management of AWS IAM
    Identity Center (formerly AWS SSO). It explains how to deploy and scale permission
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  language: None
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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https://globaldatanet.com/tech-blog/terraform-cicd-best-practices:
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  year: '2023'
  stars: 0
  ai_summary: Outlines architectural patterns for executing automated provisioning
    steps. Discusses proper configuration mapping, plan verification stages, transient
    state lock handling, secure key authentication, and cloud drift assessment strategies.
  language: None
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
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  hierarchy:
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  v2_locations:
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https://gmaster.io:
  title: gmaster
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A visualization client designed to resolve merge conflicts using code-structure
    maps rather than flat text comparisons. Provides refactoring-aware merges to streamline
    alignments, though widely considered a legacy specialized tool in modern workflows.
  language: English
  resource_type: Product
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://gmaster.io/mergedroid:
  title: 'gmaster.io - Mergedroid: Automate merging just by analyzing your GitHub
    repo.'
  description: ''
  year: '2020'
  stars: 1
  ai_summary: A semantic merge assistant that analyzes GitHub repositories to automatically
    resolve complex non-trivial merges. Provides structural conflict identification,
    helping engineers isolate syntax conflicts before they hit active branches.
  language: N/A
  resource_type: Service
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://go.atlassian.com/ijvzec:
  title: 'Creating with Rovo: How We Built a Collaborative AI Canvas'
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    a collaborative canvas allowing real-time, bidirectional human-AI teamwork.
  year: '2026'
  stars: 4
  ai_summary: 'This engineering post breaks down the streaming infrastructure and
    data schemas behind Atlassian Rovo''s collaborative AI canvas. It details how
    the team moved away from static, one-shot prompt interfaces into an active, multi-user
    workspace.


    * **Rich Format Support**: Uses Atlassian Document Format (ADF), SVG, and CSV-based
    data schemas to synthesize pages, whiteboards, and databases.

    * **Real-time Streaming**: Provides low-latency content generation and live editing
    synchronized directly inside active chat conversations.'
  language: en
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  status: online
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  discovered_at: '2026-06-02T13:52:32.315702+02:00'
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  hierarchy:
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  tags:
  - '[ENTERPRISE-STABLE]'
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  youtube_mosaic: {}
  category: ai-agents-mcp
  impact_score: 85
  reputation_status: Vetted
  reputation_summary: Official Atlassian shortlink redirecting to their engineering
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  source_provenance: X.com (Atlassian)
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https://go.atomist.com:
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  ai_summary: A curated technical resource and architectural guide covering Atomist
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  discovered_at: '2026-05-17T17:16:21.195083+02:00'
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  hierarchy:
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https://go.aws/4eFRwIt:
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https://go.dev:
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  ai_summary: The official home of the Go programming language, designed for building
    simple, reliable, and highly efficient cloud-native software. Serves as the ultimate
    portal for runtime specifications and core packages.
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https://go.dev/blog/gopls-vscode-go:
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  ai_summary: Announces the standard integration of Gopls, the official Go language
    server, into the VS Code Go extension, ensuring native refactoring, precise definition
    hopping, and autocompletion for Go developers.
  language: Go
  resource_type: Blog Post
  complexity: Intermediate
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https://go.dev/blog/pkgsite-search-redesign:
  title: 'go.dev: A new search experience on pkg.go.dev'
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  ai_summary: Details the architectural redesign of the official Go package registry
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    discovery for developers.
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https://go.digitalocean.com/cicd-on-k8s:
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https://go.weave.works/2021_GitOps_Maturity_Model.html:
  title: 'go.weave.works: The GitOps Maturity Model - 4 evolutionary steps to continuous''
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https://go.weave.works/automating-kubernetes-with-gitops-wp.html:
  title: "weave.works: Automating Kubernetes with GitOps (whitepaper) \U0001F31F"
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  year: '2020'
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  ai_summary: High-density whitepaper outlining standard practices for automating
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  language: English
  resource_type: Whitepaper
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  status: online
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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https://go.weave.works/gitops-ebook.html:
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https://go.weave.works/hardening-git-for-gitops.html:
  title: 'weave.works: Hardening Git for GitOps (white paper)'
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  year: '2021'
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  ai_summary: Focuses exclusively on securing the Git version control system to withstand
    supply chain exploits. Details branch protections, cryptographic GPG/SSH commit
    signatures, multi-signature reviews, and audit trails.
  language: English
  resource_type: Whitepaper
  complexity: Advanced
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  status: online
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  hierarchy:
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  v1_locations: []
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https://go.weave.works/production-ready-kubernetes-checklist.html:
  title: "weave.works: Production Ready Checklists for Kubernetes \U0001F31F"
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  year: '2021'
  stars: 0
  ai_summary: 'A structured checklist for preparing Kubernetes workloads for production
    environments. Tracks configuration rules for autoscaling parameters, multi-zone
    node configurations, backup recovery mechanisms, and observability pipelines to
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  complexity: Advanced
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  status: online
  addition_method: manual
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  hierarchy:
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https://goglides.io/running-openebs-in-kubernetes/371:
  title: 'goglides.io: Running OpenEBS in Kubernetes'
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  ai_summary: 'A curated technical resource and architectural guide covering goglides.io:
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  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
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  discovered_at: '2026-05-17T17:54:18.672503+02:00'
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  hierarchy:
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  tags:
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  v1_locations:
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https://goharbor.io:
  title: Harbor
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Harbor is a CNCF Graduated, enterprise-class container registry that
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    capabilities, geographic replication, and advanced audit logging. As a de facto
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  language: Go
  resource_type: Tool
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  hierarchy:
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https://goharbor.io/docs/2.0.0/install-config/quick-install-script:
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  year: '2021'
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  ai_summary: Step-by-step instructions for deploying a Harbor container registry
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https://gokatalyst.io/blog/2023/12/06/katalyst-a-qos-based-resource-management-system-for-workload-colocation-on-kubernetes:
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https://gokhan-karadas1992.medium.com/argocd-kubevela-integration-eb88dc0484e0:
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  ai_summary: 'A curated technical resource and architectural guide covering gokhan-karadas1992.medium.com:
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https://gokulchandrapr.medium.com/amazon-eks-anywhere-eks-connector-600953aaa42d:
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  ai_summary: 'A curated technical resource and architectural guide covering gokulchandrapr.medium.com:
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https://gokuldevops.medium.com/argo-cdsample-app-deployment-56b36601f279:
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https://golang.org:
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https://golangrepo.com:
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https://googlecloudcheatsheet.withgoogle.com:
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https://goteleport.com/blog/devsecops-passwordless:
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  ai_summary: Examines the transition from static SSH keys and database credentials
    to short-lived, identity-driven access methods. Outlines using WebAuthn standards,
    public-key cryptography, and modern IAM federation to eliminate credential storage
    risks.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Passwordless Authentication
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://goteleport.com/blog/hack-via-pull-request:
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  description: "- [==edidiongasikpo.com: How to Give Developers Secure Access to Kubernetes
    Clusters== \U0001F31F](https://edidiongasikpo.com/how-to-give-developers-secure-access-to-kubernetes-clusters)"
  year: '2022'
  stars: 0
  ai_summary: Provides a forensic simulation of a CI/CD supply-chain breach, demonstrating
    how unauthorized pull requests can exploit runners to exfiltrate cloud credentials.
    Highlights mitigation strategies like OpenID Connect (OIDC) authentication, ephemeral
    runners, and branch protection rules.
  language: English
  resource_type: Blog Post
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Supply Chain
  - CI-CD Attacks
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://goteleport.com/blog/how-to-ssh-properly:
  title: "gravitational.com: How to SSH Properly \U0001F31F"
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Deep technical reference on modern SSH architecture and key rotation
    practices. Explores proper configuration, disabling password authentication, managing
    multiple profiles, and transitioning towards certificate-based SSH access models.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - SSH Security
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://goteleport.com/blog/kube-authn-methods:
  title: 'goteleport.com: A Simple Overview of Authentication Methods for Kubernetes
    Clusters'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Synthesizes multiple Kubernetes authentication methods—including bootstrap
    tokens, client certificates, webhook tokens, and OIDC federation. Provides an
    architect-level comparison of trade-offs regarding credential life and operational
    complexity.
  language: English
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Authentication
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://goteleport.com/blog/kubernetes-api-access-security:
  title: 'goteleport.com: Kubernetes API Access Security Hardening'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Assesses security postures for Kube-API exposure, outlining standard
    secure practices including zero-trust access, bastions, detailed telemetry streams,
    and short-lived credentials.
  language: N/A
  resource_type: article
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://goteleport.com/blog/kubernetes-sso-saml:
  title: 'gravitational.com: How to Set Up Kubernetes SSO with SAML'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Deconstructs the mechanics of configuring Single Sign-On (SSO) for cluster
    environments utilizing SAML. The guide explains authentication federation patterns,
    mapping identity provider attributes to Kubernetes RBAC roles. This setup ensures
    seamless, centralized access management for enterprise platform infrastructure.
  language: English
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://goteleport.com/blog/ssh-certificates:
  title: "goteleport.com: SSH Certificates Security. SSH Access Hardening \U0001F31F"
  description: ''
  year: '2022'
  stars: 4
  ai_summary: In-depth structural review of SSH Certificates compared to public/private
    keys. Explains how SSH CAs sign cryptographic certificates to eliminate interactive
    public key management and enforce strict access expiry.
  language: English
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - SSH Security
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://goteleport.com/blog/ssh-vs-kubectl:
  title: 'goteleport.com: kubectl exec vs SSH'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: An architectural comparison contrasting standard SSH access with the
    API-driven 'kubectl exec' command. From a security boundary posture, it highlights
    why 'kubectl exec' is preferred inside modern clusters as it eliminates secondary
    authentication pipelines and relies purely on Kubernetes RBAC structures.
  language: N/A
  resource_type: Blog Post
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2026-05-17T18:03:26.134700+02:00'
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  hierarchy:
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  tags:
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https://gpustack.ai:
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  year: '2025'
  stars: 0
  ai_summary: Explores GPUStack (associated with gpustack.ai / seal.io's evolution),
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    execution environments across heterogeneous hardware infrastructure.
  language: English
  resource_type: Open Source Project
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2025-06-01T00:00:00+02:00'
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  hierarchy:
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https://gradle.org:
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  description: ''
  year: '2026'
  stars: 5
  ai_summary: The primary landing portal for Gradle, a high-performance, open-source
    build automation system. Live Grounding confirms Gradle's position as a dominant
    enterprise build engine, optimizing multi-project build caching, incremental compilation,
    and providing highly flexible Groovy and Kotlin DSL structures.
  language: English
  resource_type: Website
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  - Gradle
  tags:
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  v1_locations: []
  v2_locations:
  - maven-gradle.md
  youtube_mosaic: {}
https://grafana.com:
  title: grafana-6.7.2-1.x86_64.rpm
  description: "- [prometheus-2.17.1.linux-amd64](https://prometheus.io)\n    - [apache-artemis-2.11.0](https://artemis.apache.org/components/artemis)\n
    \   - [apache-maven-3.6.3](https://maven.apache.org)"
  year: '2020'
  stars: 0
  ai_summary: A legacy RPM binary package of Grafana 6.7.2. Kept as a reference point
    for historical dashboards and older enterprise network configurations.
  language: None
  resource_type: Repository
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Package Archives
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  tags:
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  v1_locations: []
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  youtube_mosaic: {}
https://grafana.com/about/press/2021/11/10/grafana-labs-and-microsoft-partner-to-deliver-new-first-party-microsoft-azure-service:
  title: 'grafana.com: Grafana Labs and Microsoft partner to deliver new first party''
    Microsoft Azure service'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
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  status: duplicate
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  duplicate_of: https://grafana.com/press/2021/11/10/grafana-labs-and-microsoft-partner-to-deliver-new-first-party-microsoft-azure-service
https://grafana.com/blog/2020/07/22/introducing-the-new-and-improved-new-relic-plugin-for-grafana:
  title: 'grafana.com: Introducing the new and improved New Relic plugin for Grafana'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering grafana.com:
    Introducing the new and improved New Relic plugin for Grafana in the Kubernetes
    Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: online
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  content_hash: 54d16dab5a4e1951488181d1ade57325dc39e96fe8fa3c4cae03ee4db37e9968
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  hierarchy:
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  v1_locations:
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https://grafana.com/blog/2020/08/26/popular-community-plugins-that-can-improve-your-grafana-dashboards:
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  description: ''
  year: N/A
  stars: 0
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  review_metadata:
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    timestamp: '2026-05-18T18:54:54.968277'
  duplicate_of: https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana-dashboards
https://grafana.com/blog/2020/09/21/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests:
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    requests'
  description: ''
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  stars: 0
  ai_summary: Grafana details their internal workflow configuration utilizing the
    Grafana GitHub plugin to visualize team velocity, pull request backlogs, and code
    review cycle times. This approach transitions software delivery metrics into real-time
    operational panels alongside infrastructure performance data. By unifying telemetry
    and development state, engineering managers gain unprecedented visibility into
    systemic delivery bottlenecks.
  language: English
  resource_type: blog
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  status: online
  addition_method: manual
  content_hash: e2dded09ea09dc1cd4e6d82daaa37645260d26e8239c2e8c86632952185fb24e
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  discovered_at: '2026-05-17T17:39:06.567176+02:00'
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  hierarchy:
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  tags:
  - '[CASE STUDY]'
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  v1_locations:
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https://grafana.com/blog/2020/10/27/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system:
  title: "grafana.com: Announcing Grafana Tempo, a massively scalable distributed'
    tracing system \U0001F31F"
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
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    timestamp: '2026-05-18T18:54:54.988357'
  duplicate_of: https://grafana.com/blog/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system
https://grafana.com/blog/2021/01/08/get-started-with-prometheus-with-these-three-easy-projects:
  title: '==grafana.com: Get started with Prometheus with these three easy projects=='
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering ==grafana.com:
    Get started with Prometheus with these three easy projects== in the Kubernetes
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  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: e84b66663fadbde62c883b2508f2dc69d9855673b1bd9dd9c7dfc0e48e781dfc
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  hierarchy:
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  tags:
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  youtube_mosaic: {}
https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance:
  title: "grafana.com: A beginner's guide to distributed tracing and how it can increase'
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  description: ''
  year: N/A
  stars: 0
  ai_summary: null
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  discovered_at: '2026-05-17T17:23:06.824384+02:00'
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  duplicate_of: https://grafana.com/blog/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance
? https://grafana.com/blog/2021/04/05/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service
: title: 'grafana.com: Using Telegraf plugins to visualize industrial IoT data with''
    the Grafana Cloud Hosted Prometheus service'
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  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering grafana.com:
    Using Telegraf plugins to visualize industrial IoT data with'' the Grafana Cloud
    Hosted Prometheus service in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: b7e57733bbe2ce014224d59348e37831f22142336753c49c1a73bfad2091a2ce
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  tags:
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  v1_locations:
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? https://grafana.com/blog/2021/04/08/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs
: title: 'grafana.com: How we use metamonitoring Prometheus servers to monitor all''
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    timestamp: '2026-05-18T18:54:54.949231'
  duplicate_of: https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs
? https://grafana.com/blog/2021/07/06/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more
: title: 'grafana.com: What''s new in Grafana Cloud for July 2021: Traces, live streaming,''
    Kubernetes and Docker integrations, and more'
  description: ''
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  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering grafana.com:
    What''s new in Grafana Cloud for July 2021: Traces, live streaming,'' Kubernetes
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  language: English
  resource_type: Reference
  complexity: Intermediate
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  status: online
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  content_hash: 6307927eb723803f0de1c2b6b4d348c3c08439e938b6c2e362558d5f599eb387
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  discovered_at: '2026-05-17T17:08:28.082610+02:00'
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https://hasura.io/blog/a-simple-real-time-event-driven-architecture-with-qr-codes:
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  year: '2021'
  stars: 0
  ai_summary: Demonstrates the construction of a real-time QR generation microservice
    using Hasura's instant GraphQL engine and PostgreSQL event triggers. Illustrates
    stateless serverless handlers reacting to database write mutations in real-time.
  language: JavaScript
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  hierarchy:
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https://havanrijn.wordpress.com/2024/04/01/dont-let-azure-log-analytics-break-the-bank:
  title: 'havanrijn.wordpress.com: Don’t let Azure Log Analytics break the bank'
  description: ''
  year: '2024'
  stars: 3
  ai_summary: A practical, cost-saving guide to reducing bloated Log Analytics ingestion
    fees. It details queries for identifying high-volume tables, configuring data
    collection rules (DCRs) to filter noisy events, and setting daily ingestion caps.
    Essential guidance for engineering teams seeking to optimize cloud spending while
    maintaining adequate observability indicators.
  language: KQL
  resource_type: Technical Blog
  complexity: Intermediate
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  status: online
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
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https://hawar.no/2020/09/cisco-dna-center-with-grafana-dashboard:
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  year: N/A
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  discovered_at: '2026-05-17T18:15:15.252308+02:00'
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https://hawar.no/2021/05/cisco-dna-center-with-grafana-dashboard:
  title: CISCO DNA Center with Grafana Dashboard
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Operational guide detailing integration workflows between Cisco DNA
    Center APIs and Grafana. Translates enterprise network controller metrics into
    visual graphs for performance auditing.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
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https://hazelcast.com/blog/architectural-patterns-for-caching-microservices:
  title: "hazelcast.com: Where Is My Cache? Architectural Patterns for Caching Microservices
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Caching in distributed microservices architectures requires balancing
    performance against data consistency. This guide explores multiple caching topologies,
    comparing client-side caching, sidecar-based caches, and distributed caching tiers.
    It highlights key trade-offs between architectural complexity, network latency,
    and cache invalidation strategies in high-throughput microservices environments.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
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  - Caching
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://hbase.apache.org:
  title: HBase.apache.org
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Open-source, distributed, column-oriented database running atop Hadoop
    DFS. Delivers real-time, random read/write storage access to billions of rows,
    modeled directly after Google's original Bigtable design.
  language: Java
  resource_type: Software
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - NoSQL Databases
  - Wide-Column Stores
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - nosql.md
  youtube_mosaic: {}
https://hbr.org/2015/08/how-to-give-tough-feedback-that-helps-people-grow:
  title: 'hbr.org: How to Give Tough Feedback That Helps People Grow'
  description: ''
  year: '2015'
  stars: 3
  ai_summary: Synthesizes core management communication techniques to deliver critical
    feedback that encourages technical growth and continuous improvement. Focuses
    on actionable, objective examples rather than subjective assessments, helping
    technical leads build a resilient, high-feedback engineering culture.
  language: en
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2015-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
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  youtube_mosaic: {}
https://hbr.org/2016/04/optimists-are-better-at-finding-new-jobs:
  title: 'hbr.org: Optimists Are Better at Finding New Jobs'
  description: ''
  year: '2016'
  stars: 0
  ai_summary: An HBR-backed behavioral analysis demonstrating the empirical link between
    psychological resilience (optimism) and successful career mobility. It details
    strategies for job seekers to maintain motivation and frame value effectively
    during complex technical interview processes.
  language: English
  resource_type: study
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2016-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Job Search Strategy
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://hbr.org/2016/05/change-your-career-without-having-to-start-all-over-again:
  title: 'hbr.org: Change Your Career Without Having to Start All Over Again'
  description: ''
  year: '2016'
  stars: 0
  ai_summary: This Harvard Business Review article details a career-pivoting framework
    focused on identifying and mapping transferable skills. It serves as a blueprint
    for senior technologists transitioning between software tracks, product management,
    or engineering leadership roles.
  language: English
  resource_type: article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2016-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Transferable Skills
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://hbr.org/2018/01/how-to-hire:
  title: 'hbr.org: Stop Hiring for Culture Fit'
  description: ''
  year: '2018'
  stars: 0
  ai_summary: A foundational management essay illustrating how hiring for 'culture
    fit' can introduce systemic bias and groupthink. It offers a structured methodology
    for assessing 'culture add' to diversify perspective and strengthen system architectures.
  language: English
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Organizational Architecture
  - Hiring & Culture
  - Diversity & Inclusion
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - recruitment.md
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https://hbr.org/2019/01/how-to-debate-ideas-productively-at-work:
  title: 'hbr.org: How to Debate Ideas Productively at Work'
  description: ''
  year: '2019'
  stars: 3
  ai_summary: Offers a structural methodology for conducting objective, high-stakes
    intellectual debates within technical environments. Focuses on separating personal
    identity from architectural assertions, grounding discussions in objective system
    data, and using RFC-style collaborative documents to establish healthy constructive
    criticism mechanisms in highly technical teams.
  language: en
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://hbr.org/2019/02/the-surprising-power-of-simply-asking-coworkers-how-theyre-doing:
  title: 'hbr.org: The Surprising Power of Simply Asking Coworkers How They’re Doing'
  description: ''
  year: '2019'
  stars: 3
  ai_summary: Explores the foundational role of empathy and regular check-ins in fostering
    high-performance engineering cultures. Demonstrates how proactive personal interactions
    establish psychological safety, which is directly correlated with reduced system
    deployment risk, higher incident response efficiency, and lower developer burnout
    rates.
  language: en
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  tags:
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  v1_locations: []
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https://hbr.org/2019/03/as-your-team-gets-bigger-your-leadership-style-has-to-adapt:
  title: 'hbr.org: As Your Team Gets Bigger, Your Leadership Style Has to Adapt'
  description: ''
  year: '2019'
  stars: 4
  ai_summary: Analyzes the critical inflection points of organizational growth, focusing
    on how leadership paradigms must shift as team sizes expand. Discusses the transition
    from direct, tactical hands-on management to strategic, decentralized delegative
    leadership. Provides a conceptual blueprint for scaling engineering organizations
    without sacrificing operational agility or engineering cohesion.
  language: en
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Engineering Leadership
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://hbr.org/2020/01/what-it-takes-to-give-a-great-presentation:
  title: 'hbr.org: What It Takes to Give a Great Presentation'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: Explains communication structures for presenting complex ideas to diverse
    stakeholders. Analyzes how technical architects can translate highly advanced
    system engineering concepts, deployment topologies, and microservice architectures
    into clear, business-driven narratives that secure stakeholder alignment and funding.
  language: en
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Communication Strategy
  tags:
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  v1_locations: []
  v2_locations:
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https://hbr.org/2021/06/the-real-value-of-middle-managers:
  title: 'hbr.org: The Real Value of Middle Managers'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Defends the critical functional value of middle management in large
    enterprise hierarchies. Demonstrates that instead of acting as bureaucratic roadblocks,
    competent middle managers serve as dynamic translators between high-level executive
    strategy and boots-on-the-ground engineering execution, facilitating organizational
    alignment, psychological safety, and rapid change management.
  language: en
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Engineering Leadership
  - Organizational Scaling
  - Middle Management
  tags:
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  v1_locations: []
  v2_locations:
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https://hbr.org/2021/10/forget-flexibility-your-employees-want-autonomy:
  title: 'hbr.org: Forget Flexibility. Your Employees Want Autonomy'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An HBR diagnostic showing that employee retention depends more on decision-making
    autonomy than superficial schedule flexibility. It provides managers with frameworks
    to delegate technical ownership, establish self-organizing teams, and minimize
    micro-management.
  language: English
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Organizational Architecture
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  - Team Autonomy
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://hbr.org/2022/05/how-to-deal-with-high-pressure-situations-at-work:
  title: 'hbr.org: How to Deal with High Pressure Situations at Work'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Outlines psychological and operational strategies for managing high-stress
    scenarios, such as production outages, critical system failures, or tight product
    delivery deadlines. Emphasizes maintaining situational awareness, structuring
    emergency response communication (like Incident Commander roles), and preventing
    cognitive overload to facilitate rational, data-driven system remediation.
  language: en
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Psychological Safety
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
? https://headleysj.medium.com/building-event-driven-systems-at-scale-in-kubernetes-with-dapr-part-2-how-does-dapr-work-732ba7a0d652
: title: 'headleysj.medium.com: Building event-driven systems at scale in Kubernetes''
    with Dapr — Part II: How does Dapr work?'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering headleysj.medium.com:
    Building event-driven systems at scale in Kubernetes'' with Dapr — Part II: How
    does Dapr work? in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779030954
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:15:54.223070+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
https://headspring.com/2019/07/09/kafka-or-rabbitmq-messaging:
  title: 'headspring.com: Is Kafka or RabbitMQ the right messaging tool for you?'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering headspring.com:
    Is Kafka or RabbitMQ the right messaging tool for you? in the Kubernetes Tools
    ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779030980
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:16:20.952231+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  tags:
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  v1_locations:
  - docs/message-queue.md
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  youtube_mosaic: {}
https://health.aws.amazon.com/health/status:
  title: 'status.aws.amazon.com: Service Health Dashboard'
  description: ''
  year: '2006'
  stars: 0
  ai_summary: AWS’s central status console reporting operational health of active
    regions and services, allowing platform engineers to quickly cross-examine deployment
    anomalies with provider incidents.
  language: None
  resource_type: Web Page
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 14632b65d58b6533036273285c4c40b45a7fa9d4ea1b3e90ea762092f85f6a91
  health_score: 100.0
  last_checked: 1779130494
  needs_ai_refresh: true
  discovered_at: '2026-05-18T20:54:54.941476+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Providers
  - AWS
  - Status Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
https://health.google/imaging-and-diagnostics:
  title: 'health.google: AI-enabled imaging and diagnostics previously thought impossible'
  description: ''
  year: '2024'
  stars: 5
  ai_summary: Outlines Google Health's technical breakthroughs in AI-enabled diagnostic
    imaging, emphasizing deep learning models for diabetic retinopathy, lung screening,
    and oncology detection. Google’s infrastructure leverages specialized TPUs (Tensor
    Processing Units) to execute low-latency inferences directly at the point of care.
    It illustrates the clinical value of integrating automated computer-vision assistance
    directly into traditional clinical workstations.
  language: English
  resource_type: Product Page
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Management
  - Healthcare Tech
  - AI Diagnostics
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://health.google/intl/ALL_en/health-research/imaging-and-diagnostics:
  title: 'health.google: AI-enabled imaging and diagnostics previously thought impossible'
  description: ''
  year: N/A
  stars: 0
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  discovered_at: '2026-05-17T17:32:07.648589+02:00'
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  hierarchy: []
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  v1_locations:
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  duplicate_of: https://health.google/imaging-and-diagnostics
https://healthitanalytics.com/news/ai-for-medical-imaging-boosts-cancer-screenings-with-provider-aid:
  title: 'healthitanalytics.com: AI for Medical Imaging Boosts Cancer Screenings with''
    Provider Aid'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering healthitanalytics.com:
    AI for Medical Imaging Boosts Cancer Screenings with'' Provider Aid in the Kubernetes
    Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
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    - Establishes a framework for analyzing how and when resource utilization influences
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https://hmh.engineering/dive-into-kubernetes-healthchecks-part-2-a9f83eb712d5:
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  ai_summary: 'Part two of the engineering-focused health check series, analyzing
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    - Explains how proper probe alignment coordinates with rolling update strategies
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    - Provides complex production configurations designed to eliminate connection
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  resource_type: Blog Post
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https://hms.harvard.edu/news/does-ai-help-or-hurt-human-radiologists-performance-depends-doctor:
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  ai_summary: Investigates the human-AI interface within radiology, detailing how
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  ai_summary: A practical guide detailing how to build a highly cost-effective managed
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https://horizons.carrefour.com/efficient-java-in-the-cloud-with-quarkus:
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https://horovits.medium.com/prometheus-now-supports-opentelemetry-metrics-83f85878e46a:
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https://httpd.apache.org:
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https://httpd.apache.org/docs/2.4/howto/reverse_proxy.html:
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https://hub.docker.com/_/elasticsearch:
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https://hub.docker.com/_/websphere-liberty:
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https://hub.docker.com/r/alwin2/petclinic-customers-service:
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https://hub.docker.com/r/anthonydahanne/spring-petclinic:
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https://hub.docker.com/r/arey/springboot-petclinic:
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https://hub.docker.com/r/bitnami/cluster-autoscaler:
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  ai_summary: A highly secure, enterprise-hardened container image for Kubernetes
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https://hub.docker.com/r/bmoussaud/petclinic:
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https://hub.docker.com/r/centos/postgresql-10-centos7:
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https://hub.docker.com/r/ibuchh/petclinic-spinnaker-jenkins:
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https://hub.docker.com/r/jboss/kie-server:
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https://hub.docker.com/r/jbrisbin/spring-petclinic:
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https://hub.docker.com/r/openshift:
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https://hub.docker.com/r/openshiftdemos:
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https://hub.docker.com/r/payara/micro:
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https://hub.docker.com/r/payara/server-full:
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https://hub.docker.com/r/sarjunkumar24391/petclinic:
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  ai_summary: A community-packaged Docker image of the classic Spring Petclinic application.
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https://hub.docker.com/r/sonatype/nexus3:
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  year: '2026'
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  ai_summary: Official Docker repository containing Sonatype Nexus Repository Manager
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https://hub.docker.com/r/texthtml/gitlab-merge-bot:
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https://hub.docker.com/u/openshift:
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  ai_summary: Public Docker Hub repository hosting community-built images for OpenShift.
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https://hub.docker.com/u/openshiftdemos:
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https://hub.docker.com/u/redhat:
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  description: ''
  year: '2026'
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  ai_summary: The official Docker Hub repository for Red Hat Universal Base Images
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  resource_type: Registry
  complexity: Low
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  status: online
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  hierarchy:
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https://hub.helm.sh:
  title: "hub.helm.sh \U0001F31F"
  description: ''
  year: '2020'
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  - Service Mesh
  - Linkerd
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https://itnext.io/accelerate-development-with-jenkins-pipelines-and-continuous-integration-9a6c7857ccd2:
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  ai_summary: 'Analyzes how standardized declarative pipelines accelerate team delivery
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  language: English
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://itnext.io/adding-master-nodes-to-achieve-ha-one-of-the-best-practices-for-using-kubekey-6207e94b0bdd:
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  stars: 0
  ai_summary: 'Highlights the deployment patterns needed to scale control-plane nodes
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    control-plane state replication. (Live Grounding: Provides practical blueprints
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Cluster Provisioning
  - High Availability
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https://itnext.io/adding-security-layers-to-your-app-on-openshift-part-1-deployment-and-tls-ingress-9ef752835599:
  title: "itnext.io: Adding security layers to your App on OpenShift — Part 1: Deployment
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  description: '### How is OpenShift Container Platform Secured?'
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  stars: 0
  ai_summary: Step-by-step tutorial addressing TLS edge termination and ingress security
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  language: YAML
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
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  hierarchy:
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  - Ingress
  tags:
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  v2_locations:
  - openshift.md
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https://itnext.io/aks-performance-limit-ranges-8e18cbebe351:
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  stars: 0
  ai_summary: Focuses on utilizing Kubernetes LimitRanges inside AKS to enforce resource
    quotas on CPU and memory usage. Explains how implementing default limits mitigates
    raw 'noisy neighbor' resource starvation. This is a foundational practice for
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  resource_type: Technical Article
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  is_microservice: false
  status: online
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  needs_ai_refresh: false
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  hierarchy:
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https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653:
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  ai_summary: Explores the architectural integration of Ansible with Jenkins automation
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    configuration deployment tasks to Ansible playbooks.
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  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://itnext.io/anthos-multi-cluster-management-aa6f2c03120d:
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  ai_summary: Investigates the operational mechanics of Anthos multi-cluster registration,
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    deploy, manage, and monitor unified GKE environments spanning physical data centers
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  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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https://itnext.io/architecting-kubernetes-clusters-choosing-a-cluster-size-92f6feaa2908:
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  ai_summary: Evaluates control plane limits when scaling out node counts. Offers
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https://itnext.io/architecting-kubernetes-clusters-choosing-a-worker-node-size-b3729cc0c78f:
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https://itnext.io/argocd-secret-management-with-argocd-vault-plugin-539f104aff05:
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  stars: 0
  ai_summary: Discusses securing GitOps workflows by integrating HashiCorp Vault with
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  status: online
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  hierarchy:
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https://itnext.io/argocd-users-access-and-rbac-ddf9f8b51bad:
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  ai_summary: Details the configuration of user management, local accounts, and role-based
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https://itnext.io/automating-system-updates-for-kubernetes-clusters-using-ansible-94a70f4e1972:
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  ai_summary: A technical guide detailing the orchestration of OS-level patch management
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https://itnext.io/autoscaling-ingress-controllers-in-kubernetes-c64b47088485:
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  ai_summary: An operations guide detailing strategies for scaling ingress controllers
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https://itnext.io/aws-cdk-for-eks-handling-helm-charts-aa002afedde4:
  title: 'itnext.io: AWS CDK for EKS — Handling Helm Charts'
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  ai_summary: Curator Insight provides architectural guidelines on embedding Helm
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https://itnext.io/aws-elastic-kubernetes-service-rbac-authorization-via-aws-iam-and-rbac-groups-7b70ded144b5:
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  ai_summary: Deep technical review of orchestrating native Kubernetes Role-Based
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  hierarchy:
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https://itnext.io/backup-and-restore-of-kubernetes-stateful-application-data-with-csi-volume-snapshots-14ce9e6f3778:
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  ai_summary: Deals with the practical deployment patterns for volume snapshot controllers
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  hierarchy:
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https://itnext.io/benchmark-results-of-kubernetes-network-plugins-cni-over-10gbit-s-network-updated-august-2020-6e1b757b9e49:
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  ai_summary: A deep architectural performance analysis measuring major Kubernetes
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  hierarchy:
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https://itnext.io/boosting-your-kubectl-productivity-b348f7c25712:
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  stars: 4
  ai_summary: Compiles productivity enhancements and aliases for kubectl command routines.
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https://itnext.io/breaking-down-and-fixing-etcd-cluster-d81e35b9260d:
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  ai_summary: 'A curated technical resource and architectural guide covering itnext.io:
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https://itnext.io/breaking-down-and-fixing-kubernetes-4df2f22f87c3:
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  ai_summary: 'A curated technical resource and architectural guide covering itnext.io:
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https://itnext.io/build-a-lightweight-internal-developer-platform-with-argo-cd-and-kubernetes-labels-4c0e52c6c0f4:
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https://itnext.io/build-an-eks-cluster-with-terraform-d35db8005963:
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  ai_summary: A pragmatic tutorial outlining step-by-step EKS bootstrapping using
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https://itnext.io/build-ship-github-container-registry-kubernetes-aa06029b3f21:
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  ai_summary: Deep technical walkthrough demonstrating CI/CD container assembly, pushing
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https://itnext.io/building-and-deploying-a-weather-web-application-onto-kubernetes-red-hat-openshift-using-eclipse-62bf7c924be4:
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    OpenShift using Eclipse JKube
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  year: '2021'
  stars: 0
  ai_summary: Explores compiling and deploying Java-based web workloads to OpenShift
    clusters via Eclipse JKube. Demonstrates zero-configuration manifest generation
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  language: Java
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Eclipse JKube Tools
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https://itnext.io/building-docker-images-the-proper-way-3c9807524582:
  title: "itnext.io: Building Docker Images The Proper Way \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A highly pragmatic engineering guide explaining strict layer composition.
    Emphasizes ordering Dockerfile commands properly to exploit engine build-caching
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  language: N/A
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Build Optimization
  - Dockerfiles
  tags:
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  v1_locations: []
  v2_locations:
  - docker.md
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https://itnext.io/building-ml-componentes-on-kubernetes-fc7e24cb9269:
  title: 'itnext.io: Building ML Componentes on Kubernetes'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: A deep dive into structuring modular machine learning pipeline components
    inside a Kubernetes cluster. Focuses on orchestrating stateless compute workloads,
    defining clear volume interfaces, and managing persistent training artifacts.
    Highly relevant for architects planning custom infrastructure abstractions over
    vanilla K8s primitives.
  language: Go
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Kubernetes
  - Component Engineering
  tags:
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  v1_locations: []
  v2_locations:
  - mlops.md
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https://itnext.io/ckad-scenarios-about-ingress-and-networkpolicy-155ce958c9ce:
  title: 'itnext.io: CKAD Scenarios about Ingress and NetworkPolicy'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A practical collection of task-oriented scenarios specifically curated
    for Certified Kubernetes Application Developer (CKAD) candidates. Focuses on isolating
    resources using egress policies and routing incoming traffic via Ingress resources.
  language: English
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Certification
  - CKAD
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://itnext.io/cks-exam-series-9-rbac-v2-23ee24dd77cd:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: A deep dive into Role-Based Access Control (RBAC) configurations as
    tested on the Certified Kubernetes Security Specialist (CKS) exam. Covers building
    precise ClusterRoles, auditing authorization logs, and locking down service account
    privileges.
  language: English
  resource_type: Tutorial
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Compliance
  - Access Control
  - RBAC Configurations
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://itnext.io/cloud-native-ci-cd-with-tekton-building-custom-tasks-663e63c1f4fb:
  title: 'itnext.io: Cloud Native CI/CD with Tekton — Building Custom Tasks'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Deeply analyzes how to build Custom Tasks in Tekton, extending the core
    execution engine beyond standard containerized steps. Explains utilizing Custom
    Run resource types to integrate external services (like triggering a serverless
    cloud function or waiting for manual approval) directly into native pipeline lifecycles.
  language: Go
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Cloud Native CI-CD
  - Custom Extensions
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://itnext.io/configuring-kafka-sources-and-sinks-in-kubernetes-271e3757b208:
  title: 'itnext.io: Configuring Kafka Sources and Sinks declaratively in Kubernetes
    using Knative'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An operational guide focusing on declarative source and sink bindings
    within Kubernetes using Knative Eventing components. Demonstrates how to write
    custom resources (CRDs) to map Kafka topics directly to serverless HTTP endpoints
    without writing broker plumbing.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Serverless
  - Knative
  - Eventing Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - message-queue.md
  youtube_mosaic: {}
https://itnext.io/configuring-routing-for-metallb-in-l2-mode-7ea26e19219e:
  title: 'itnext.io: Configuring routing for MetalLB in L2 mode'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering itnext.io:
    Configuring routing for MetalLB in L2 mode in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779031431
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:23:51.135700+02:00'
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  hierarchy:
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  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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https://itnext.io/connect-to-containers-using-kubectl-exec-b1fb5c171f03:
  title: 'itnext.io: Connect to containers using Kubectl Exec'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: An operational walkthrough illustrating how to establish interactive
    terminal sessions inside container namespaces using 'kubectl exec'. The document
    details the transport layer over SPDY/HTTP/2 stream multiplexing and explores
    core configurations needed for standard output routing.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 54df0882a202e0bb77610d715a01ab05c6c72eef87c0fb96eeb082d1c32bceac
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  discovered_at: '2026-05-17T17:54:55.712316+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Kubernetes
  - CLI & Debugging
  tags:
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  v1_locations:
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https://itnext.io/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d0fb:
  title: "itnext.io: Continuous GitOps, the way to do DevOps in Kubernetes \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A duplicate entry detailing continuous GitOps deployment processes and
    pipeline architectures. It highlights methods to trace and mitigate configuration
    drift in large-scale microservice deployments. Organizing repositories with structured
    directory configurations is key to managing complex, multi-environment cluster
    setups.
  language: YAML
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Continuous Deployment
  - GitOps
  - Implementation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://itnext.io/cpu-limits-and-requests-in-kubernetes-fa9d55948b7c:
  title: "itnext.io: CPU Request + Limit in Kubernetes | Daniele Polencic \U0001F31F\U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Deep dive into CPU scheduling mechanics in Kubernetes.

    - Traces how requests are translated into CFS shares and limits into CFS quotas.

    - Shows why CPU starvation causes microservice request timeout loops.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Resource Management
  - Resource Planning
  - CPU Limits & Throttling
  tags:
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  v1_locations: []
  v2_locations:
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https://itnext.io/crd-is-just-a-table-in-kubernetes-13e15367bbe4:
  title: 'itnext.io: CRD is just a table in Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A conceptual guide illustrating CRD schemas by comparing them to standard
    relational database tables. Details validation rules, standard controller reconcilers,
    and the structural pathways through which resources interact with etcd.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Extending Kubernetes
  - Custom Resources
  - Concept
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://itnext.io/database-migrations-on-kubernetes-using-helm-hooks-fb80c0d97805:
  title: 'itnext.io: Database migrations on Kubernetes using Helm hooks'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A technical deep-dive demonstrating how to manage database schema migrations
    safely utilizing Helm lifecycle hooks. It explores configuring Job containers
    with pre-install and pre-upgrade triggers to prevent app routing before schema
    synchronizations complete.
  language: YAML
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Kubernetes GitOps & Packaging
  - Lifecycle Hooks
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - helm.md
  youtube_mosaic: {}
https://itnext.io/databases-in-a-kubernetes-angular-net-core-microservice-arch-a0c0ae23dca9:
  title: 'itnext.io: How to Add MySql & MongoDB to a Kubernetes .Net Core Microservice
    Architecture'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Detailing the integration of relational (MySQL) and non-relational (MongoDB)
    databases into a .NET Core microservices framework on Kubernetes. Examines stateful
    storage requirements, connection string injection, and the architectural trade-offs
    of running databases inside versus outside the cluster boundary.
  language: C#
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Management
  - Databases
  - Microservices Datastores
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://itnext.io/deciphering-the-kubernetes-networking-maze-navigating-load-balance-bgp-ipvs-and-beyond-7123ef428572:
  title: 'itnext.io: Deciphering the Kubernetes Networking Maze: Navigating Load-Balance,
    BGP, IPVS and Beyond'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: An extensive architecture overview diving into the mechanics of high-scale
    routing environments. Evaluates the performance traits of IPVS, eBPF, and BGP
    routing overlays, highlighting how to design low-overhead service layers within
    large-scale multi-tenant networks.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Networking
  - Deep Dive
  - Advanced Routing
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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https://itnext.io/deploy-argo-cd-with-ingress-and-tls-in-three-steps-no-yaml-yak-shaving-required-bc536d401491:
  title: "itnext.io: Deploy Argo CD with Ingress and TLS in Three Steps: No YAML Yak
    Shaving Required \U0001F31F"
  description: "- [Ambassador Edge Stack. K8S Initializer  (scaffolding tool) \U0001F31F](https://blackbird.a8r.io)"
  year: '2020'
  stars: 0
  ai_summary: Evaluates Ambassador Edge Stack's scaffolding tool to deploy Argo CD
    quickly with TLS and Ingress settings. Eliminates tedious manual manifest authoring
    by automating TLS certificate generation and routing definitions for administrative
    dashboards.
  language: YAML
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure & Operations
  - Ingress & Routing
  - Argo CD Deployment
  tags:
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  v1_locations: []
  v2_locations:
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https://itnext.io/deploy-flexible-and-custom-setups-with-anything-llm-on-kubernetes-a2b5687f2bcc:
  title: 'itnext.io: Deploy Flexible and Custom Setups with Anything LLM on Kubernetes'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Details the architectural deployment of AnythingLLM on top of a Kubernetes
    cluster, covering PV provisioning, ingress configurations, and resource limits.
    Deploying private RAG environments on Kubernetes gives enterprise teams localized,
    secured multi-user document search. This tutorial bridges raw AI services with
    cloud-native hosting stability.
  language: YAML
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - AI Workloads on K8s
  tags:
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  v2_locations:
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https://itnext.io/deploy-kubernetes-k8s-on-amazon-aws-using-mixed-on-demand-and-spot-instances-5440e5bece7:
  title: "itnext.io: Deploy Kubernetes (K8s) on Amazon AWS using mixed on-demand and
    spot instances \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Guides engineers in orchestrating EKS worker pools featuring dynamic
    mixes of on-demand and spot instances. Investigates node affinity rules, taint
    strategies, and fallback mechanics designed to insulate workloads from spot termination
    spikes.
  language: YAML
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Amazon EKS
  - Cost Optimization
  tags:
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  v1_locations: []
  v2_locations:
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https://itnext.io/deploy-your-first-serverless-function-to-kubernetes-232307f7b0a9:
  title: 'itnext.io: Deploy your first Serverless Function to Kubernetes'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: A step-by-step developer tutorial showing how to install, test, and
    expose your first OpenFaaS serverless function inside a local Kubernetes testing
    cluster.
  language: English
  resource_type: Technical Tutorial
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Kubernetes Serverless
  - OpenFaaS
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://itnext.io/devops-big-picture-on-premises-d07f61d6c34c:
  title: 'itnext.io: DevOps Big Picture (On-Premises)'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Presents a comprehensive structural model of implementing cloud-native
    DevOps standards inside strict, bare-metal, on-premises datacenters. Curator guidance
    focuses on utilizing Rancher, local SANs, and internal container registries. Live
    operational topologies confirm that while maintaining local setups demands high
    engineering overhead, it remains a vital architectural pattern for finance and
    highly secure government infrastructure.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Infrastructure
  - On-Premises Architecture
  tags:
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  v1_locations: []
  v2_locations:
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https://itnext.io/difference-between-fabric8-and-official-kubernetes-java-client-3e0a994fd4af:
  title: "itnext.io: Difference between Fabric8 and Official Kubernetes Java Client
    \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A detailed comparison of Red Hat's Fabric8 Java client and the official
    Kubernetes Java library. Analyzes builder patterns, memory consumption, OpenShift
    support, and dependency isolation.
  language: Java
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native & K8s
  - Kubernetes API
  - Java Clients
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://itnext.io/differences-between-websockets-and-socket-io-a9e5fa29d3dc:
  title: 'itnext.io: Differences between WebSockets and Socket.IO'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: A comparison between standard browser WebSockets and Socket.IO. Highlights
    key architectural distinctions, custom data framing overhead, fallback layers,
    and scaling constraints on distributed nodes.
  language: JavaScript
  resource_type: Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - API Architectures
  - Real-Time
  - WebSockets
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://itnext.io/distroless-container-debugging-on-k8s-openshift-e418fd66fdad:
  title: 'itnext.io: Distroless Container Debugging on K8s/OpenShift'
  description: "- When people focusing more on the security of containers, distroless
    based images are frequently used to reduce the attack surface. In these images,
    the package manager, the non-dependent modules or libraries, even the shells are
    stripped off, only the app and its required dependencies are kept. For the statically
    linked executable, produced by golang for example, we can even use “scratch” as
    the base.\n    - The potential exploit of vulnerability is therefore greatly reduced.
    But, on the other hand, it is difficult to troubleshoot the application if even
    the shell is not available, leaving only the logs from the app.\n    - In this
    paper, we will explore different options to facilitate debugging by bringing back
    the shell."
  year: '2021'
  stars: 0
  ai_summary: While distroless images enhance security by stripping out non-essential
    utilities and shells, they present unique challenges when live troubleshooting
    is required. This article explores strategies to bridge this gap, utilizing Kubernetes
    ephemeral containers and volume-mounting debug utilities on OpenShift. It demonstrates
    how to maintain a minimal attack surface without sacrificing operational diagnostics.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Troubleshooting
  - Distroless Debugging
  tags:
  - '[COMMUNITY-TOOL]'
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https://itnext.io/do-you-need-multi-clusters-6e58556f7f06:
  title: "itnext.io: Do You Need Multi-Clusters? \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A structured assessment evaluating business requirements against multi-cluster
    complexity. Highlights isolation properties, compliance partitioning requirements,
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  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Multi-Cluster
  - Strategy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://itnext.io/docker-and-kubernetes-root-vs-privileged-9d2a37453dec:
  title: 'itnexst.io: Docker and Kubernetes — root vs. privileged'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Explains the architectural differences between running containerized
    applications as standard root users vs enabling the privileged security context
    inside Docker and Kubernetes, analyzing security vectors and kernel syscall exposures.
  language: N/A
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Isolation
  - Privileged Pods
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://itnext.io/docker-in-docker-521958d34efd:
  title: 'itnext.io: docker in docker'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Architectural analysis of executing Docker commands inside a Docker
    container (DinD). Discusses security implications, privileged access requirements,
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  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Containerization
  - Docker
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://itnext.io/docker-kaniko-buildah-209abdde5f94:
  title: 'itnext.io: Docker, Kaniko, Buildah'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Compares Docker, Kaniko, and Buildah for image compilation in modern
    CI/CD setups. It highlights Buildah's capability to compile OCI images without
    a daemon or complex kernel privileges, making it the premier choice for Kubernetes-native
    build steps.
  language: Shell
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Image Synthesis
  - Builder Comparison
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - container-managers.md
  youtube_mosaic: {}
https://itnext.io/effective-secrets-with-vault-and-kubernetes-9af5f5c04d06:
  title: 'itnext.io: Effective Secrets with Vault and Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Architectural overview on configuring HashiCorp Vault inside Kubernetes
    clusters. Covers the Vault Agent Sidecar Injector pattern, dynamic database credential
    generation, and leveraging Kubernetes service accounts for seamless Vault token
    exchange.
  language: English
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Secrets Management
  - HashiCorp Vault
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://itnext.io/embracing-failures-and-cutting-infrastructure-costs-spot-instances-in-kubernetes-6976781beacc:
  title: 'itnext.io: Embracing failures and cutting infrastructure costs: Spot instances
    in Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A strategic engineering guide detailing how to harness AWS Spot Instances
    or GCP Preemptible VMs safely within Kubernetes clusters to slash compute spend.
    It provides design patterns for node affinity, tolerations, and Karpenter/Cluster-Autoscaler
    configurations that handle sudden, 2-minute instance termination warnings. It
    presents architectural methods to isolate fault-tolerant batch or microservice
    workloads from critical stateful systems.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Infrastructure
  - FinOps
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://itnext.io/event-driven-architectures-with-kafka-and-java-spring-boot-revision-1-c0d43d103ee7:
  title: 'itnext.io: Event-Driven Architectures with Kafka and Java Spring-Boot —
    Revision 1'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Highlights patterns and practices for integrating Apache Kafka with
    Spring Boot. Covers key concepts including transaction management, handling poison
    pills via dead-letter-queues (DLQs), message serialization/deserialization, and
    reactive messaging semantics.
  language: Java
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Cloud-Native Java
  - Kafka with Spring Boot
  tags:
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https://itnext.io/event-driven-autoscaling-503b5cefaa49:
  title: 'itnext.io: Event Driven Autoscaling'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Broad architectural deep-dive into the paradigm shift from resource-based
    scaling (CPU/Memory) to event-driven paradigms. Compares native Kubernetes HPAs
    with KEDA-driven microservices scaling, highlighting performance optimization
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  language: YAML
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Autoscaling
  - Event-Driven Scaling
  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
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https://itnext.io/evolution-of-paases-to-platform-as-code-in-kubernetes-world-74464b0013ca:
  title: 'itnext.io: Evolution of PaaSes to Platform-as-Code in Kubernetes world'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: An analysis of the evolution from traditional PaaS solutions to declarative
    'Platform-as-Code' paradigms powered by Kubernetes. Explores how Custom Resource
    Definitions (CRDs) and operators enable developers to define entire applications
    and underlying cloud resources in a unified GitOps schema.
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  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
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  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Platform Engineering
  - Platform-as-Code
  tags:
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https://itnext.io/expose-open-policy-agent-gatekeeper-constraint-violations-with-prometheus-and-grafana-6b7ac92ea07f:
  title: 'itnext.io: Expose Open Policy Agent/Gatekeeper Constraint Violations for
    Kubernetes Applications with Prometheus and Grafana'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Demonstrates how to export Open Policy Agent (OPA) Gatekeeper constraint
    violations to Prometheus and visualize them in Grafana. Provides system administrators
    with real-time dashboards to discover policy breaches, enhancing cluster governance
    and security compliance.
  language: YAML
  resource_type: Tutorial
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Policy Enforcement
  - Monitoring & Observability
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
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  v2_locations:
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  youtube_mosaic: {}
https://itnext.io/extending-kubernetes-cluster-kubectl-plugins-and-krew-547a8bc839a3:
  title: 'itnext.io: Extending Kubernetes Cluster; Kubectl Plugins and Krew'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering itnext.io:
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    ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
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  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:44:02.376547+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
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  youtube_mosaic: {}
https://itnext.io/find-issues-in-your-istio-mesh-with-kiali-89d37d5e1fb1:
  title: 'itnext.io: Find issues in your Istio mesh with Kiali'
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  year: '2021'
  stars: 0
  ai_summary: A practical troubleshooting handbook illustrating how to isolate and
    identify performance and security issues in an Istio mesh using Kiali's built-in
    visual metrics and route validation.
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  resource_type: Article
  complexity: Medium
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  status: online
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  hierarchy:
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  - Service Mesh
  - Troubleshooting
  tags:
  - '[COMMUNITY-TOOL]'
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https://itnext.io/fleet-management-of-kubernetes-clusters-at-scale-ranchers-fleet-de161cc52325:
  title: 'itnext.io: Fleet Management of Kubernetes Clusters at Scale — Rancher’s
    Fleet'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight reviews Fleet's design for multi-cluster scaling. Live
    engineering truth in 2026 confirms that the fundamental architectures of GitOps
    bundles and target custom resource definitions (CRDs) outlined here continue to
    dictate how Fleet scales in production setups.
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  resource_type: Article
  complexity: Medium
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  status: online
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  hierarchy:
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  - GitOps
  - Tutorials
  tags:
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https://itnext.io/for-developers-the-low-code-winter-is-coming-76875d3606c0:
  title: 'itnext.io: For Developers the Low-Code Winter Is Coming'
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  year: '2022'
  stars: 3
  ai_summary: A critical opinion piece describing developer fatigue and architectural
    bottlenecks associated with low-code platforms. It notes that vendor lock-in,
    poor performance optimization, and difficult version-control workflows often trigger
    a reversion to traditional software engineering.
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  resource_type: Technical Article
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  status: online
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  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Development Paradigms
  - Low Code
  tags:
  - '[COMMUNITY-TOOL]'
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https://itnext.io/generating-kubernetes-network-policies-by-sniffing-network-traffic-6d5135fe77db:
  title: "itnext.io: Generating Kubernetes Network Policies Automatically By Sniffing
    Network Traffic \U0001F31F"
  description: ''
  year: '2021'
  stars: 4
  ai_summary: An innovative blueprint describing how to capture local container traffic
    and generate Kubernetes NetworkPolicies automatically. Shifts security efforts
    from manual configuration to dynamic, telemetry-based policy injection.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Networking
  - Security
  - Network Policies
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
  youtube_mosaic: {}
https://itnext.io/generating-transforming-and-patching-kubernetes-configuration-with-kustomize-fb7b02476a1b:
  title: 'itnext.io: Generating, transforming, and patching Kubernetes configuration
    with Kustomize'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: 'In-depth exploration of Kustomize''s three primary stages: Generation
    (ConfigMaps, Secrets), Transformation (Common Labels, Namespaces), and Patching
    (Strategic Merge, JSON patches). Offers insights into programmatic schema alteration.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Kubernetes
  - Configuration Management
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://itnext.io/generically-working-with-kubernetes-resources-in-go-53bce678f887:
  title: 'itnext.io: Generically working with Kubernetes objects in Go'
  description: ''
  year: N/A
  stars: 0
  ai_summary: Curator Insight highlights the use of Go 1.18+ generics to drastically
    reduce boilerplate when interacting with various Kubernetes API types. Live Grounding
    confirms that while standard client-go uses dynamic clients or interface{} for
    generic operations, integrating Go generics allows for cleaner, type-safe custom
    controllers. This article provides practical patterns for wrapping standard clients
    to streamline resource manipulation.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  last_checked: 1779033572
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:59:32.589868+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Kubernetes Development
  - Go Client-Go
  - Generics
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
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https://itnext.io/getting-started-with-docker-facts-you-should-know-d000e5815598:
  title: "itnext.io: Getting Started with Docker: Facts You Should Know \U0001F31F"
  description: ''
  year: '2019'
  stars: 0
  ai_summary: A collection of essential tips, optimization mechanics, and networking
    behaviors for Docker engines. Provides developers with a quick reference to build
    patterns, storage layers, and execution boundaries.
  language: None
  resource_type: Guide / Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2019-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Container Basics
  - Docker
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://itnext.io/github-actions-for-android-developers-9ae606df2bfa:
  title: 'itnext.io: GitHub Actions for Android Developers'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores building custom continuous integration setups tailored specifically
    for Android compilation. Optimizes dependency caching, installs command-line SDK
    components, runs virtual emulator environments, and manages Google Play store
    distributions.
  language: YAML
  resource_type: Blog
  complexity: Intermediate
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Mobile Development
  - Android Workflows
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://itnext.io/github-actions-terraform-deployments-with-a-review-of-planned-changes-30143358bb5c:
  title: 'itnext.io: GitHub Actions: Terraform deployments with a review of planned
    changes'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Details a secure and interactive deployment pipeline design utilizing
    GitHub Actions to generate, parse, and review execution plans before triggering
    applies. Focuses on how PR comments, automated check-runs, and environment gates
    prevent destructive modifications. Live grounding emphasizes that this operational
    framework is crucial for maintaining team-wide transparency and safeguarding production
    infrastructure.
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  resource_type: Blog
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - CI/CD & Linting
  - Workflow Automation
  tags:
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  v1_locations: []
  v2_locations:
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https://itnext.io/github-github-actions-overview-and-argocd-deployment-example-b6cf0cf6f832:
  title: 'itnext.io: Github: Github Actions overview and ArgoCD deployment example'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Bridges modern CI with GitOps CD workflows. Demonstrates a full software
    delivery pipeline where GitHub Actions automatically processes build phases and
    updates configuration repositories to trigger GitOps-driven deployment via ArgoCD.
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  resource_type: Article
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  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - ArgoCD Orchestrations
  tags:
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  v2_locations:
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https://itnext.io/gitops-with-kubernetes-740f37ea015b:
  title: "itnext.io: GitOps with Kubernetes \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A practical, hands-on architectural walkthrough for configuring GitOps
    inside a Kubernetes cluster. Walks through writing manifests, using Helm values
    files, and configuring controllers to perform bidirectional syncs.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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https://itnext.io/how-to-tackle-kubernetes-observability-challenges-with-pixie-4c6414ca913:
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https://itnext.io/how-to-use-terraform-to-create-a-small-scale-cloud-infrastructure-abf54fabc9dd:
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  ai_summary: A practical blueprint detailing how to structure, split, and orchestrate
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https://itnext.io/installing-cilium-on-kubernetes-in-a-fast-and-efficient-way-dbcb79ce9699:
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https://itnext.io/integrating-compliance-for-kubernetes-pipeline-c538415401c5:
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https://itnext.io/introduction-to-kubernetes-security-for-security-professionals-a61b424f7a2a:
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https://itnext.io/isolating-and-managing-dependencies-in-12-factor-microservice-applications-with-kubernetes-988638f8bc6d:
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https://itnext.io/jenkins-running-workers-in-kubernetes-and-docker-images-build-83299a10f3ca:
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  ai_summary: An advanced engineering deep dive into launching dynamic Jenkins workers
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https://itnext.io/k8s-tips-accessing-the-api-server-from-a-pod-f6f72bc847de:
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https://itnext.io/k8s-vertical-pod-autoscaling-fd9e602cbf81:
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https://itnext.io/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de9b65:
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https://itnext.io/karpenter-open-source-high-performance-kubernetes-cluster-autoscaler-d56e3ab06aae:
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https://itnext.io/kubernetes-contexts-complete-guide-for-developers-7ea5b2fc75c7:
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https://itnext.io/kubernetes-for-dummies-life-of-a-pod-fc8158e27aa:
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https://itnext.io/kubernetes-gitops-tools-cf0247eb5368:
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  ai_summary: A guide detailing 'Kubernetes in a box' sandbox creation methodologies.
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https://itnext.io/kubernetes-ingress-on-azure-using-the-application-gateway-2779b647deb5:
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  ai_summary: Analyzes configuring the Application Gateway Ingress Controller (AGIC)
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https://itnext.io/kubernetes-installation-methods-the-complete-guide-1036c860a2b3:
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https://itnext.io/kubernetes-is-hard-190f1d0c6d36:
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https://itnext.io/kubernetes-journey-up-and-running-out-of-the-cloud-how-to-setup-the-masters-using-kubeadm-9a496a14fbc1:
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  ai_summary: A hands-on manual describing how to deploy a HA multi-master Kubernetes
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https://itnext.io/kubernetes-kustomize-cheat-sheet-8e2d31b74d8f:
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  ai_summary: Tactical guide to declarative manifest engineering via Kustomize. Detailing
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https://itnext.io/kubernetes-load-testing-and-high-load-tuning-problems-and-solutions-244d869a9791:
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https://itnext.io/kubernetes-local-playground-alternatives-e1a590632b9f:
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  ai_summary: A comparative overview of playground configurations for Kubernetes developers.
    Focuses on balancing sandbox isolation, localized DNS routing, service mesh compatibility,
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Single-Node Clusters
  - Sandbox Tools
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https://itnext.io/kubernetes-logging-in-production-545ea88d9a4a:
  title: 'itnext.io: Kubernetes Logging in Production'
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  year: '2021'
  stars: 0
  ai_summary: Outlines advanced production log aggregation architecture patterns.
    Investigates the trade-offs of using Node-level logging agents versus pod-level
    sidecars, detailing backpressure mitigation, rate-limiting rules, and long-term
    cold-storage archiving strategies.
  language: None
  resource_type: Article
  complexity: Advanced
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  hierarchy:
  - Log Management & Diagnostics
  - Log Aggregation
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  tags:
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https://itnext.io/kubernetes-monitoring-with-prometheus-exporters-a-service-discovery-and-its-roles-ce63752e5a1:
  title: 'itnext.io: Kubernetes: monitoring with Prometheus — exporters, a Service
    Discovery, and its roles'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Demystifies Prometheus's powerful dynamic Service Discovery engine inside
    Kubernetes, parsing how role specifications (Node, Endpoint, Pod, Service, Ingress)
    translate API-server resource updates into automatic, low-overhead scrap targets.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
  - Modern Observability & Service Mesh
  - Cluster Monitoring
  - Service Discovery Mechanics
  tags:
  - '[COMMUNITY-TOOL]'
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  - kubernetes-monitoring.md
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https://itnext.io/kubernetes-network-deep-dive-7492341e0ab5:
  title: 'itnext.io: Kubernetes networking deep dive: Did you make the right choice?'
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  year: '2022'
  stars: 4
  ai_summary: An engineering benchmark and comparison of leading Kubernetes CNI implementations
    (Calico, Cilium, Flannel). Evaluates raw throughput, CPU overhead, eBPF capabilities,
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    choices.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: true
  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
  - Infrastructure
  - Networking
  - Evaluation
  - CNI Selection
  tags:
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  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
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https://itnext.io/kubernetes-operator-to-manage-jobs-7ee96744c74a:
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https://itnext.io/kubernetes-operators-cruise-control-for-managing-cloud-native-apps-db328ef8e345:
  title: 'itnext.io: Kubernetes Operators: Cruise Control for Managing Cloud-Native
    Apps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An analytical article comparing manual sysadmin runbooks with the automatic
    capabilities of Operators. It covers automated backups, version migrations, and
    disaster recovery loops.
  language: N/A
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Resources
  - Education
  - Architectural Pattern
  - Operators
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-operators-controllers.md
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https://itnext.io/kubernetes-owasp-top-10-centralised-policy-enforcement-9adc53438e22:
  title: 'itnext.io: Kubernetes OWASP Top 10: Centralised Policy Enforcement'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Investigates mitigating risks from the OWASP Kubernetes Top 10 using
    centralized Policy-as-Code platforms like OPA Gatekeeper or Kyverno. Focuses on
    setting up mutating and validating admission webhooks to prevent non-compliant
    configs from deploying. Establishes programmatic posture control.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Vulnerability Assessment
  - Policy Enforcement
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://itnext.io/kubernetes-owasp-top-10-secrets-management-c996faa87b47:
  title: 'itnext.io: Kubernetes OWASP Top 10: Secrets Management'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Addresses Secrets Management under the OWASP Kubernetes threat framework.
    Details vulnerabilities of default etcd storage parameters and details using External
    Secrets Operator or HashiCorp Vault. Prevents secrets exposure via repository
    check-ins or pod environment parameters.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Secrets Management
  - OWASP
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://itnext.io/kubernetes-persistentvolume-and-persistentvolumeclaim-an-overview-with-examples-3c5688222f99:
  title: 'itnext.io: Kubernetes: PersistentVolume and PersistentVolumeClaim — an overview
    with examples'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A comprehensive tutorial examining the foundational mechanics of PersistentVolumes
    and PersistentVolumeClaims. It employs clean yaml manifests to illustrate how
    claims bind to volumes dynamically, detailing reclaim policies and access modes.
  language: N/A
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Storage Implementation
  - Persistent Volumes & Provisioners
  - PV/PVC Fundamentals
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
  youtube_mosaic: {}
https://itnext.io/kubernetes-probes-startup-liveness-readiness-a9fc9ccff4b2:
  title: 'itnext.io: Kubernetes Probes: Startup, Liveness, Readiness'
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  year: '2021'
  stars: 0
  ai_summary: 'Explores the mechanical execution differences between Startup, Liveness,
    and Readiness probes.

    - Details how Kubelet manages the container execution lifecycle based on probe
    state results.

    - Highlights the utility of Startup probes for complex, slow-starting Java or
    legacy applications.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Workload Management
  - Application Lifecycle
  - Probes & Health Checks
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://itnext.io/kubernetes-rancher-cluster-manager-2-6-on-your-macos-laptop-with-k3d-k3s-in-5-min-8acdb94f3376:
  title: 'itnext.io: Kubernetes + Rancher Cluster Manager 2.6 on your macOS laptop
    with k3d/k3s in 5 min'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight presents a 5-minute guide to bootstrapping Rancher 2.6
    on macOS using k3d. Live engineering review in 2026 notes that while versions
    have moved on to Rancher 2.x/3.x, the underlying orchestration concepts of nesting
    Rancher inside containerized K3s nodes remain relevant for legacy environments.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Local Development
  - Platform Management
  - Rancher Setup
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - rancher.md
  youtube_mosaic: {}
https://itnext.io/kubernetes-readiness-probes-examples-common-pitfalls-136e3a9a058d:
  title: 'itnext.io: Kubernetes Readiness Probes — Examples & Common Pitfalls'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'An analytical deep dive into the architecture of Readiness probes,
    focusing on common design anti-patterns.

    - Warns against linking Readiness checks to upstream dependencies (e.g., databases),
    which triggers cascading failures across services.

    - Offers architectural guidelines for resilient, independent probe designs.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Workload Management
  - Application Lifecycle
  - Probes & Health Checks
  - Readiness Probes
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://website.vcluster.com/blog/kubernetes-readiness-probes-examples-and-common-pitfalls
https://itnext.io/kubernetes-resource-management-in-production-d5382c904ed1:
  title: 'itnext.io: Kubernetes Resource Management in Production'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Addresses the operational complexities of managing CPU and Memory resources
    in enterprise clusters.

    - Analyzes the direct impact of misaligned requests and limits on node scaling
    and scheduling.

    - Details robust strategies for avoiding OOM killers and kernel-level CPU starvation.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Resource Management
  - Production Operations
  - Capacity Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://itnext.io/kubernetes-resources-and-autoscaling-from-basics-to-greatness-7cae17fbf27b:
  title: "itnext.io: Kubernetes Resources and Autoscaling — From Basics to Greatness
    \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An analytical guide investigating the interaction between resource requests,
    limits, QoS classes, and autoscaler actions. Highlights critical design limits
    to prevent unpredictable pod eviction cascades under high CPU/memory utilization.
  language: N/A
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
  - Kubernetes & Scaling
  - Resource Management
  - Advanced QoS
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-autoscaling.md
  youtube_mosaic: {}
https://itnext.io/kubernetes-rolling-updates-rollbacks-and-multi-environments-4ff9912df5:
  title: 'itnext.io: Kubernetes rolling updates, rollbacks and multi-environments'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Examines rolling updates, manual rollbacks, and multi-environment promotions.
    Provides strategies to control deployment rollouts, configure canary boundaries,
    and run parallel configurations.
  language: YAML
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
  - Application Delivery
  - Deployments
  - Release Engineering
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://itnext.io/kubernetes-running-multiple-container-runtimes-65220b4f9ef4:
  title: 'itnext.io: Kubernetes — Running Multiple Container Runtimes'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: A guide on configuring multiple container runtimes (such as runc and
    Kata Containers) within a single Kubernetes cluster using RuntimeClass. Enables
    operators to tailor performance and security isolation environments according
    to specific workload profiles.
  language: YAML
  resource_type: Tutorial
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
  - Infrastructure
  - Container Runtime
  - RuntimeClass
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://itnext.io/kubernetes-sandbox-environments-with-virtual-clusters-fb465b296777:
  title: 'itnext.io: Kubernetes Sandbox Environments with Virtual Clusters'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes the design and benefits of executing virtual Kubernetes clusters
    (vcluster) on shared physical hardware. It outlines patterns to isolate control
    planes (API Server, Controller Manager, etcd) inside regular namespaces to reduce
    management overhead and increase security tenant boundary density.
  language: YAML
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
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https://itnext.io/kubernetes-scheduler-deep-dive-fdfcb516be30:
  title: 'itnext.io: Kubernetes Scheduler Deep Dive | Daniele Polencic'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'A deep dive into the Kubernetes scheduler''s two-phase framework: filtering
    (predicates) and scoring (priorities). Explains binding execution loops and customized
    scheduling extension points for advanced topologies.'
  language: Go
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - Scheduler Internals
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://itnext.io/kubernetes-serverless-simply-visually-explained-ccf7be05a689:
  title: "itnext.io: Kubernetes Serverless simply visually explained \U0001F31F"
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  year: '2021'
  stars: 4
  ai_summary: A highly effective visual analysis demonstrating how serverless execution
    frameworks integrate natively with Kubernetes primitives. It clearly highlights
    pod autoscaling dynamics and container lifecycle abstractions.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Cloud Native
  - Serverless
  - Visual Architectures
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - serverless.md
  youtube_mosaic: {}
https://itnext.io/kubernetes-service-type-lb-for-on-prem-deployments-89e9b2a73a0c:
  title: 'itnext.io: Kubernetes Service Type LB for On Prem Deployments'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: 'Addresses the challenge of hosting ServiceType: LoadBalancer endpoints
    within bare-metal and on-prem architectures. Outlines implementation paths using
    MetalLB and BGP route advertising to lease public IPs.'
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Networking
  - Load Balancing
  - On-Premises
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
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https://itnext.io/kubernetes-silent-pod-killer-104e7c8054d9:
  title: 'itnext.io: Kubernetes Silent Pod Killer'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This article investigates the elusive scenarios where the Linux kernel
    OOM killer terminates container processes silently without registering a clean
    Kubernetes OOMKilled status. This discrepancy occurs when sub-processes within
    a container are targeted, leaving the main container entrypoint running but degraded.
    The author shares advanced debugging tips utilizing system logs and container
    runtimes to detect these hidden failures.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Kubernetes
  - Troubleshooting
  - OOMKilled
  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
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https://itnext.io/kubernetes-statefulset-initialization-with-unique-configs-per-pod-7e02c01ada65:
  title: 'itnext.io: Kubernetes StatefulSet Initialization with Unique Configs per
    Pod'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Demystifies the deployment of dynamic configurations inside stateful
    cluster topologies. Explains how to leverage initContainers to dynamically configure
    peer IDs, specific properties, and individual identities on a per-pod basis.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Workloads
  - StatefulSets
  - Configuration
  tags:
  - '[ENTERPRISE-STABLE]'
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  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://itnext.io/kubernetes-vertical-pods-scaling-with-vertical-pod-autoscaler-e2e5a3b8e1a9:
  title: 'itnext.io: Kubernetes: vertical Pods scaling with Vertical Pod Autoscaler'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A thorough walkthrough detailing the components and workflow of the
    VPA. Illustrates the mechanics of utilizing resource recommendations to dynamically
    adjust container resource boundaries without administrative intervention.
  language: N/A
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes & Scaling
  - Resource Management
  - Vertical Scaling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-autoscaling.md
  youtube_mosaic: {}
https://itnext.io/kubernetes-what-are-endpoints-3cc9e769b614:
  title: 'itnext.io: Kubernetes: what are Endpoints'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A focused breakdown of the connection mapping layers between Service
    abstractions and Pod targets. Explains how the endpoint controller processes selectors,
    manages Endpoints objects, and updates packet-routing maps on cluster nodes.
  language: English
  resource_type: Article
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  hierarchy:
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https://itnext.io/kubernetes-yaml-tips-and-tricks-904a2c0b2b81:
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  stars: 4
  ai_summary: An ITNext tutorial compilation detailing advanced YAML tips and tricks
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    blocks, and safely check designs using dry-run flags. It is a highly practical
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  resource_type: article
  complexity: intermediate
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://itnext.io/kubesphere-a-new-pluggable-kubernetes-application-management-platform-bf078b9f3330:
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  ai_summary: 'Explores the modular and pluggable architecture of KubeSphere, showing
    how enterprises can customize their deployments by enabling or disabling components
    like DevOps, Service Mesh, and Logging/Monitoring. Discusses native application
    lifecycle management integrations. (Live Grounding: Underlines KubeSphere''s strategic
    market position as a flexible, lower-overhead alternative to Red Hat OpenShift).'
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  resource_type: Technical Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Enterprise Platforms
  - KubeSphere
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://itnext.io/kubexpose-a-kubernetes-operator-for-fun-and-profit-f528586eee07:
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  stars: 0
  ai_summary: A practical walk-through detailing the development of Kubexpose, an
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  language: N/A
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Hands-on Development
  - Operators
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  v1_locations: []
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https://itnext.io/labels-and-annotations-in-kubernetes-234944b0f7ab:
  title: 'itnext.io: Labels & Annotations in Kubernetes | Daniele Polencic'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Contrasts the mechanical functions of Kubernetes Labels (used for query
    selection and resource grouping) and Annotations (used to attach non-identifying
    operational metadata for integration tools).
  language: YAML
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - Core Mechanics
  - Metadata Strategy
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://itnext.io/lessons-learned-from-managing-a-kubernetes-cluster-for-side-projects-780fbbacf36c:
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    (GKE)'
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  year: '2021'
  stars: 0
  ai_summary: A pragmatic breakdown of cost-efficiency structures and management workloads
    on Google Kubernetes Engine (GKE) for non-enterprise developers. Offers hands-on
    advice on resource requests, limits, node pools, and custom ingress solutions.
  language: English
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Case Studies
  - GKE Deployment
  - Cost Management
  tags:
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  v1_locations: []
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  - kubernetes.md
  youtube_mosaic: {}
https://itnext.io/lifecycle-of-kubernetes-network-policies-749b5218f684:
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  stars: 0
  ai_summary: Delves into designing, deploying, and maintaining NetworkPolicies throughout
    an application lifecycle. Promotes a default-deny security posture for ingress/egress
    and outlines tooling to audit network state.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Network Security
  - Network Policies
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://itnext.io/logging-in-kubernetes-with-loki-and-the-plg-stack-93b27c90ec34:
  title: 'itnext.io: Logging in Kubernetes with Loki and the PLG Stack'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Detailed implementation guide for deploying the PLG (Prometheus, Loki,
    Grafana) stack on Kubernetes. Illustrates logging agent configurations that offer
    a lightweight alternative to EFK.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  hierarchy:
  - Observability & Monitoring
  - Log Management
  - Kubernetes Logging
  tags:
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  v1_locations: []
  v2_locations:
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https://itnext.io/manage-auto-generated-secrets-in-your-helm-charts-5aee48ba6918:
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  year: '2021'
  stars: 0
  ai_summary: This guide offers solutions for the common problem of auto-generated
    secrets regenerating during standard Helm upgrade sequences. It provides explicit
    templating configurations designed to persist existing cluster values instead
    of replacing them. This strategy avoids service downtime in dependent microservices
    due to credential mismatches.
  language: None
  resource_type: Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  hierarchy:
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  - Secret Management
  - Helm Automation
  tags:
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  v1_locations: []
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https://itnext.io/manage-redis-on-aws-from-kubernetes-eeadba7eb889:
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  stars: 0
  ai_summary: Curator Insight describes how to manage AWS ElastiCache for Redis directly
    from Kubernetes. Live Grounding highlights using AWS Controllers for Kubernetes
    (ACK) or Crossplane to define managed Redis instances as custom resources (CRDs).
    This unifies stateful cloud infrastructure management within standard GitOps workflows.
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  resource_type: Blog Post
  complexity: Advanced
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  status: online
  addition_method: manual
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  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Kubernetes Operators
  - Managed Databases
  tags:
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  v1_locations:
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https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30:
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    KMS + Flux)'
  description: ''
  year: '2021'
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  ai_summary: A crucial guide explaining how to securely manage encrypted Kubernetes
    Secrets in public Git repositories using Mozilla SOPS, AWS KMS, and the Flux source/kustomize
    decryption drivers.
  language: YAML
  resource_type: Technical Article
  complexity: High
  is_microservice: true
  status: online
  addition_method: manual
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - GitOps & Deployment
  - Flux Ecosystem
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://itnext.io/managing-multiple-kubernetes-clusters-using-git-cd068bbd85ac:
  title: "itnext.io: Managing multiple Kubernetes clusters using Git \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: This deep-dive explores multi-cluster Kubernetes fleet management using
    GitOps methodologies. It details Git-based declarative workflows using tools like
    ArgoCD or GitLab Agent for Kubernetes to maintain architectural parity across
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  language: YAML
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Kubernetes Management
  - Multi-Cluster
  tags:
  - '[COMMUNITY-TOOL]'
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https://itnext.io/measuring-patching-cadence-on-kubernetes-with-gitops-353bc4a1d25:
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  stars: 4
  ai_summary: Outlines a GitOps framework designed to measure, audit, and accelerate
    software patch delivery within Kubernetes clusters. Outlines the integration of
    automated image updates with PR-driven deployment logs to gauge team response
    velocity.
  language: YAML
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://itnext.io/memory-requests-and-limits-in-kubernetes-1c9cd573b3ab:
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  ai_summary: 'In-depth guide explaining how memory allocations behave on Linux/Kubernetes.

    - Discusses how the kernel manages memory limits, page cache, and anonymous memory.

    - Illustrates the precise conditions that trigger the Linux Out-of-Memory (OOM)
    killer.'
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  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Memory Management
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https://itnext.io/migrating-apache-spark-workloads-from-aws-emr-to-kubernetes-463742b49fda:
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  description: ''
  year: '2021'
  stars: 4
  ai_summary: A highly granular migration case study describing the engineering process
    of moving Apache Spark analytical jobs from AWS EMR to Amazon EKS. Addresses key
    architectural trade-offs such as node grouping, instance types, spot instance
    lifecycle management, and driver/executor scheduling. Live Grounding underscores
    that moving Spark workloads to Kubernetes optimizes compute utilization and reduces
    vendor lock-in.
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  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Data & AI
  - Apache Spark
  - Cloud Migration
  tags:
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https://itnext.io/monitoring-certificates-expiration-in-kubernetes-with-x-509-exporter-8030b69f611d:
  title: 'itnext.io: Monitoring Certificates Expiration in Kubernetes with X.509 Exporter'
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  year: '2021'
  stars: 0
  ai_summary: Practical deployment reference for integrating the X.509 Certificate
    Exporter into Prometheus monitoring frameworks to track and alert on TLS/SSL certificate
    lifetimes inside Kubernetes. Prevents unexpected service disruptions stemming
    from expired certificates.
  language: English
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Certificate Monitoring
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https://itnext.io/monitoring-kubernetes-jobs-8adc241a7b60:
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  stars: 0
  ai_summary: Targets the specific challenges of monitoring short-lived batch jobs
    and CronJobs inside Kubernetes. Outlines Prometheus query logic (PromQL) to detect
    run execution duration, failure codes, and long-running abandoned pods that bypass
    typical active deployment scraping rules.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
  - Dynamic Component Monitoring
  - Workload Monitoring
  - Job & CronJob Execution
  tags:
  - '[COMMUNITY-TOOL]'
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https://itnext.io/monitoring-kubernetes-workloads-with-prometheus-and-thanos-4ddb394b32c:
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  stars: 0
  ai_summary: An in-depth article evaluating how to build a highly available, long-term
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    query routing, object storage offloading strategies, and cross-cluster resource
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  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - High Availability Prometheus
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https://itnext.io/monitoring-spark-streaming-on-k8s-with-prometheus-and-grafana-e6d8720c4a02:
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  stars: 0
  ai_summary: In-depth guide on scraping Apache Spark streaming analytics metrics
    running on Kubernetes. Explains the integration of Prometheus JMX exporter configurations
    with custom Grafana visualizations for stream latency.
  language: Scala
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://itnext.io/multi-cloud-and-multi-cluster-declarative-kubernetes-cluster-creation-and-management-with-cluster-6df8efdc2a89:
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    Creation and Management with Cluster API (CAPI — v1alpha3)'
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  year: '2020'
  stars: 0
  ai_summary: A deep-dive technical article illustrating the design patterns behind
    Cluster API (CAPI v1alpha3) for multi-cloud and bare-metal cluster deployments.
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    via clean Custom Resource Definitions.
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  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Declarative Infrastructure
  - Articles
  tags:
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https://itnext.io/multi-cluster-kubernetes-networking-with-netmaker-bfa4e22eb2fb:
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  ai_summary: Tutorial on structuring dynamic multi-cluster virtual topologies using
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    bridging distributed pods.
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  complexity: Advanced
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  status: online
  addition_method: manual
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  hierarchy:
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  tags:
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https://itnext.io/multi-tenancy-in-kubernetes-332ff88d55d8:
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  stars: 2
  ai_summary: Analyzes structural challenges in multi-tenant environments. Compares
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    for hosting multi-tenant deployments.
  language: Go
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  hierarchy:
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https://itnext.io/my-journey-to-hashicorp-certified-terraform-associate-f91f397a01e0:
  title: 'itnext.io: My Journey to HashiCorp Certified: Terraform Associate'
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  year: '2022'
  stars: 0
  ai_summary: 'An educational guide tracking preparation strategies for the HashiCorp
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    like provider configuration, local state operations, modules, and execution commands,
    serving as a structured roadmap for engineers.'
  language: N/A
  resource_type: Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Certifications
  - Terraform Associate
  tags:
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  - '[GUIDE]'
  v1_locations: []
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https://itnext.io/necessary-culture-change-with-gitops-2c63f4fe9604:
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https://itnext.io/network-isolated-aks-part-1-controlling-network-traffic-2cd0e045352d:
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  ai_summary: Details architectural considerations for building network-isolated AKS
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    to handle and monitor egress traffic. Essential for compliant financial or healthcare
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  hierarchy:
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  - Network Security
  - Network Isolation
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https://itnext.io/observability-at-scale-52d0d9a5fb9b:
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  ai_summary: An engineering blueprint addressing observability architecture at scale.
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https://itnext.io/observing-grpc-based-microservices-on-amazon-eks-running-istio-77ba90dd8cc0:
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  ai_summary: An observability-focused lab demonstrating how to monitor gRPC network
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  hierarchy:
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https://itnext.io/opentelemetry-understanding-sli-and-slo-with-opentelemetry-demo-74c1d0b263b0:
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  ai_summary: An architectural deep-dive evaluating Service Level Indicators (SLIs)
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  hierarchy:
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https://itnext.io/performing-security-checks-for-deployed-kubernetes-manifests-fa9d442b7951:
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  ai_summary: Reviews technical methods to assess security profiles of Kubernetes
    configurations prior to cluster deployment. Explains standard static evaluation
    tools and custom policy syntax like Open Policy Agent (OPA) or Kyverno. Focuses
    on integrating these guardrails directly within pull request pipelines.
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  discovered_at: '2022-06-01T00:00:00+02:00'
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https://itnext.io/platform-as-code-how-it-compares-with-infrastructure-as-code-and-what-it-enables-2684b348be2e:
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  ai_summary: Delineates the evolution from standard Infrastructure-as-Code (IaC)
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    developer environments. Highlights how defining platforms declaratively abstracts
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  hierarchy:
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https://itnext.io/pod-rebalancing-and-allocations-in-kubernetes-df3dbfb1e2f9:
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  description: ''
  year: '2023'
  stars: 2
  ai_summary: Analyzes Kubernetes eviction mechanisms, voluntary/involuntary pod disruption
    patterns, and descheduling strategies. Highlights the critical operational trade-offs
    of pod rebalancing and how Kubelet triggers evictions under memory and disk pressure
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  resource_type: Article
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  hierarchy:
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https://itnext.io/principles-patterns-and-practices-for-effective-infrastructure-as-code-e5f7bbe13df1:
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  stars: 0
  ai_summary: Maps out foundational engineering principles applied to Infrastructure
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    practices ensure underlying infrastructure layouts remain stable and predictable.
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https://itnext.io/processes-for-12-factor-microservice-applications-70551a9021b:
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  stars: 0
  ai_summary: Unpacks Factor VI (Processes), requiring apps to run as stateless, shared-nothing
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    dynamic workloads cleanly across Kubernetes pods.
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  hierarchy:
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  tags:
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  v2_locations:
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https://itnext.io/prometheus-with-grafana-using-ansible-549e575c9dfa:
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  description: '- [github.com/MiteshSharma/PrometheusWithGrafana](https://github.com/MiteshSharma/PrometheusWithGrafana)'
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  ai_summary: Step-by-step developer guide showing the unified deployment of Prometheus
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  hierarchy:
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https://itnext.io/prometheus-yet-another-cloudwatch-exporter-collecting-aws-cloudwatch-metrics-806bd34818a8:
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  description: ''
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  stars: 0
  ai_summary: This article introduces 'YACE' (Yet Another CloudWatch Exporter), a
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  hierarchy:
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https://itnext.io/protecting-your-kubernetes-environment-with-kubearmor-76b02fc2209b:
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  ai_summary: A practical walkthrough analyzing the step-by-step enforcement of restrictive
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https://itnext.io/python-yaml-and-kubernetes-the-art-of-mastering-configuration-cd60029b3f62:
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  stars: 4
  ai_summary: An ITNext article demonstrating how to programmatically read, validate,
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https://itnext.io/reference-other-values-in-helm-chart-values-file-19d44d9276c7:
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  stars: 0
  ai_summary: Highlights an advanced strategy for referencing parameters dynamically
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    strategic use of self-referencing YAML anchors or templated overrides.
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https://itnext.io/replace-docker-desktop-with-lima-88ec6f9d6a19:
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  stars: 4
  ai_summary: A deep-dive replacement guide migrating development workflows from macOS
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  hierarchy:
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https://itnext.io/resizing-statefulset-persistent-volumes-with-zero-downtime-916ebc65b1d4:
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  stars: 0
  ai_summary: A highly valuable technical guide detailing how to resize StatefulSet
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  hierarchy:
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https://itnext.io/run-kubernetes-on-your-machine-7ee463af21a2:
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  stars: 0
  ai_summary: A developer-focused guide covering local Kubernetes provisioning alternatives.
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  hierarchy:
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https://itnext.io/running-k3s-workload-in-a-restricted-environment-c2f593d19005:
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  ai_summary: A specialized systems security post describing step-by-step procedures
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  hierarchy:
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https://itnext.io/running-production-workloads-in-eks-using-spot-instances-fc6808a7b462:
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  stars: 0
  ai_summary: Practical implementation guide for orchestrating highly available production
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  hierarchy:
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  tags:
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https://itnext.io/running-your-microservices-securely-on-aks-417a110b2e76:
  title: "medium: Secure your Microservices on AKS — Part 1 \U0001F31F"
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  ai_summary: An in-depth security architecture guide covering secure microservices
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  hierarchy:
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https://itnext.io/scaling-my-app-serverless-vs-kubernetes-cdb8adf446e1:
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  year: '2021'
  stars: 0
  ai_summary: A deep-dive technical comparison contrasting serverless scaling models
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    resource management overhead, cold starts, scale-to-zero capabilities, and developer
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  hierarchy:
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https://itnext.io/secrets-injection-from-external-vault-into-kubernetes-poc-83a52c8cf5cb:
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  year: '2021'
  stars: 0
  ai_summary: An advanced technical proof of concept exploring runtime secrets injection
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  hierarchy:
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https://itnext.io/secure-azure-cosmos-db-access-by-using-azure-managed-identities-55f9fdf48fda:
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  ai_summary: Details how to configure secretless authentication for Azure Cosmos
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  hierarchy:
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https://itnext.io/securely-decoupling-applications-on-amazon-eks-using-kafka-with-sasl-scram-48c340e1ffe9:
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    using Kafka with SASL/SCRAM'
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  stars: 0
  ai_summary: Details secure-connectivity configurations for microservices running
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  language: English
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  status: online
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https://itnext.io/securing-kubernetes-workloads-a-practical-approach-to-signed-and-encrypted-container-images-ff6e98b65bcd:
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    and Encrypted Container Images'
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  stars: 4
  ai_summary: A deep technical analysis of combining container image signing with
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    the node level. Provides a robust defense-in-depth framework for multi-tenant
    clusters.
  language: N/A
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https://itnext.io/sending-messages-to-kafka-cfb5a246f5eb:
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  stars: 0
  ai_summary: A configuration-focused guide showing how to reliably publish message
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    Details setup considerations for internal DNS, headless service mappings, and
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  status: online
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  hierarchy:
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https://itnext.io/service-mesh-testing-tools-frameworks-open-source-7904ee222298:
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  ai_summary: Explores open-source test frameworks and strategies designed for service
    meshes. Shows how to run load testing, simulate complex network outages, and validate
    telemetry and security policies under load.
  language: Go
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  status: online
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https://itnext.io/setup-a-private-git-repository-in-kubernetes-with-gitea-64f5ea1e5070:
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  year: '2021'
  stars: 0
  ai_summary: A granular blueprint detailing the deployment of a private, production-grade
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    class assignments, and ingress controls for secure Git over SSH workflows.
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  status: online
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  hierarchy:
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https://itnext.io/slos-should-be-easy-say-hi-to-sloth-9c8a225df0d4:
  title: "itnext.io: SLOs should be easy, say hi to Sloth \U0001F31F"
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  year: '2021'
  stars: 0
  ai_summary: Walkthrough exploring how Sloth helps teams declare Service Level Objectives
    as code. Translates high-level metrics guidelines into functional alerting matrices
    without writing raw PromQL equations.
  language: None
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  complexity: Intermediate
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https://itnext.io/software-development-in-containers-a-cookbook-2ba14d07e535:
  title: "itnext.io: Software development in containers — a cookbook \U0001F31F\U0001F31F\U0001F31F"
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  stars: 0
  ai_summary: A comprehensive developer cookbook outlining containerized development
    workflows. Details multi-stage Docker builds, development-time mounts, image layer
    caching optimization, and secure packaging designs.
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  status: online
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  hierarchy:
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https://itnext.io/software-development-is-misunderstood-quality-is-fastest-way-to-get-code-into-production-f1f5a0792c69:
  title: "itnext.io: Software Development Is Misunderstood \U0001F31F"
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  ai_summary: A compelling thought piece highlighting software quality as an accelerator
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    code refactoring reduce downstream bug resolution times.
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https://itnext.io/sonarqube-running-tests-from-jenkins-pipeline-from-docker-7740702b6f42:
  title: 'itnext.io: SonarQube: running tests from Jenkins Pipeline in Docker'
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  stars: 4
  ai_summary: Demonstrates executing static security tests during automated container-based
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    pipeline configuration.
  language: Groovy
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https://itnext.io/state-of-persistent-storage-in-k8s-a-benchmark-77a96bb1ac29:
  title: 'itnext.io: State of Persistent Storage in K8s — A Benchmark'
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  stars: 0
  ai_summary: A granular performance evaluation of stateful storage engines in Kubernetes
    environments, including OpenEBS, Rook-Ceph, and Longhorn. This benchmark measures
    key execution indicators like latency, IOPS, and CPU utilization, guiding system
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  hierarchy:
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https://itnext.io/stateful-workloads-in-kubernetes-e49b56a5959:
  title: 'itnext.io: How to Run Databases in Kubernetes'
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  stars: 0
  ai_summary: A granular blueprint on configuring stateful workloads inside Kubernetes
    clusters. Details the practical implementation of Headless Services, stable network
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https://itnext.io/sticky-sessions-and-canary-releases-in-kubernetes-8c45de2b0a2e:
  title: 'itnext.io: Sticky sessions canary releases in kubernetes Daniele Polencic'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Examines advanced routing configurations using NGINX Ingress Controller
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    pools safely to dynamic new feature pods without interrupting session persistence.
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https://itnext.io/stupid-simple-scalability-dc4a7fbe67d6:
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  year: '2020'
  stars: 0
  ai_summary: An easy-to-read conceptual architecture analysis outlining the pillars
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  hierarchy:
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https://itnext.io/stupid-simple-service-mesh-what-when-why-e9be9e5f4d41:
  title: "itnext.io: Stupid Simple Service Mesh — What, When, Why \U0001F31F"
  description: ''
  year: '2021'
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  ai_summary: A pragmatic introduction clarifying the core definitions, operational
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  hierarchy:
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https://itnext.io/successful-short-kubernetes-stories-for-devops-architects-677f8bfed803:
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  stars: 0
  ai_summary: A compilation of brief, high-impact architectural case studies illustrating
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    container networking, node resource exhaustion, and complex ingress rules.
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  hierarchy:
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https://itnext.io/tagged/jenkins-x:
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  stars: 0
  ai_summary: Curated feed of tech posts detailing practical, hands-on implementations
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  language: English
  resource_type: Webpage
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https://itnext.io/tagged/kubernetes:
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  ai_summary: ITNext's Kubernetes publication channels highly technical, deep-dive
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https://itnext.io/temporary-storage-for-kubernetes-pods-f8330ad8db88:
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  stars: 0
  ai_summary: A technical guide detailing ephemeral, temporary storage options (emptyDir,
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https://itnext.io/terraform-dont-use-kubernetes-provider-with-your-cluster-resource-d8ec5319d14a:
  title: "itnext.io: Terraform: don’t use kubernetes provider with your cluster resource!
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  ai_summary: 'An essential warning on a common architectural anti-pattern: configuring
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https://itnext.io/testing-the-operator-sdk-and-making-a-prefetch-mechanism-for-kubernetes-7508577efdd7:
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  year: '2024'
  stars: 0
  ai_summary: This technical article walks through testing operators built with the
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https://itnext.io/the-subtleties-of-ensuring-zero-downtime-during-pod-lifecycle-events-in-kubernetes-6461c12f7736:
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  year: '2021'
  stars: 4
  ai_summary: A precise structural analysis of container lifecycle timings during
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https://itnext.io/tips-tricks-for-cka-ckad-and-cks-exams-cc9dade1f76d:
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  stars: 0
  ai_summary: A strategic prep guide detailing exam-taking patterns, terminal optimization
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https://itnext.io/top-10-ways-to-protect-eks-workloads-from-ransomware-ae96d1c1e839:
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  ai_summary: Aggregates critical tactical recommendations to defend EKS environments
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https://itnext.io/top-6-threat-detection-tools-for-containers-3dd80b77777e:
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  hierarchy:
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https://itnext.io/tracing-pod-to-pod-network-traffic-in-kubernetes-112523a325b2:
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  ai_summary: When service-to-service communication fails silently, engineers must
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  hierarchy:
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https://itnext.io/traffic-shaping-with-kubernetes-and-istio-7e44fbfca200:
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  ai_summary: A step-by-step exploration of traffic shaping options inside Istio,
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  hierarchy:
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  v2_locations:
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https://itnext.io/understanding-kubectl-explain-9d703396cc8:
  title: '==itnext.io: Using ‘kubectl explain’ for Custom Resources=='
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  year: '2026'
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  ai_summary: An analytical guide showcasing how to leverage 'kubectl explain' to
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  hierarchy:
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https://itnext.io/unleashing-the-power-of-kubernetes-1-26-56979ee667fd:
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    Feature with CEL'
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  ai_summary: An in-depth guide on the ValidatingAdmissionPolicy introduced in Kubernetes
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    can write and enforce custom admission validation rules inside the API Server
    without deploying external webhook architectures. This provides a highly performant,
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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https://itnext.io/upgrade-cert-manager-for-your-production-deployment-without-downtime-ee5d32fabec8:
  title: 'itnext.io: Upgrade Cert-Manager for Your Production Deployment Without Downtime'
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  year: '2021'
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  ai_summary: A highly technical guide focusing on upgrading production cert-manager
    instances without cluster downtime. Addresses API version deprecations, webhook
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  complexity: Advanced
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - cert-manager
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https://itnext.io/using-aws-nlb-manually-targeting-an-eks-service-exposing-udp-traffic-17053ecd8f52:
  title: 'itnext.io: Using AWS NLB manually targeting an EKS Service exposing UDP
    traffic'
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  ai_summary: Advanced engineering tutorial outlining the manual provisioning and
    targeting configurations of Network Load Balancers (NLB) to handle inbound UDP
    traffic natively to pod layers on EKS.
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  hierarchy:
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https://itnext.io/using-rook-on-a-k3s-cluster-8a97a75ba25e:
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  ai_summary: A practical guide outlining the configuration and installation steps
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  hierarchy:
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https://itnext.io/vault-cluster-with-auto-unseal-on-kubernetes-8e469f9cdcfd:
  title: 'itnext.io: Vault cluster with auto unseal on Kubernetes'
  description: ''
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  ai_summary: Detailed structural guide for configuring an enterprise-grade, highly
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  hierarchy:
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https://itnext.io/why-and-how-of-kubernetes-ingress-and-networking-6cb308ca03d2:
  title: "itnext.io: Why and How of Kubernetes Ingress (and Networking) \U0001F31F"
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  stars: 4
  ai_summary: Deconstructs the underlying flow of external traffic traversing through
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    dynamically reload configurations dynamically upon API changes.
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https://itnext.io/why-do-developers-find-kubernetes-hard-6532e8d6ce7f:
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  ai_summary: Diagnoses the cognitive load and operational hurdles associated with
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  hierarchy:
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https://itnext.io/working-with-kubernetes-configmaps-part-1-volume-mounts-f0ace283f5aa:
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  description: '- [itnext.io: Working with kubernetes configmaps, part 2: Watchers](https://itnext.io/working-with-kubernetes-configmaps-part-2-watchers-b6dd0e583d71)'
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  ai_summary: Contrast study comparing dynamic ConfigMap directory updates against
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  hierarchy:
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https://itnext.io/working-with-kubernetes-configmaps-part-2-watchers-b6dd0e583d71:
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https://itnext.io/working-with-the-kubernetes-api-587bc5941992:
  title: "itnext.io: Working with the kubernetes API | Daniele Polencic \U0001F31F"
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  ai_summary: Demonstrates programmatic interactions with the Kubernetes REST API.
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https://itnext.io/writing-a-kubernetes-cli-in-go-a3970ad58299:
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  ai_summary: A focused developer guide for creating custom CLI tools for Kubernetes
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https://itnext.io/wsl2-tips-limit-cpu-memory-when-using-docker-c022535faf6f:
  title: 'itnext.io: WSL2 Tips: Limit CPU/Memory When using Docker'
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  year: '2020'
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  ai_summary: This technical guide explains how to prevent resource exhaustion on
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https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04:
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  ai_summary: Explains Operator Lifecycle Manager (OLM) as part of the Operator Framework.
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  hierarchy:
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https://itnext.io/you-dont-need-microservices-2ad8508b9e27:
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  year: '2022'
  stars: 4
  ai_summary: Critically evaluates the industry's widespread push for microservices,
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  hierarchy:
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https://itnext.iocloud-native-ci-cd-with-tekton-laying-the-foundation-a377a1b59ac0:
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  ai_summary: 'A curated technical resource and architectural guide covering itnext.io:
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  content_hash: N/A
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https://itrevolution.com/articles/get-started-with-team-topologies-in-8-steps:
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  ai_summary: A practical roadmap to implementing Team Topologies, focusing on identifying
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  hierarchy:
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https://itrevolution.com/articles/the-problem-with-org-charts:
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  ai_summary: Explores the friction between traditional hierarchical organizational
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https://itrevolution.com/author/gene-kim:
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https://judebantony.github.io/cicd-github-action-example:
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https://juju.is/cloud-native-kubernetes-usage-report-2021:
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https://justingarrison.com/blog/2021-07-11-github-url-hacks:
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https://komodor.com/blog/using-workflows-to-troubleshoot-like-a-pro:
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  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - The 4C's of Cloud Native Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://kubernetes.io/blog/2020/12/02/dont-panic-kubernetes-and-docker:
  title: 'kubernetes.io: Don''t Panic: Kubernetes and Docker'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: The landmark official announcement explaining the deprecation and final
    removal of Docker shim inside Kubernetes. Explains how the Container Runtime Interface
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    on direct engines like containerd.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Container Runtime Interface
  - CRI Migration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2020/12/10/kubernetes-1.20-volume-snapshot-moves-to-ga:
  title: 'kubernetes.io: Kubernetes 1.20: Kubernetes Volume Snapshot Moves to GA'
  description: ''
  year: '2020'
  stars: 5
  ai_summary: Official release notes from the Kubernetes maintainers marking the promotion
    of CSI Volume Snapshots to General Availability in v1.20. Standardized the storage-provider
    APIs across the entire ecosystem.
  language: Markdown
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Data Protection
  - CSI Integration
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - kubernetes-backup-migrations.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/04/06/podsecuritypolicy-deprecation-past-present-and-future:
  title: "kubernetes.io: PodSecurityPolicy Deprecation: Past, Present, and Future
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Official Kubernetes announcement explaining the deprecation timeline
    of PodSecurityPolicies (PSP). Guides platform operators on migrating to built-in
    Pod Security Admission (PSA) levels (Privileged, Baseline, Restricted).
  language: YAML
  resource_type: Official Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Access Control
  - Pod Security Standards
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/04/08/kubernetes-1-21-release-announcement:
  title: 'kubernetes.io: Kubernetes 1.21: Power to the Community'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight presents the official 1.21 release announcement 'Power
    to the Community'. From a 2026 perspective, 1.21 initiated the long-awaited deprecation
    of PodSecurityPolicy, shifting the community towards Pod Security Standards.
  language: English
  resource_type: Documentation
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Release Lifecycle
  - v1.21
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/04/09/kubernetes-release-1.21-cronjob-ga:
  title: 'kubernetes.io: kubernetes 1.21: CronJob Reaches GA'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight provides the official blog announcement of CronJob reaching
    GA in Kubernetes 1.21. Live analysis in 2026 acknowledges this as the milestone
    that finalized the performance and controller upgrades for batch scheduling.
  language: English
  resource_type: Documentation
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Job Scheduling
  - v1.21
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/04/12/introducing-suspended-jobs:
  title: 'kubernetes.io: Introducing Suspended Jobs in Kubernetes 1.21'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight introduces suspended jobs in 1.21. Live grounding in
    2026 indicates this feature was a crucial building block for modern external batch
    orchestrators like Kueue to control execution pauses.
  language: English
  resource_type: Documentation
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Job Scheduling
  - v1.21
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/04/15/three-tenancy-models-for-kubernetes:
  title: 'kubernetes.io: Three Tenancy Models For Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Defines the three standard multi-tenancy methodologies supported by
    Kubernetes: single-tenant environments, namespace isolation patterns, and cluster-level
    virtualization frameworks.'
  language: YAML
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Multi-Tenancy
  - Architectural Models
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/04/20/annotating-k8s-for-humans:
  title: 'kubernetes.io: Annotating Kubernetes Services for Humans'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Discusses the usage of annotations to embed human-readable metadata,
    licensing info, and contact details into Kubernetes resources. Highlights operational
    benefits for large-scale enterprise inventory management.
  language: English
  resource_type: Documentation
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Administration
  - Metadata Management
  - Annotations & Labels
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://kubernetes.io/blog/2021/04/21/graceful-node-shutdown-beta:
  title: 'kubernetes.io: Graceful Node Shutdown Goes Beta'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight highlights Graceful Node Shutdown transitioning to Beta
    in 1.22. Live grounding in 2026 confirms this functionality prevents database
    corruption and packet drops on spot instances by coordinating termination steps
    with systemd.
  language: English
  resource_type: Documentation
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Node Management
  - v1.22
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://kubernetes.io/blog/2021/04/22/evolving-kubernetes-networking-with-the-gateway-api:
  title: 'kubernetes.io: Evolving Kubernetes networking with the Gateway API'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Official Kubernetes blog post detailing the evolutionary progression
    of network routing from standard Ingress to the extensible, role-based Gateway
    API framework.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Networking
  - Ingress & Gateway
  - Gateway API
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/04/23/kubernetes-release-1.21-metrics-stability-ga:
  title: 'kubernetes.io: Kubernetes 1.21: Metrics Stability hits GA'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight records the GA of Metrics Stability in 1.21. Live analysis
    in 2026 confirms this stabilization framework remains critical for maintaining
    backwards-compatible prometheus exporters without breaking monitoring dashboards.
  language: English
  resource_type: Documentation
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Observability
  - v1.21
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/06/21/writing-a-controller-for-pod-labels:
  title: 'kubernetes.io: Writing a Controller for Pod Labels'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An introductory blog post from the Kubernetes maintainers details the
    process of writing an active controller that automatically validates and formats
    Pod label schemas.
  language: N/A
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Resources
  - Education
  - Official Guide
  - Operators
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-operators-controllers.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/07/14/upcoming-changes-in-kubernetes-1-22:
  title: 'kubernetes.io: Kubernetes API and Feature Removals In 1.22: Here’s What
    You Need To Know'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight points to the critical official guide regarding upcoming
    1.22 API removals. In 2026, this remains the historical checklist template used
    by platform engineers to design deprecation checklists.
  language: English
  resource_type: Documentation
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - API Evolution
  - v1.22
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://kubernetes.io/blog/2021/07/20/new-kubernetes-release-cadence:
  title: 'kubernetes.io: Kubernetes Release Cadence Change: Here’s What You Need To
    Know'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight addresses the Kubernetes Release Cadence shift from
    4 to 3 releases per year. Live grounding in 2026 confirms this release model has
    brought predictability and stability to platform teams everywhere.
  language: English
  resource_type: Documentation
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
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  - Process
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/08/04/kubernetes-1-22-release-announcement:
  title: 'kubernetes.io: Kubernetes 1.22: Reaching New Peaks'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight presents the 1.22 release announcement 'Reaching New
    Peaks'. In 2026, this represents the definitive documentation on client credential
    plugins and early server-side apply stabilization.
  language: English
  resource_type: Documentation
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Release Lifecycle
  - v1.22
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/08/11/kubernetes-1-22-feature-memory-manager-moves-to-beta:
  title: 'kubernetes.io: Kubernetes Memory Manager moves to beta'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight explains the Kubernetes Memory Manager moving to Beta.
    Live engineering in 2026 points to this as the genesis of modern NUMA alignment
    for performance-sensitive low-latency microservices.
  language: English
  resource_type: Documentation
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Resource Allocation
  - v1.22
  tags:
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  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/09/03/api-server-tracing:
  title: 'kubernetes.io: Alpha in Kubernetes v1.22: API Server Tracing'
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  year: '2021'
  stars: 4
  ai_summary: Explains OpenTelemetry tracing integrations inside the API Server starting
    in v1.22. Explores tracing requests through authentication, authorization, admission
    control, and dynamic admission webhooks.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - API Server
  - Observability
  - Tracing
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://kubernetes.io/blog/2021/10/08/capi-clusterclass-and-managed-topologies:
  title: 'kubernetes.io: Introducing ClusterClass and Managed Topologies in Cluster
    API'
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Introduces ClusterClass and managed topologies inside Cluster API (CAPI).
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    and structured configurations.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cluster Management
  - Cluster API
  - Declarative Infrastructure
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://kubernetes.io/blog/2021/10/18/use-kpng-to-write-specialized-kube-proxiers:
  title: 'kubernetes.io: Use KPNG to Write Specialized kube-proxiers'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: An official Kubernetes architectural blog post introducing KPNG (Kube-Proxy
    Next Generation). The article details how KPNG splits kube-proxy into a central,
    API-watching controller and specialized backends (e.g., IPVS, NFTables, eBPF),
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  language: English
  resource_type: Technical Article
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 73d7bac095489fe9a11474a524c606f073dc596b964d0119efd86bad39fb2a53
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  last_checked: 1779032080
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:34:40.881724+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Networking
  - kube-proxy Next Generation
  - Deep-Dive
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
https://kubernetes.io/blog/2021/11/12/are-you-ready-for-dockershim-removal:
  title: 'kubernetes.io: Dockershim removal is coming. Are you ready?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight focuses on Dockershim removal readiness. In 2026, this
    remains a valuable reference artifact for migrating air-gapped systems or old
    enterprise clusters from Docker to containerd.
  language: English
  resource_type: Documentation
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Container Runtimes
  - Dockershim Deprecation
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://kubernetes.io/blog/2021/12/07/kubernetes-1-23-release-announcement:
  title: 'kubernetes.io: Kubernetes 1.23: The Next Frontier'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight highlights the official Kubernetes 1.23 announcement
    'The Next Frontier'. In 2026, this announcement marks the stabilization of ephemeral
    containers for interactive debugging.
  language: English
  resource_type: Documentation
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Release Lifecycle
  - v1.23
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/12/17/security-profiles-operator:
  title: 'kubernetes.io: What''s new in Security Profiles Operator v0.4.0'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An official release announcement detailing the evolution of SPO. It
    highlights improved profile recording capabilities, integration with kubectl,
    and initial support for SELinux. Crucial for understanding the transition from
    manual profiles to automation.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - System Hardening
  - Security Profiles Operator
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/12/21/admission-controllers-for-container-drift:
  title: 'kubernetes.io: Using Admission Controllers to Detect Container Drift at
    Runtime'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Describes techniques for enforcing resource immutability at runtime.
    Examines how custom validating webhooks prevent dynamic drifting from GitOps-defined
    states by blocking real-time image updates or process changes.
  language: Go
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Security
  - Container Drift
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2021/12/22/kubernetes-in-kubernetes-and-pxe-bootable-server-farm:
  title: 'kubernetes.io: Kubernetes-in-Kubernetes and the WEDOS PXE bootable server
    farm'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores the WEDOS PXE-bootable server farm architecture utilizing a
    'Kubernetes-in-Kubernetes' (Kink) design pattern to provision isolated physical
    infrastructure. It outlines how management clusters orchestrate user workloads
    by treating nested control planes as standard workloads. This case study illustrates
    cutting-edge bare-metal provisioning strategies to achieve hyper-dense, low-latency
    execution environments.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Nested Clusters
  - Bare Metal
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/01/07/kubernetes-is-moving-on-from-dockershim:
  title: 'kubernetes.io: Kubernetes is Moving on From Dockershim: Commitments and
    Next Steps'
  description: ''
  year: '2022'
  stars: 5
  ai_summary: An official advisory detailing the definitive deprecation and removal
    of Dockershim in Kubernetes 1.24. Instructs cluster administrators on migrating
    node environments to direct CNI/CRI engines like containerd or CRI-O.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Container Runtime
  - Dockershim Deprecation
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/02/17/dockershim-faq:
  title: 'kubernetes.io: Updated: Dockershim Removal FAQ'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Curator Insight provides the updated Dockershim FAQ. In 2026, it serves
    as an excellent reference troubleshooting tool for understanding CRI-dockerd shims
    and standard CRI integrations.
  language: English
  resource_type: Documentation
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Container Runtimes
  - v1.24
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/08/04/upcoming-changes-in-kubernetes-1-25:
  title: 'kubernetes.io: Kubernetes Removals and Major Changes In 1.25'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Curator Insight highlights the upcoming removals in 1.25. Live grounding
    in 2026 registers 1.25 as the ultimate removal point for PodSecurityPolicy (PSP),
    finalizing the modern security validation ecosystem.
  language: English
  resource_type: Documentation
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - API Evolution
  - v1.25
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/08/23/kubernetes-v1-25-release:
  title: 'kubernetes.io: Kubernetes v1.25: Combiner'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Kubernetes v1.25, dubbed 'Combiner', represents a major milestone in
    core stability and API maturation. The release is architecturally significant
    for the formal removal of PodSecurityPolicy (PSP) in favor of Pod Security Admission
    (PSA) and the promotion of several storage features to General Availability. Operators
    must adapt to these security and storage modifications to ensure workload compatibility.
  language: Go
  resource_type: Release Notes
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Releases
  - v1.25
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/08/23/podsecuritypolicy-the-historical-context:
  title: "kubernetes.io: PodSecurityPolicy: The Historical Context \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A detailed post-mortem on PodSecurityPolicy (PSP) providing the architectural
    context behind its deprecation and eventual removal in v1.25. The publication
    details structural flaws in PSP's design, including complex API authorization
    models and the lack of a dry-run capability. This serves as critical foundational
    reading for security architects migrating clusters to modern Pod Security Standards
    (PSS) or third-party engines.
  language: Markdown
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Security
  - Policies
  - Pod Security Policy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/09/12/k8s-cve-feed-alpha:
  title: 'kubernetes.io: Announcing the Auto-refreshing Official Kubernetes CVE Feed'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Details the launch of the programmatically accessible, auto-refreshing
    CVE feed in JSON/YAML. This allows security automation tooling to dynamically
    scan and trigger alerts on freshly discovered platform vulnerabilities, greatly
    speeding up remediation and patching schedules.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Vulnerabilities
  - CVE Tracking
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/11/28/registry-k8s-io-faster-cheaper-ga:
  title: 'kubernetes.io: registry.k8s.io: faster, cheaper and Generally Available
    (GA)'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Announces the transition of the primary Kubernetes container registry
    from 'k8s.gcr.io' to the community-owned, CDN-backed 'registry.k8s.io'. This infrastructural
    pivot reduces data egress costs and latency by intelligently routing traffic to
    regional cloud storage providers near the client nodes. Engineers must audit existing
    configuration files and pipelines to refer to the new endpoint to avoid build
    failures.
  language: Markdown
  resource_type: Release Announcement
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Infrastructure
  - Registry
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/12/16/kubernetes-1-26-non-graceful-node-shutdown-beta:
  title: 'kubernetes.io: Kubernetes 1.26: Non-Graceful Node Shutdown Moves to Beta'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Introduces the promotion of Non-Graceful Node Shutdown capabilities
    to Beta in Kubernetes 1.26. This feature enables stateful workloads (such as databases
    on StatefulSets) to recover gracefully on active nodes when a cluster host crashes
    abruptly without a proper shutdown path. This addresses a common issue where volume
    attachments remained locked to failed instances indefinitely.
  language: Markdown
  resource_type: Technical Feature
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Node Management
  - Fault Tolerance
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/12/23/kubernetes-12-06-fsgroup-on-mount:
  title: 'kubernetes.io: Kubernetes 1.26: Support for Passing Pod fsGroup to CSI Drivers
    At Mount Time'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Details the Kubernetes 1.26 enhancement enabling Pod fsGroup parameters
    to be passed directly to CSI drivers during volume mounting operations. By delegating
    directory permissions and ownership shifts to the underlying storage provider
    rather than executing local chown recursions, this update dramatically speeds
    up pod boot times on massive datasets. This optimization represents a major advancement
    in storage management efficiency.
  language: Markdown
  resource_type: Technical Feature
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Storage
  - CSI
  - Volume Mounts
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/12/26/pod-scheduling-readiness-alpha:
  title: 'kubernetes.io: Kubernetes 1.26: Pod Scheduling Readiness'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Explores the newly introduced Pod Scheduling Readiness feature in Kubernetes
    1.26. This allows external controllers to declare scheduling gates on a pod, signaling
    the scheduler to ignore the resource until specific dependencies are resolved
    (e.g., custom network setups or resource pre-allocation). This significantly reduces
    scheduler queue overhead in dynamic, automated environments.
  language: Markdown
  resource_type: Technical Feature
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Scheduling
  - Resource Allocation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/12/27/cpumanager-ga:
  title: 'kubernetes.io: Kubernetes v1.26: CPUManager goes GA'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Celebrates the General Availability (GA) of the CPUManager in Kubernetes
    1.26. This sub-system allows high-performance workloads to pin CPU cores, offering
    deterministic scheduling profiles by enforcing NUMA node alignment. Architects
    can exploit these improvements to drastically reduce latency in database pipelines,
    streaming engines, and high-frequency trading workloads.
  language: Markdown
  resource_type: Technical Feature
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Resource Management
  - CPUManager
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/12/29/scalable-job-tracking-ga:
  title: 'kubernetes.io: Kubernetes 1.26: Job Tracking, to Support Massively Parallel
    Batch Workloads, Is Generally Available'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Details the GA milestone of Scalable Job Tracking in Kubernetes 1.26.
    By offloading job tracking from querying all remaining pods to an optimized finalizer
    architecture, the API server can efficiently orchestrate massively parallel processing
    workloads. This enhancement dramatically lowers memory consumption and API server
    load in large-scale machine learning and batch-processing frameworks.
  language: Markdown
  resource_type: Technical Feature
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Orchestration
  - Batch Jobs
  - Job Tracking
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2022/12/30/advancements-in-kubernetes-traffic-engineering:
  title: 'kubernetes.io: Kubernetes v1.26: Advancements in Kubernetes Traffic Engineering'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Highlights advancements in Kubernetes Traffic Engineering during the
    1.26 release lifecycle, focusing on Service Internal Traffic Policy and Topology
    Aware Routing. These adjustments allow clusters to minimize latency and cross-AZ
    data transfer fees by dynamically routing traffic closer to the requesting endpoint.
    Excellent resource for networking engineers designing large-scale cloud topologies.
  language: Markdown
  resource_type: Technical Feature
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Networking
  - Traffic Engineering
  - Load Balancing
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2023/01/12/protect-mission-critical-pods-priorityclass:
  title: 'kubernetes.io: Protect Your Mission-Critical Pods From Eviction With PriorityClass'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Explains how to prevent critical microservice pods from being terminated
    during cluster node pressure events using PriorityClass resources. Outlines scheduling
    preemption paths and best practices for establishing pod execution guarantees.
  language: YAML
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Compute
  - Pod Scheduling
  - Priority & Eviction
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2023/04/11/kubernetes-v1-27-release:
  title: 'kubernetes.io: Kubernetes v1.27: Chill Vibes'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: The official documentation for the Kubernetes 1.27 release ('Chill Vibes').
    Featuring 40 enhancement proposals, this release emphasizes security posture hardening,
    scheduling optimizations, and resource isolation. Prominent updates include the
    graduation of SeccompDefault to GA and the introduction of in-place container
    resource resizing.
  language: Markdown
  resource_type: Release Notes
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Releases
  - v1.27
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2023/05/12/in-place-pod-resize-alpha:
  title: 'kubernetes.io: Kubernetes 1.27: In-place Resource Resize for Kubernetes
    Pods (alpha)'
  description: "- If you have deployed Kubernetes pods with CPU and/or memory resources
    specified, you may have noticed that changing the resource values involves restarting
    the pod. This has been a disruptive operation for running workloads... until now.\n
    \   - In Kubernetes v1.27, we have added a new alpha feature that allows users
    to resize CPU/memory resources allocated to pods without restarting the containers."
  year: '2023'
  stars: 0
  ai_summary: 'Reviews the highly anticipated alpha feature in Kubernetes 1.27: In-place
    Resource Resize for Pods. This allows engineers to dynamically scale CPU and memory
    resources allocated to running containers without requiring a pod restart. This
    capability drastically improves availability and operational costs for scaling-heavy
    stateful applications and microservices.'
  language: Markdown
  resource_type: Technical Feature
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Resource Management
  - Pod Resize
  tags:
  - '[EMERGING]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2025/02/28/nftables-kube-proxy:
  title: NFTables mode for kube-proxy in Kubernetes
  description: ''
  year: '2025'
  stars: 0
  ai_summary: Examines the transition of `kube-proxy` from traditional `iptables`
    and IPVS modes to the modern `nftables` backend in Kubernetes. Highlighting structural
    efficiency, the article explores how nftables reduces CPU-bound routing overhead
    and improves packet processing scalability in massive cluster environments.
  language: Go
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Container Orchestration
  - Kubernetes Networking
  - Kube-Proxy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
  - kubernetes-tools.md
  - networking.md
  youtube_mosaic: {}
https://kubernetes.io/blog/2026/05/15/ccm-new-metric-route-sync-total:
  title: 'Kubernetes v1.36: New Metric for Route Sync in the Cloud Controller Manager'
  description: Deep dive into the new route_controller_route_sync_total counter metric
    in the Cloud Controller Manager.
  year: '2026'
  stars: 4
  ai_summary: Analysis of the new alpha metric 'route_controller_route_sync_total'
    introduced in the Kubernetes v1.36 Cloud Controller Manager (CCM). Designed to
    facilitate A/B validation of the 'CloudControllerManagerWatchBasedRoutesReconciliation'
    feature gate, transitioning cloud routing loops from fixed polling intervals to
    reactive, watch-based reconciliation. Drastically reduces redundant control plane
    queries to underlying hyperscaler APIs, preventing rate-limiting blocks in large-scale
    cluster architectures.
  language: en
  resource_type: blog
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: dbc9d6838b2707a36356b2e119c5c5c2fadcbdccb822cde5a7d522364a03e61f
  health_score: null
  last_checked: 1780352037
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:13:57.401639+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - Control Plane Architecture
  - Cloud Controller Manager (CCM)
  - Instrumentation
  tags:
  - '[EMERGING]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: kubernetes-releases
  reputation_status: Vetted
  reputation_summary: Official Kubernetes upstream instrumentation blog detailing
    critical cloud provider integration optimizations.
  social_preview_url: ''
  source_provenance: X.com (kubernetesio)
  suggested_new_category: ''
https://kubernetes.io/blog/2026/05/15/kubernetes-1-36-feature-mixed-version-proxy-beta:
  title: 'Kubernetes v1.36: Mixed Version Proxy Graduates to Beta'
  description: Overview of the Mixed Version Proxy feature graduating to Beta in Kubernetes
    1.36 to secure mixed-version control plane upgrades.
  year: '2026'
  stars: 4
  ai_summary: Architectural breakdown of the Mixed Version Proxy (KEP-4020) graduating
    to Beta and becoming enabled by default in Kubernetes 1.36. The mechanism prevents
    false 404 errors during mixed-version control plane rolling upgrades by proxying
    unrecognized resource requests to a newer peer API server. Enforces peer-aggregated
    discovery data flows, allowing operators to build and upgrade highly available
    control planes with zero client disruption.
  language: en
  resource_type: blog
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 4f92eaecea5b657a67aedaaa6df62b17923b080c08a3ed8ad06a56f6e79d6655
  health_score: null
  last_checked: 1780352037
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:13:57.401437+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - Control Plane Architecture
  - API Server
  - Mixed Version Proxy
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: kubernetes-releases
  reputation_status: Vetted
  reputation_summary: Official upstream Kubernetes blog detailing core API Machinery
    security and upgrade enhancements.
  social_preview_url: ''
  source_provenance: X.com (kubernetesio)
  suggested_new_category: ''
https://kubernetes.io/blog/2026/05/20/etcd-370-beta:
  title: Announcing etcd 3.7.0-beta.0 | Kubernetes
  description: Kubernetes-centric blog post highlighting the upcoming etcd 3.7.0-beta.0
    features for cluster state storage.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: Synchronized with the primary project announcement,
    the official Kubernetes blog highlights the integration benefits of etcd v3.7.0-beta.0
    for cluster orchestrators. Live Grounding validates that the RangeStream capability
    directly alleviates serialization bottlenecks inside the Kubernetes API server
    when listing large resource collections. This post serves as a crucial engineering
    guide for cluster administrators preparing to test and validate next-generation
    state storage under heavy workload scenarios.'
  language: en
  resource_type: blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: automatic
  content_hash: 46f2f0e84e0b8a9f6ad68653bbecd214ae2d15efe741086adc5db811d45d90ce
  health_score: null
  last_checked: 1780352424
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:20:24.113325+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - Cluster Architecture
  - Database Storage
  tags:
  - DE FACTO STANDARD
  - GUIDE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: aws-databases
  reputation_status: Vetted
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https://kubernetes.io/docs/concepts/extend-kubernetes/operator:
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https://kubernetes.io/docs/concepts/policy/pod-security-policy:
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https://kubernetes.io/docs/concepts/security/multi-tenancy:
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https://kubernetes.io/docs/concepts/security/overview:
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https://kubernetes.io/docs/concepts/security/pod-security-policy:
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https://kubernetes.io/docs/concepts/services-networking/ingress-controllers:
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https://kubernetes.io/docs/concepts/workloads/autoscaling/horizontal-pod-autoscale:
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https://kubernetes.io/docs/tasks/administer-cluster/access-cluster-api:
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https://kubernetes.io/docs/tasks/administer-cluster/configure-upgrade-etcd:
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https://kubernetes.io/docs/tasks/administer-cluster/encrypt-data:
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https://kubernetes.io/docs/tasks/configure-pod-container/user-namespaces:
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https://kubernetes.io/docs/tasks/extend-kubectl/kubectl-plugins:
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https://kubernetes.io/docs/tasks/manage-kubernetes-objects/kustomization:
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https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale:
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https://kubernetes.io/docs/tutorials:
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https://kubernetes.slack.com:
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https://kubernetesbyexample.com:
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https://kubernetespodcast.com:
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https://kubernetesreadme.com:
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https://kubernetestutorials.com/install-and-deploy-kubernetes-on-centos-7:
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https://kubernetestutorials.com/kubernetes-tutorials/kubernetes-introduction-to-yaml:
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https://kubeshark.co:
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https://kubeshop.github.io/monokle:
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https://kubeshop.io:
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  youtube_mosaic: {}
https://kubesphere.io/blogs/install-kubernetes-containerd:
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  stars: 0
  ai_summary: 'Outlines a streamlined procedural approach to installing Kubernetes
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    architecture targets. (Live Grounding: Although v1.22 is legacy by 2026 standards,
    the architectural concepts of containerd orchestration and bare-metal bootstrapping
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  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
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  - Cluster Provisioning
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  tags:
  - '[GUIDE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - managed-kubernetes-in-public-cloud.md
  youtube_mosaic: {}
https://kubesphere.io/blogs/k8s-ha-practices:
  title: 'kubesphere.io: Kubernetes High Availability Essential Practices Simply Explained'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Translates high-availability architectural constraints into concrete
    implementation tactics. Evaluates load balancer setups, redundant etcd configurations,
    and optimal node distributions across availability zones.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - High Availability
  - Production Readiness
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://kubesphere.io/blogs/kubeeye-automatic-cluster-diagnostic-tool:
  title: "KubeEye: An Automatic Diagnostic Tool that Provides a Holistic View of Your'
    Kubernetes Cluster \U0001F31F"
  description: ''
  year: '2024'
  stars: 0
  ai_summary: An automated cluster review tool designed to analyze workloads, node
    health, and network security profiles. It maps current states against Kubernetes
    operational best practices. Heavily integrated with KubeSphere, offering operators
    an intuitive baseline audit tool.
  language: None
  resource_type: Guide
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779030996
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:16:36.177435+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Cluster Diagnostics
  - Automated Auditing
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations:
  - docs/kubernetes-tools.md
  v2_locations:
  - kubernetes-tools.md
  youtube_mosaic: {}
https://kubesphere.io/blogs/scale-kubernetes-cluster-using-kubekey:
  title: 'kubesphere.io: Scaling a Kubernetes Cluster: One of the Best Practices for
    Using KubeKey'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'A technical guide demonstrating how to horizontally scale existing
    Kubernetes compute capacities using KubeKey execution manifests. Focuses on declarative
    modifications of cluster-configuration files to dynamically append new worker
    nodes without service disruptions. (Live Grounding: Vital operations reference
    for cluster administrators managing hardware expansions within hybrid/private
    clouds).'
  language: YAML
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud-Native Infrastructure
  - Cluster Provisioning
  - KubeKey
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - managed-kubernetes-in-public-cloud.md
  youtube_mosaic: {}
https://kubestone.io:
  title: kubestone.io
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Kubestone is an open-source performance benchmarking operator for Kubernetes.
    It runs diagnostic tests (like iperf3, sysbench, fio, and pgbench) directly in
    custom pods to validate network throughput, disk performance, database transactions,
    and compute resources. This provides structural benchmarking data to ensure cluster
    performance before deploying workloads.
  language: Go
  resource_type: Homepage
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Benchmarking
  - Performance Testing
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
https://kubestr.io:
  title: kubestr.io
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Kubestr is an open-source CLI toolkit engineered to auto-discover, inspect,
    and benchmark persistent storage configurations within a Kubernetes cluster. By
    running in-cluster FIO test cases, it provides architects with validated throughput
    and latency metrics for active storage configurations.
  language: Go
  resource_type: CLI Tool
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Storage
  - Kubernetes Storage
  - Benchmarking
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
  - kubernetes-tools.md
  youtube_mosaic: {}
https://kubetools.io/kopylot-an-ai-powered-kubernetes-assistant-for-devops-developers:
  title: 'kubetools.io: KoPylot: An AI-Powered Kubernetes Assistant for DevOps & Developers'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: KoPylot leverages Large Language Models (LLMs) to diagnose cluster issues,
    audit manifest files for security violations, and write YAML configurations. It
    streamlines daily DevOps troubleshooting loops by translating natural language
    requests into operational context.
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  resource_type: CLI Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 22c69347e82d8379e814782608caba158101c76c2d5feac3d1945a86a11b43ff
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  last_checked: 1779130495
  needs_ai_refresh: false
  discovered_at: '2026-05-18T20:54:55.010793+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - AIOps
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/kubernetes-tools.md
  v2_locations:
  - kubernetes-tools.md
  youtube_mosaic: {}
? https://kubetools.io/mastering-kubernetes-debugging-and-troubleshooting-with-kubeshark-real-time-visibility-query-language-service-map-and-integrations
: title: 'kubetools.io: Kubeshark – API Traffic Analyzer for Kubernetes'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: An advanced network analyzer for Kubernetes (formerly API Tap) that
    captures and decrypts cluster traffic in real-time. Leverages modern eBPF and
    packet capture technologies to trace service-to-service communication.
  language: English
  resource_type: Tool
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Observability
  - Networking
  - API Traffic Analyzer
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-troubleshooting.md
  youtube_mosaic: {}
https://kubetools.io/why-k9s-should-be-your-go-to-tool-for-kubernetes-management:
  title: 'kubetools.io: Why K9s Should Be Your Go-To Tool for Kubernetes Management'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: This guide details the operational efficiency gains of adopting K9s,
    a terminal-based UI for interacting with Kubernetes clusters. It contrasts standard
    kubectl workflows with K9s' real-time, keyboard-driven navigation, logs streaming,
    and resource monitoring.
  language: Markdown
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: cde5cfc6d33fcfe7c8abab886d8e6304febb2c0a00f5f35c5e291a78cabb7819
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  last_checked: 1779130494
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  discovered_at: '2026-05-18T20:54:54.997096+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
  - kubernetes-tools.md
  youtube_mosaic: {}
https://kubevela.io:
  title: "kubevela.io \U0001F31F"
  description: ''
  year: '2020'
  stars: 5
  ai_summary: KubeVela is an advanced CNCF-incubating application delivery and multi-cluster
    orchestrator built upon the Open Application Model (OAM). It decouples application
    declarations from physical cluster configurations by converting policies and workflows
    into unified abstractions.
  language: Go
  resource_type: Application Delivery Engine
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: b10c4920a3537933054ad09966865a1a9bd15cae560745b814a6c971c3bd29d8
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  last_checked: 1779029689
  needs_ai_refresh: true
  discovered_at: '2026-05-17T16:54:49.288522+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Application Delivery
  - OAM Engines
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
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  v2_locations:
  - kubernetes-tools.md
  youtube_mosaic: {}
https://kubevious.io:
  title: "kubevious: application centric Kubernetes UI \U0001F31F"
  description: ''
  year: '2025'
  stars: 0
  ai_summary: An application-centric dashboard providing structural validation, configuration
    analysis, and historical state tracking. It dynamically correlates Kubernetes
    objects to detect structural anomalies, cascading failures, and security rule
    violations before runtime issues occur.
  language: TypeScript
  resource_type: Web Application
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: 2899deb33300e3afe59adf9a12f316a46d28dde8f291b1b7804e61d78e8b25e3
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  last_checked: 1779030220
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:03:40.239399+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  youtube_mosaic: {}
https://kubevious.io/blog/post/kubevious-saas-beta-launch:
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  description: ''
  year: N/A
  stars: 0
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  last_checked: 1779032900
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  discovered_at: '2026-05-17T17:48:20.650901+02:00'
  last_ai_eval: null
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  hierarchy: []
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  v1_locations:
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https://kubevious.io/blog/post/top-kubernetes-yaml-validation-tools:
  title: 'kubevious.io: Top Kubernetes YAML Validation Tools'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A market breakdown contrasting modern validation utilities for Kubernetes
    platforms. Reviews differences between structural validators, OPA-based policy
    enforcement engines, and semantic layout detectors.
  language: None
  resource_type: Technical Article
  complexity: Medium
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Platform Engineering
  - Kubernetes Manifests
  - Validation & Linting
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  is_special: true
https://kubevious.io/docs/built-in-validators:
  title: '==kubevious.io: Built-in Validators=='
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
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  discovered_at: '2026-05-17T17:04:56.052338+02:00'
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  hierarchy: []
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  v1_locations:
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  youtube_mosaic: {}
https://kubevirt.io:
  title: "kubevirt.io \U0001F31F"
  description: ''
  year: '2026'
  stars: 0
  ai_summary: The home page of KubeVirt, a CNCF-graduating project that enables orchestration
    of VMs and containers within the same Kubernetes engine.
  language: English
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Compute & Runtime
  - Virtualization
  - KubeVirt Core
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://kubezilla.com/tools:
  title: 'kubezilla.com: Kubetools – Curated List of Kubernetes Tools'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering kubezilla.com:
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  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779030482
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:08:02.417033+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
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  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/other-awesome-lists.md
  v2_locations:
  - other-awesome-lists.md
  youtube_mosaic: {}
  is_special: true
https://kuderko.medium.com/fixing-bad-cpu-usage-distribution-in-kubernetes-e1e43ed87cd6:
  title: "kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes \U0001F31F"
  description: ''
  year: N/A
  stars: 0
  ai_summary: "A curated technical resource and architectural guide covering kuderko.medium.com:
    Fixing bad CPU usage distribution in Kubernetes \U0001F31F in the Kubernetes Tools
    ecosystem."
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779030854
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:14:14.232914+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
  - kubernetes-networking.md
  youtube_mosaic: {}
https://kudo.dev:
  title: "KUDO: The Kubernetes Universal Declarative Operator \U0001F31F"
  description: ''
  year: N/A
  stars: 0
  ai_summary: "A curated technical resource and architectural guide covering KUDO:
    The Kubernetes Universal Declarative Operator \U0001F31F in the Kubernetes Tools
    ecosystem."
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779032195
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:36:35.583098+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/kubernetes-operators-controllers.md
  - docs/kubernetes-tools.md
  v2_locations:
  - kubernetes-operators-controllers.md
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  youtube_mosaic: {}
https://kui.tools:
  title: "kui.tools \U0001F31F"
  description: ''
  year: '2024'
  stars: 4
  ai_summary: Kui is an innovative hybrid tool that blends the speed of CLI commands
    with the graphical visualization of a GUI. It wraps kubectl execution blocks to
    present interactive HTML elements, resource tables, and tabs directly inside terminal
    environments.
  language: TypeScript
  resource_type: Tool
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - UI & Dashboards
  - Hybrid CLI
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes-based-devel.md
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  youtube_mosaic: {}
https://kumomind.medium.com/should-i-consider-the-gitops-methodology-f49e042b8c22:
  title: 'kumomind.medium.com: Should I consider the GitOps methodology?'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering kumomind.medium.com:
    Should I consider the GitOps methodology? in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779029988
  needs_ai_refresh: false
  discovered_at: '2026-05-17T16:59:48.664804+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
https://kurl.sh:
  title: kurl.sh
  description: ''
  year: '2026'
  stars: 0
  ai_summary: An open-source online utility and framework designed to construct custom,
    production-ready, air-gapped Kubernetes distribution installers. Replicated/kurl
    aggregates chosen components (like CNIs, storage, and registries) into a single
    bash-driven installer script to facilitate simple downstream application deliveries.
  language: Go
  resource_type: Tool
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Kubernetes Distributions
  - Custom Installers
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-on-premise.md
  youtube_mosaic: {}
https://kustomize.io:
  title: "kustomize.io \U0001F31F"
  description: "- Kustomize introduces a template-free way to customize application
    configuration that simplifies the use of off-the-shelf applications. Now, built
    into ```kubectl``` as ```apply -k```.\n    - Kustomize traverses a Kubernetes
    manifest to add, remove or update configuration options without forking.\n    -
    __It is available both as a standalone binary and as a native feature of kubectl.__"
  year: '2026'
  stars: 0
  ai_summary: Kustomize is a template-free configuration management utility that provides
    declarative customization of Kubernetes manifests without forking original files.
    It is natively integrated into the `kubectl` binary as the `-k` flag. Kustomize
    enables platform engineering teams to define reusable base manifests and layer
    overlay environments cleanly.
  language: Go
  resource_type: Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Configuration
  - Declarative GitOps
  - Kustomize
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://kustomizer.dev:
  title: kustomizer
  description: ''
  year: '2023'
  stars: 2
  ai_summary: Kustomizer is an experimental command-line tool designed to inspect,
    diff, and apply Kubernetes configurations packaged as OCI artifacts. Built on
    top of Kustomize principles, it attempts to streamline the delivery of customized
    YAML configurations directly from OCI registries. While innovative for GitOps
    pipelines, it remains a niche option compared to Helm or standard Kustomize.
  language: Go
  resource_type: CLI Tool
  complexity: High
  is_microservice: false
  status: online
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https://kuttl.dev:
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  stars: 0
  ai_summary: "A curated technical resource and architectural guide covering **KUbernetes
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  resource_type: Reference
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  health_score: 100.0
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  discovered_at: '2026-05-17T17:23:45.577068+02:00'
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  hierarchy:
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  - Kubernetes Tools
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  youtube_mosaic: {}
https://kvs-vishnu23.medium.com/is-aws-cdk-better-than-terraform-85194e7a42cd:
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  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering kvs-vishnu23.medium.com:
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  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
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  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779033697
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  discovered_at: '2026-05-17T18:01:37.043071+02:00'
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  hierarchy:
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? https://kymidd.medium.com/lets-do-devops-eks-k8s-python-fuzzy-staging-with-aws-secrets-manager-k8s-init-disk-secrets-b0d8022f3a5d
: title: 'kymidd.medium.com: Let’s Do DevOps: EKS K8s & Python Fuzzy Staging with''
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  ai_summary: 'A curated technical resource and architectural guide covering kymidd.medium.com:
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  hierarchy:
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  v1_locations:
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https://kyverno.io:
  title: "kyverno.io \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Kyverno is a declarative Kubernetes-native policy engine. Designed specifically
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    validate, mutate, and generate resources without writing complex Rego code.
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  resource_type: platform
  complexity: Intermediate
  is_microservice: true
  status: online
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  last_checked: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://kyverno.io/docs/writing-policies/autogen:
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  year: '2026'
  stars: 0
  ai_summary: Illustrates how Kyverno automatically propagates policies applied to
    raw Pod specs to downstream controllers (Deployments, DaemonSets, StatefulSets).
    Simplifies security operations by validating configurations at high-level workloads
    rather than only catching errors at low-level pod schedulers.
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  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
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  discovered_at: '2026-05-17T17:57:56.776201+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Kubernetes Security
  - Kyverno
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  - securityascode.md
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https://kyverno.io/docs/writing-policies/generate:
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  description: ''
  year: '2026'
  stars: 0
  ai_summary: Official guide on retroactively generating Kubernetes objects, such
    as secrets or network rules, across pre-existing namespaces using Kyverno's dynamic
    policy synchronization engine. Eliminates manually syncing resources across namespaces
    created prior to policy deployment.
  language: YAML
  resource_type: Documentation
  complexity: Advanced
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  status: duplicate
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  discovered_at: '2026-05-17T17:26:16.271996+02:00'
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  hierarchy:
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  - Kubernetes Security
  - Kyverno
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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https://kyverno.io/docs/writing-policies/mutate:
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  year: '2026'
  stars: 0
  ai_summary: Official documentation detailing how Kyverno modifies incoming resource
    specifications dynamically using JSON patch operations. It covers mutating rules
    such as auto-injecting sidecar containers, adding node affinity constraints, and
    enforcing default labels on namespaces at creation time.
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  status: duplicate
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  tags:
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https://kyverno.io/policies:
  title: "kyverno.io/policies \U0001F31F"
  description: ''
  year: '2020'
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  ai_summary: The official catalog of Kyverno policies, providing ready-to-deploy
    manifests for Pod Security standards, multi-tenant workspace isolation, label
    validation, and compliance auto-generation.
  language: YAML
  resource_type: curation
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  status: online
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://kyverno.io/policies/best-practices/check_deprecated_apis:
  title: "kyverno.io: Check deprecated APIs \U0001F31F"
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Outlines a pre-configured Kyverno policy targeted at scanning incoming
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    for preventing cluster upgrade blockages, validating manifests before execution
    on newer API-driven orchestrators.
  language: YAML
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  hierarchy:
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https://kyverno.io/policies/best-practices/require_probes/require_probes:
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  hierarchy:
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  v1_locations:
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https://kyverno.io/policies/best-practices/restrict_image_registries/restrict_image_registries:
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  year: '2026'
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  ai_summary: Official documentation outlining how to write Kyverno policies to block
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  language: YAML
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  hierarchy:
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https://kyverno.io/policies/other/add-pod-proxies:
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  year: '2026'
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  ai_summary: Technical documentation demonstrating how to use Kyverno to dynamically
    inject HTTP/HTTPS proxy environment variables into Pod containers upon admission.
    Solves enterprise proxy configuration demands automatically without requiring
    manual pod-by-pod updates from development teams.
  language: YAML
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https://kyverno.io/policies/other/require_pdb:
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  ai_summary: A standardized Kyverno policy template ensuring that all mission-critical
    deployments are paired with active PodDisruptionBudgets (PDB). This governance
    rule guarantees cluster high-availability by guarding applications against node
    drain and cluster maintenance operations.
  language: YAML
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  complexity: Intermediate
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  hierarchy:
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https://lab.github.com:
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  stars: 0
  ai_summary: "A curated technical resource and architectural guide covering ==lab.github.com==
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  language: English
  resource_type: Reference
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  status: null
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  content_hash: N/A
  health_score: 100.0
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  discovered_at: '2026-05-17T17:00:28.675408+02:00'
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  hierarchy:
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https://lab.texthtml.net/gitlab/merge-bot:
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  description: '- [DockerHub: Gitlab Merge Bot](https://hub.docker.com/r/texthtml/gitlab-merge-bot)
    Bot assistant for code review and merge requests approval for Gitlab'
  year: '2021'
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  ai_summary: A lightweight Dockerized automation assistant engineered to streamline
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    merges on successful continuous integration runs, optimizing delivery velocity.
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  status: online
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  hierarchy:
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https://labs.bishopfox.com/tech-blog/bad-pods-kubernetes-pod-privilege-escalation:
  title: "labs.bishopfox.com: Bad Pods: Kubernetes Pod Privilege Escalation \U0001F31F"
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  year: N/A
  stars: 0
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  discovered_at: '2026-05-17T17:07:13.920994+02:00'
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  duplicate_of: https://bishopfox.com/blog/kubernetes-pod-privilege-escalation
https://labs.demoredhat.com/demos:
  title: 'ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform
    Workshops'
  description: ''
  year: '2025'
  stars: 0
  ai_summary: 'Official Red Hat Ansible workshops repository, highlighting hands-on
    scenarios for cloud provisioning, configuration management, network automation,
    and security playbooks. (Live Grounding: Serves as the authoritative source for
    enterprise teams to upskill in Ansible Automation Platform strategies).'
  language: YAML
  resource_type: Workshop Material
  complexity: Intermediate
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  status: online
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  discovered_at: '2025-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://labs.google/fx/projectgenie:
  title: Project Genie - Google Labs
  description: An experimental research prototype powered by Genie 3 that generates
    interactive, controllable 3D environments from text prompts.
  year: '2026'
  stars: 4
  ai_summary: An experimental generative AI platform powered by Google DeepMind's
    Genie 3 foundation world model. It programmatically synthesizes interactive, playable
    3D environments at 720p resolution (20-24 FPS) using text descriptions, static
    reference images, or Google Maps' Street View imagery. It represents a significant
    step in spatial computing and physics simulation for AI agent training.
  language: English
  resource_type: Interactive Prototype
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: d8f267091ade2a0aa9c4d674a1e44f860cb93c9da6235a8418ae8f00f3f4ab82
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  discovered_at: '2026-06-02T13:33:02.211795+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
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  category: ai-agents-mcp
  impact_score: 92
  reputation_status: Vetted
  reputation_summary: Highly reputable, cutting-edge world-generation model developed
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  social_preview_url: ''
  source_provenance: X.com (GoogleDeepMind)
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https://labs.google/lll/en:
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    Google's generative Gemini models and LearnLM.
  year: '2025'
  stars: 4
  ai_summary: Google Labs' Little Language Lessons showcases educational applications
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    load theories, the suite offers contextual exercises through tools like Tiny Lesson,
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  language: English
  resource_type: website
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 4b2a81c5de104a3c7e3c9440eaa22f602be5da3e26976767ffe8d69fb9e76dbb
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  discovered_at: '2026-06-02T00:23:01.792297+02:00'
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  hierarchy:
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  - Language Education Platforms
  tags:
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  v1_locations: []
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  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Active AI experiment platform from Google Labs, highly visible
    in educational tech communities.
  social_preview_url: ''
  source_provenance: X.com (nubenetes)
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https://labs.google/science:
  title: Experiments on the Future of AI-driven Science | Google Labs
  description: A collection of experimental AI-driven science tools designed to complement
    the scientific method and explore how general agents accelerate discovery.
  year: '2026'
  stars: 4
  ai_summary: Google Labs' scientific workbench acts as a collection of experimental,
    agent-driven tools optimized to supercharge the scientific method across biology,
    genomics, and chemistry. Integrated with specialized science skills, the platform
    allows general-purpose agents to interface with over 30 leading life-science databases.
    This collaboration scales researchers' ability to conduct complex workflows, such
    as structural bioinformatics, in minutes rather than hours.
  language: English
  resource_type: project
  complexity: Advanced
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  status: online
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  discovered_at: '2026-06-02T00:18:22.456706+02:00'
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  hierarchy:
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  - Gemini Ecosystem
  tags:
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https://learnkube.com/kubernetes-network-packets:
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  ai_summary: An exceptionally precise visual reconstruction tracing the physical
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https://learnkube.com/kubernetes-node-size:
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https://learnkube.com/kubernetes-policies:
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https://learnkube.com/kubernetes-rollbacks:
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  ai_summary: Details the internal revision history mechanics of the Kubernetes Deployment
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https://learnkube.com/kubernetes-services-and-load-balancing:
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  ai_summary: A contemporary structural breakdown explaining how Kubernetes leverages
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https://learnkube.com/kubernetes-terraform:
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  ai_summary: A detailed LearnK8s tutorial demonstrating cloud cluster provisioning
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https://learnkube.com/kubernetes-wallpapers:
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  ai_summary: A collection of high-resolution, visually rich architectural diagrams
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https://learnkube.com/microservices-authentication-kubernetes:
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  ai_summary: A specialized guide analyzing how service-to-service communication can
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https://learnkube.com/news-events-jobs:
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https://learnkube.com/production-best-practices:
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  ai_summary: High-quality, interactive checklist framework covering multi-zone redundancy,
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https://learnkube.com/rbac-kubernetes:
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  ai_summary: A rigorous deep-dive into resource constraints using RBAC. Demonstrates
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https://learnkube.com/real-time-dashboard:
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https://learnkube.com/research:
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  ai_summary: An exceptional, data-driven research catalog evaluating critical Kubernetes
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https://learnkube.com/scaling-celery-rabbitmq-kubernetes:
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  ai_summary: An exceptional, step-by-step architectural guide on scaling distributed
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https://learnkube.com/setting-cpu-memory-limits-requests:
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  ai_summary: 'A highly structured, visual guide clarifying requests (scheduling floor)
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https://learnkube.com/sidecar-containers-patterns:
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  ai_summary: A technical manual explaining sidecar patterns, detailing how multiple
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https://learnkube.com/spring-boot-kubernetes-guide:
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https://learnkube.com/templating-yaml-with-code:
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  ai_summary: Advocates for programmatic Kubernetes resource generation in real-world
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https://learnkube.com/terraform-aks:
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  ai_summary: An educational deep-dive into provisioning and bootstrapping an Azure
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https://learnkube.com/terraform-eks:
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  ai_summary: A highly practical tutorial outlining GKE provisioning via Terraform.
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https://learnkube.com/terraform-lke:
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  ai_summary: A step-by-step technical guide demonstrating the deployment of Linode
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https://learnkube.com/training:
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  ai_summary: A world-class instructional portal providing interactive labs and highly
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https://makefiletutorial.com:
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https://makendran.hashnode.dev/just-in-time-worker-nodes-with-karpenter:
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  ai_summary: 'A curated technical resource and architectural guide covering makendran.hashnode.dev:
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https://mamaqueesscrum.com/2018/11/12/labores-que-un-product-owner-deberia-hacer-que-no-aparecen-en-la-scrum-guide:
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  ai_summary: An early step-by-step tutorial outlining GitOps workflows with original
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https://manifests.io:
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https://manz.dev/cheatsheets:
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https://marckean.com/2016/06/01/azure-vs-azure-ad-accounts-tenants-subscriptions:
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https://marcofranssen.nl/install-hashicorp-vault-on-kubernetes-using-helm-part-1:
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https://marcusnoble.co.uk/2022-01-20-restricting-cluster-admin-permissions:
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https://marcusnoble.co.uk/2022-07-04-managing-kubernetes-without-losing-your-cool:
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https://marinaaisa.com/es/blog/contractor-eeuu-espana:
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https://markaicode.com/terraform-ai-infrastructure-as-code:
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https://marketplace.apilayer.com:
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https://marketplace.redhat.com:
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https://marketplace.redhat.com/sunset:
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https://marketplace.visualstudio.com:
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https://marketplace.visualstudio.com/items&itemName=Tim-Koehler.helm-intellisense&ssr=false:
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https://marklodato.github.io/visual-git-guide/index-en.html:
  title: "marklodato.github.io: A Visual Git Reference \U0001F31F"
  description: ''
  year: '2020'
  stars: 5
  ai_summary: A highly praised visual guide explaining Git commands via structural
    maps and diagrams. Clearly illustrates state transitions between the workspace,
    index, local repository, and remote servers.
  language: English
  resource_type: Reference Guide
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  hierarchy:
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  - Version Control
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  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409:
  title: 'Introducing Kiro: AWS Agentic AI-Based IDE'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering Introducing
    Kiro: AWS Agentic AI-Based IDE in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779030572
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:09:32.328642+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/ai.md
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  v2_locations:
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  youtube_mosaic: {}
https://markstevenson.org:
  title: null
  description: null
  year: null
  stars: null
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  discovered_at: '2026-05-17T16:59:10.320603+02:00'
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  hierarchy: []
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  v1_locations:
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https://martinfowler.com/articles/201701-event-driven.html:
  title: "martinfowler.com: What do you mean by “Event-Driven”? \U0001F31F"
  description: ''
  year: '2017'
  stars: 1
  ai_summary: 'Martin Fowler clarifies the ambiguous term ''Event-Driven''. Outlines
    four distinct patterns: Event Notification, Event-Carried State Transfer, Event
    Sourcing, and CQRS, detailing their operational advantages and pain points.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2017-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
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  - EDA
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://martinfowler.com/articles/branching-patterns.html:
  title: 'martinfowler.com: Patterns for Managing Source Code Branches'
  description: '- [Release Branch Pattern:](https://martinfowler.com/articles/branching-patterns.html#release-branch)
    A branch that only accepts commits accepted to stabilize a version of the product
    ready for release.'
  year: '2020'
  stars: 0
  ai_summary: An extensive architectural blueprint for source-control branch patterns.
    It compares Mainline Development, Release Branches, and Feature Branches, analyzing
    how branching decisions affect integration frequency, build testing, and release
    delivery times.
  language: English
  resource_type: Deep Dive
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Version Control
  - Development Models
  - Branching Strategy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://martinfowler.com/articles/data-mesh-principles.html:
  title: 'martinfowler.com: Data Mesh Principles and Logical Architecture'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: 'The seminal architectural document by Zhamak Dehghani outlining Data
    Mesh principles: decentralized domain ownership, data as a product, self-serve
    data platforms, and federated computational governance. It details how to break
    down monolithic data lake infrastructures into domain-driven microservices.'
  language: N/A
  resource_type: Guide
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Data Mesh
  - Foundations
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - message-queue.md
  youtube_mosaic: {}
https://martinfowler.com/articles/data-monolith-to-mesh.html:
  title: 'martinfowler.com: How to Move Beyond a Monolithic Data Lake to a Distributed
    Data Mesh'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: The primary architectural playbook for transitioning away from monolithic
    data lakes to a distributed, domain-centric Data Mesh. It highlights the organizational
    transformations, interface structures, and self-serve platform mechanics necessary
    to implement this architecture.
  language: N/A
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Data Mesh
  - Migration
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - message-queue.md
  youtube_mosaic: {}
https://martinfowler.com/articles/evodb.html:
  title: martinfowler.com
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A seminal essay on evolutionary database architectures. Highlights methods
    for treating database schemas as declarative code, versioning migrations, and
    automating data migrations safely inside unified application delivery pipelines.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Database Migration
  - CI/CD & Delivery
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - liquibase.md
  youtube_mosaic: {}
https://martinfowler.com/articles/feature-toggles.html:
  title: 'martinfowler.com: Feature Toggles (aka Feature Flags)'
  description: ''
  year: '2017'
  stars: 0
  ai_summary: Martin Fowler's foundational deep-dive into feature toggling architecture.
    He classifies toggles by their dynamism and lifespan (such as release, ops, experimental,
    and permission flags) and provides patterns for managing complex toggle configurations
    at scale.
  language: Markdown
  resource_type: Specification
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2017-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Feature Management
  - Architecture
  tags:
  - '[EMERGING]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://martinfowler.com/articles/originalContinuousIntegration.html:
  title: 'martinfowler.com: Continuous Integration (original version)'
  description: ''
  year: '2017'
  stars: 0
  ai_summary: The canonical, industry-defining essay by software engineering pioneer
    Martin Fowler, establishing the fundamental tenants and best practices of Continuous
    Integration. It outlines core requirements such as automated self-testing, single-source
    repositories, daily main-line integrations, and automated deployments. It serves
    as the intellectual cornerstone for modern DevOps.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2017-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - Methodology
  - Foundational Reading
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cicd.md
  youtube_mosaic: {}
https://martinfowler.com/articles/retrospective-antipatterns.html:
  title: "martinfowler.com: Retrospectives Antipatterns \U0001F31F"
  description: ''
  year: '2020'
  stars: 5
  ai_summary: An authoritative breakdown of typical anti-patterns observed during
    agile retrospective sessions, such as the 'Blame Game' or 'Loudest Voice.' Explains
    how to reconstruct retrospectives into productive, post-mortem style continuous
    feedback loops that actively resolve systemic design flaws, optimize integration
    paths, and elevate overall team software delivery quality.
  language: en
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Engineering Leadership
  - Agile Methodologies
  - Continuous Improvement
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - project-management-methodology.md
  youtube_mosaic: {}
https://martinfowler.com/articles/serverless.html:
  title: 'martinfowler.com: Serverless Architectures'
  description: ''
  year: '2018'
  stars: 0
  ai_summary: Martin Fowler's canonical analysis of serverless architectures. Compares
    Back-end-as-a-Service (BaaS) and Function-as-a-Service (FaaS) ecosystems, outlining
    core trade-offs regarding state management, horizontal scalability, operational
    costs, cold starts, security, and design complexity.
  language: English
  resource_type: Reference Guide
  complexity: Advanced
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Architecture
  - Serverless
  - Fundamentals
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - serverless.md
  youtube_mosaic: {}
  duplicate_of: https://nubenetes.com/serverless
https://martinfowler.com/bliki/KeystoneInterface.html:
  title: 'martinfowler.com: KeystoneInterface'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Martin Fowler's architectural pattern for the Keystone Interface. Explains
    how placing incomplete backend features behind a critical interface gate allows
    developers to continuously deploy code without exposing unfinished work to end-users.
  language: Markdown
  resource_type: Specification
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Feature Management
  - Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://martinfowler.com/nosql.html:
  title: NoSQL Guide, by Martin Fowler
  description: ''
  year: '2012'
  stars: 5
  ai_summary: A foundational architectural survey of NoSQL design patterns, distinguishing
    between document, key-value, wide-column, and graph models. Fowler introduces
    polyglot persistence and analyzes CAP theorem trade-offs against traditional RDBMS
    relational constraints.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2012-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Architecture
  - NoSQL Databases
  - Reference Guides
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - nosql.md
  youtube_mosaic: {}
https://martinheinz.dev/blog/35:
  title: "martinheinz.dev: It's Time to Forget About Docker \U0001F31F"
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Critically examines the OCI (Open Container Initiative) layer architecture
    to dismantle the assumption that the Docker daemon is required for packaging applications.
    Promotes alternative tooling such as Podman, Buildah, and Skopeo to improve daemonless
    security and run containers without root privileges.
  language: English
  resource_type: Analysis
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Containers & Orchestration
  - Container Engines
  - Alternatives
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - docker.md
  youtube_mosaic: {}
https://martinheinz.dev/blog/53:
  title: "martinheinz.dev: Could Kubernetes Pods Ever Become Deprecated? \U0001F31F"
  description: ''
  year: '2021'
  stars: 4
  ai_summary: An intellectual exploration of the foundational Pod abstraction. Outlines
    the technical realities of shared network namespaces and disk storage, and why
    Pods will remain the atomic unit of the cluster scheduler.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Core Concepts
  - Workloads
  - Pods
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://martinheinz.dev/blog/58:
  title: 'martinheinz.dev: Making Kubernetes Operations Easy with kubectl Plugins'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: A reference article outlining methods for optimizing development workflows
    with custom kubectl plugins. Highlights the architectural patterns for packaging,
    distributing, and invoking terminal extensions to minimize manual CLI overhead.
  language: None
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Command Line Tools
  - Operational Efficiencies
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://martinheinz.dev/blog/60:
  title: "martinheinz.dev: Keeping Kubernetes Clusters Clean and Tidy \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines cluster hygiene patterns. Details automated strategies for
    cleanups, removing orphaned configmaps, scaling down unused workloads, managing
    eviction limits, and system garbage collection mechanics.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Cluster Management
  - Garbage Collection
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://martinheinz.dev/blog/63:
  title: 'martinheinz.dev: Improving Application Availability with Pod Readiness Gates'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Advanced exploration of Pod Readiness Gates as an extensibility interface
    for validating external network state.

    - Covers how cloud-native load balancers and service meshes interact with custom
    Pod conditions.

    - Indispensable for architectures requiring external validation prior to directing
    production traffic to Pods.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Workload Management
  - Application Lifecycle
  - Probes & Health Checks
  - Readiness Gates
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://martinheinz.dev/blog/73:
  title: "martinheinz.dev/blog/73: Automate All the Boring Kubernetes Operations with
    Python \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A hands-on Python automation guide. Details script designs to manage
    pods, clean configurations, and handle secrets in cloud-native environments, removing
    manual operational bottlenecks.
  language: Python
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native & K8s
  - Kubernetes API
  - Python Automation
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - kubernetes-client-libraries.md
  youtube_mosaic: {}
https://martinheinz.dev/blog/85:
  title: 'martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing
    API'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: The Kubernetes Checkpointing API introduces the revolutionary ability
    to freeze and snapshot a running container's state to disk for backup or migration
    purposes. This technical analysis demonstrates how to leverage this API to capture
    memory-level states, enabling ultra-fast recovery and deep forensics of active
    workloads. However, as of 2026, this feature remains highly experimental and runtime-dependent.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - Data Management
  - Checkpointing API
  tags:
  - '[EMERGING]'
  v1_locations: []
  v2_locations:
  - kubernetes-backup-migrations.md
  - kubernetes-troubleshooting.md
  youtube_mosaic: {}
https://martinheinz.dev/blog/89:
  title: 'martinheinz.dev: Boost Your Python Application Performance using Continuous
    Profiling'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Examines continuous profiling processes to dynamically detect CPU bottlenecks
    and memory leaks in production servers. Compares performance impacts and granularity
    profiles of tools like Pyroscope and Py-Spy. Critical for architectural capacity
    planning and cost containment.
  language: Python
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Performance Optimization
  - Continuous Profiling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - python.md
  youtube_mosaic: {}
https://martkos-it.co.uk/our-work/jmeter-testing-cheat-sheet-ng5zm-97y43-af8tj:
  title: 'martkos-it.co.uk: JMeter Cheat Sheet'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: A professional reference covering JVM allocation and distributed execution
    parameters in JMeter. Curator Insight highlights infrastructure scaling. Live
    Grounding reveals its use in testing target microservice elasticity.
  language: English
  resource_type: Cheat Sheet
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Development
  - Performance Testing
  - JMeter
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cheatsheets.md
  youtube_mosaic: {}
https://martkos-it.co.uk/s/jmeter-testing-cheat-sheet-v10.pdf:
  title: jmeter-testing-cheat-sheet-v10.pdf
  description: ''
  year: '2026'
  stars: 0
  ai_summary: A detailed PDF cheat sheet targeting headless JMeter executions and
    JVM properties. Curator Insight notes its performance testing capabilities. Live
    Grounding confirms that automated CI builds heavily utilize these exact headless
    CLI switches.
  language: English
  resource_type: Cheat Sheet
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Development
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  - JMeter
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://marvelousmlops.substack.com:
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? https://medium.com/@.anders/learnings-from-our-8-years-of-kubernetes-in-production-two-major-cluster-crashes-ditching-self-0257c09d36cd
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https://medium.com/@abdelrhmanahmed131/longhorn-distributed-block-storage-for-k8s-2ea11df400d1:
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https://medium.com/@cbkwgl/continuous-monitoring-in-devops-8d4db48a0e24:
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https://medium.com/@cdoan/ibm-multicloud-manager-cluster-sizing-bc3b609b7de9:
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https://medium.com/@chamakenjefi/kubernetes-deployments-using-a-configmap-with-a-custom-index-html-page-5b4de0a7aa1b:
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? https://medium.com/@chandranathmondal/self-service-amazon-eks-cluster-provisioning-with-kubernetes-configuration-applied-372bce839d7
: title: "medium.com/@chandranathmondal: ==Self-service Amazon EKS Cluster provisioning'
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https://medium.com/@charled.breteche/kind-cilium-metallb-and-no-kube-proxy-a9fe66ddfad6:
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? https://medium.com/@charled.breteche/kubernetes-security-control-pod-to-pod-communications-with-cilium-network-policies-d7275b2ed378
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https://medium.com/@charled.breteche/securing-grafana-with-keycloak-sso-d01fec05d984:
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https://medium.com/@chrisedrego/kubernetes-monitoring-kube-state-metrics-df6546aea324:
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https://medium.com/@cloud_tips/kubernetes-incident-response-94daac6d7a2b:
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https://medium.com/@cloud_tips/kubernetes-security-best-practices-ea1e3913c001:
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? https://medium.com/@clymeneallen/best-practices-monitoring-system-for-multi-k8s-cluster-environments-using-open-source-d85544052f37
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https://medium.com/@codingkarma/kubernetes-goat-part-1-8718b1345a42:
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https://medium.com/@connect.hashblock/learn-how-you-can-create-a-chatbot-in-python-da136467309b:
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https://medium.com/@craig_robinson/guide-installing-an-okd-4-5-cluster-508a2631cbee:
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https://medium.com/@cyber-security/devops-01-example-project-with-terraform-ade540824db1:
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https://medium.com/@dan.avila7/prueba-tus-proyectos-serverless-de-forma-local-con-serverless-offline-2e555f2b5e9b:
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https://medium.com/@danielaaronw/k8s-pod-anti-affinity-dd2667a20c5f:
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https://medium.com/@danielepolencic/challenge-16-throttled-93133f8fd0ad:
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https://medium.com/@danielepolencic/how-does-rbac-work-in-kubernetes-d50dd34771ca:
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https://medium.com/@danielepolencic/isolating-kubernetes-pods-for-debugging-5fe41e630e9:
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https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd:
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https://medium.com/@danieljimgarcia/the-application-gateway-ingress-controller-is-broken-6aa9eb229881:
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? https://medium.com/@danielresponda/testing-spot-reclamation-mechanisms-with-aws-node-termination-handler-and-kubernetes-autoscaler-43194d05dae0
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https://medium.com/@dast04/writing-custom-prometheus-exporters-in-python-kubernetes-73626b66d78c:
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https://medium.com/@database-mesh/database-mesh-2-0-database-governance-in-a-cloud-native-environment-3e41f0f2722c:
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https://medium.com/@datosh18/gitsign-in-remote-environments-6f40f47d289f:
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https://medium.com/@deejiw/test-helm-release-in-production-environment-with-zero-downtime-400c5d41ecdf:
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https://medium.com/@deepanshuyadavv11/task1-integrating-github-jenkins-and-docker-d66a817774be:
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https://medium.com/@deepeshjaiswal6734/an-introduction-to-kubernetes-architecture-kubernetes-object-deep-dive-1-77205e56db5:
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https://medium.com/@denhox/sharing-data-between-microservices-fe7fb9471208:
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? https://medium.com/@denniszielke/continuous-kubernetes-blue-green-deployments-on-azure-using-nginx-appgateway-or-trafficmanager-4490bce29cb
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https://medium.com/@devfire/how-to-become-a-devops-engineer-in-six-months-or-less-part-7-monitor-47c61aea0bf7:
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https://medium.com/@devml2016/lets-start-automation-using-jenkins-docker-github-d5f8d019ec4a:
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https://medium.com/@devopsfolks8546/1-pods-c3d1a9349ba0:
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  health_score: 100.0
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https://medium.com/@kajan26/the-myth-of-scalability-in-kubernetes-e49953944b8e:
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https://medium.com/@karanshingde/machine-learning-in-production-your-comprehensive-101-practical-guide-c7de0b5ad011:
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https://medium.com/@kennethtcp/how-to-spread-replica-pods-into-nodes-evenly-by-topologyspreadconstraints-8abd03424aae:
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https://medium.com/@kevin30101999/machine-learning-pipeline-using-argo-workflow-be91feb07c41:
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https://medium.com/@knoldus/configure-ssl-certificate-with-cert-manager-on-kubernetes-e5ca8a804e16:
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https://medium.com/@knoldus/using-sealed-secrets-in-kubernetes-7f7518d4c984:
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https://medium.com/@kylekhunter/kubernetes-monitoring-with-prometheus-a149c35694c4:
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https://medium.com/@percenuage/my-adventure-with-helm-as-gitops-in-a-distributed-architecture-6a6fdc6f11bd:
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https://medium.com/@perspectivementor/6-essential-skills-for-landing-a-devops-job-in-2024-88f6c19341d7:
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https://medium.com/@pflooky/intro-to-kubernetes-mutating-webhooks-even-if-you-dont-know-kubernetes-172c30232488:
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https://medium.com/@satyakommula/deploy-kubernetes-dashboard-with-nodeport-382f447d2ff8:
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https://medium.com/@shubhadeepchat/best-practices-for-good-rest-api-design-b5fae9a62c86:
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? https://medium.com/@simionrazvan/simple-spring-boot-microservice-deployed-in-kubernetes-using-docker-and-nexus-part-1-b581e3ca8916
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? https://medium.com/@simionrazvan/simple-spring-boot-microservice-deployed-in-kubernetes-using-docker-and-nexus-part-2-25dc2a3982cf
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https://medium.com/@sindhujacynixit/fighting-service-latency-in-microservices-with-kubernetes-f5a584f5af36:
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https://medium.com/@slimm609/secure-image-signing-with-cosign-and-aws-kms-82bc25d7fdae:
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https://medium.com/avmconsulting-blog/how-to-deploy-an-efk-stack-to-kubernetes-ebc1b539d063:
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https://medium.com/datascale/know-gomaxprocs-before-deploying-your-go-app-to-kubernetes-7a458fb63af1:
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https://medium.com/dataseries/not-using-nosql-is-good-i-stuck-to-sql-4504a67972f0:
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https://medium.com/dataseries/the-devops-cheat-sheet-3177d6cf361c:
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https://medium.com/design-microservices-architecture-with-patterns/microservices-distributed-caching-76828817e41b:
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? https://medium.com/design-microservices-architecture-with-patterns/monolithic-to-microservices-architecture-with-patterns-best-practices-a768272797b2
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? https://medium.com/design-microservices-architecture-with-patterns/when-to-use-and-when-not-to-use-microservices-no-silver-bullet-3ae293faf6d
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https://medium.com/dev-genius/securing-kubernetes-dashboard-on-eks-with-pomerium-e98c47610e2f:
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https://medium.com/dev-genius/technologies-tools-to-watch-in-2021-a216dfc30f25:
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https://medium.com/dev-genius/ultimate-kubernetes-resource-planning-guide-449a4fddd1d6:
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https://medium.com/dev-jam/tibco-bw-vs-apache-camel-9552a5f4e6be:
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https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67:
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https://medium.com/developer-purpose/think-before-you-code-engineerings-most-underrated-advice-40b47e08a3fc:
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https://medium.com/devgurus/building-production-grade-eks-clusters-using-terraform-df016d239a54:
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https://medium.com/devops-dudes/devops-and-databases-the-forgotten-automation-95325b2d3c89:
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https://medium.com/devops-dudes/do-i-need-to-learn-kubernetes-a3dd9a7f9e9b:
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https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands-on-in-2020-832c29db936a:
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? https://medium.com/devops-mojo/kubernetes-difference-between-deployment-and-statefulset-in-k8s-deployments-vs-statefulsets-855f9e897091
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? https://medium.com/devops-mojo/kubernetes-open-standards-oci-cri-cni-csi-smi-cpi-overview-what-is-k8s-open-standards-introduction-a860905af6f7
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? https://medium.com/devops-mojo/kubernetes-probes-liveness-readiness-startup-overview-introduction-to-probes-types-configure-health-checks-206ff7c24487
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? https://medium.com/devops-mojo/kubernetes-role-based-access-control-rbac-overview-introduction-rbac-with-kubernetes-what-is-2004d13195df
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? https://medium.com/devops-mojo/terraform-provision-amazon-eks-cluster-using-terraform-deploy-create-aws-eks-kubernetes-cluster-tf-4134ab22c594
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https://medium.com/devops-mojo/terraform-remote-states-overview-what-is-terraform-remote-state-storage-introduction-936223a0e9d0:
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? https://medium.com/devops-mojo/terraform-workspaces-overview-what-is-terraform-workspace-introduction-getting-started-519848392724
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https://medium.com/devops-techable/gitops-with-argocd-running-in-kubernetes-for-deployment-processing-c5d21770ca97:
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? https://medium.com/devops-techable/setup-monitoring-with-prometheus-and-grafana-in-kubernetes-start-monitoring-your-kubernetes-a3071f083fa6
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https://medium.com/devops-techable/up-and-running-with-amazon-managed-service-for-prometheus-6fd12e56bff6:
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https://medium.com/devopslinks/why-should-terraform-be-one-of-your-devops-tools-29ae15861b1f:
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https://medium.com/devoptimism/devops-platform-engineering-a-necessary-love-story-of-efficiency-783dff78fd81:
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https://medium.com/digitalfrontiers/microservices-in-rust-with-kafka-2b671295b24e:
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https://medium.com/dkatalis/creating-a-mutating-webhook-for-great-good-b21acb941207:
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https://medium.com/dlt-labs-publication/grpc-vs-rest-performance-test-using-jmeter-f17e5ba1c23b:
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https://medium.com/dlt-labs-publication/kubernetes-understanding-pod-affinity-taint-toleration-2f9b9b218dd5:
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https://medium.com/dna-technology/why-we-dropped-event-sourcing-with-kafka-streams-when-given-a-second-chance-b904a80bc4be:
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? https://medium.com/dotnet-hub/introduction-to-cloud-native-application-architecture-what-is-cloud-native-architecture-overview-benefits-e9be9aca0dd3
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https://medium.com/draftkings-engineering/draftkings-workshop-demystifying-kubernetes-4ce86c187408:
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? https://medium.com/dynatrace-engineering/how-to-combine-and-automate-infrastructure-and-application-deployment-in-a-microservice-environment-a16b664bb8b5
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https://medium.com/dynatrace-engineering/how-we-are-redesigning-our-microservices-deployment-strategy-c567e310a42e:
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https://medium.com/dynatrace-engineering/kubernetes-security-best-practices-part-2-network-policies-405b36ed9d94:
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? https://medium.com/dzerolabs/kubernetes-saved-today-f-cked-tomorrow-a-rant-azure-key-vault-secrets-%C3%A0-la-kubernetes-fc3be5e65d18
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https://medium.com/javarevisited/distributed-transaction-management-in-microservices-part-1-bb7dc1fbee9f:
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https://medium.com/javarevisited/microservices-communication-part-2-sync-vs-async-vs-hybrid-23d057e137d8:
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https://medium.com/javarevisited/microservices-communication-using-grpc-protocol-dc3a2f8b648d:
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? https://medium.com/javarevisited/top-15-online-courses-to-learn-docker-kubernetes-and-aws-for-fullstack-developers-and-devops-d8cc4f16e773
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https://medium.com/javarevisited/top-5-courses-to-learn-microservices-in-java-and-spring-framework-e9fed1ba804d:
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https://medium.com/javarevisited/top-5-frameworks-java-developers-can-learn-for-microservices-development-in-2022-848da66d6651:
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https://medium.com/javarevisited/top-performance-issues-every-developer-architect-must-know-part-1-fc1ad6e1644b:
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https://medium.com/javarevisited/why-microservices-are-not-silver-bullet-10-reasons-for-not-using-microservices-74f7c0fa98c:
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https://medium.com/jumia-tech/immutable-infrastructure-gitops-18d644f9c7cb:
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https://medium.com/k0sproject/k0s-optimizes-start-time-adds-cluster-level-backup-restore-and-more-8ffef894a1ae:
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https://medium.com/k0sproject/k0s-supports-kubernetes-1-22-a498e41bf5af:
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https://medium.com/tea-networks/kubernetes-ci-cd-pipeline-c028aea17535:
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https://medium.com/tech-chronicles/helm-test-tested-my-patience-732eeab0e935:
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https://medium.com/techspiration/deploying-prometheus-multi-cluster-monitoring-using-prometheus-agent-mode-a04d89afeed7:
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https://medium.com/the-innovation/protect-your-terraform-state-a974027a4bb0:
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https://medium.com/the-programmer/building-ci-cd-pipeline-with-jenkins-kubernetes-github-part-2-cbb6c366aa41:
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https://medium.com/the-programmer/ci-cd-pipeline-with-jenkins-github-part-1-c057a31b5297:
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https://medium.com/the-programmer/kubernetes-fundamentals-for-absolute-beginners-architecture-components-1f7cda8ea536:
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https://medium.com/the-programmer/working-with-service-account-in-kubernetes-df129cb4d1cc:
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https://medium.com/trendyol-tech/configure-rbac-in-kubernetes-like-a-boss-665e2a8665dd:
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https://medium.com/trendyol-tech/transaction-log-tailing-with-debezium-part-1-aeb968d72220:
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? https://medium.com/walmartglobaltech/how-do-you-decide-whether-an-individual-contributor-ic-or-engineering-manager-role-is-right-for-f46251f1a4cd
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? https://medium.com/workday-engineering/implementing-a-fully-automated-sharding-strategy-on-kubernetes-for-multi-tenanted-machine-learning-4371c48122ae
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https://metalbear.com/blog/writing-a-kubernetes-operator:
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  year: '2023'
  stars: 0
  ai_summary: An innovative blueprint illustrating operator design with Rust and the
    kube-rs framework. In 2026, Rust operators are increasingly adopted for edge-computing
    and resource-constrained environments to minimize memory footprint and avoid the
    garbage collection pauses of Go and JVM languages.
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  resource_type: Tutorial
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  status: online
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - Kubernetes Extension
  - Operators Rust
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://metallb.io:
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https://metallb.universe.tf:
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https://mherman.org/presentations/flask-kubernetes:
  title: "mherman.org: Scaling Flask with Kubernetes \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Architectural case study detailing horizontal scaling of Python Flask
    APIs inside Kubernetes clusters. Reviews setup of ingress layers, resource requests/limits,
    Horizontal Pod Autoscalers, and persistent data layers.
  language: Python
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
  - python.md
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https://mhmxs.blogspot.com/2020/12/autoscaling-calico-route-reflector.html:
  title: 'mhmxs.blogspot.com: Autoscaling Calico Route Reflector topology in Kubernetes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A deep engineering walkthrough for autoscaling Calico Route Reflector
    (RR) topologies in high-scale Kubernetes clusters. It addresses the routing table
    exhaustion and CPU bottlenecks associated with full-mesh node-to-node BGP routing
    by dynamically managing centralized Route Reflectors, maintaining high performance
    and operational stability as node counts grow.
  language: English
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
  - Networking
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
  youtube_mosaic: {}
https://mholt.github.io/curl-to-go:
  title: curl-to-go
  description: ''
  year: N/A
  stars: 0
  ai_summary: Curator Insight showcases this companion tool to json-to-go, converting
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    its usefulness in rapid prototyping of API clients by eliminating repetitive net/http
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  language: English
  resource_type: Website
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 0db8a73fd88e8aea9aef3638fc680d1653a96cc2849486ddab5a5f247516cc33
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  discovered_at: '2026-05-17T17:17:25.742295+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Programming Languages
  - Go
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/golang.md
  v2_locations:
  - golang.md
  youtube_mosaic: {}
? https://michaelkotelnikov.medium.com/maintaining-network-traffic-compliance-in-multi-cluster-openshift-environments-with-openshift-54fe369aa346
: title: 'michaelkotelnikov.medium.com: Managing Network Security Lifecycles in Multi''
    Cluster OpenShift Environments with OpenShift Platform Plus'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering michaelkotelnikov.medium.com:
    Managing Network Security Lifecycles in Multi'' Cluster OpenShift Environments
    with OpenShift Platform Plus in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779034564
  needs_ai_refresh: false
  discovered_at: '2026-05-17T18:16:04.316836+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/ocp4.md
  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
https://microcks.io:
  title: microcks.io
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Microcks is a cloud-native platform for mocking and virtualization of
    APIs (REST, gRPC, GraphQL, AsyncAPI). It speeds up microservices testing by generating
    mock endpoints and testing compliance directly against enterprise schemas.
  language: Java
  resource_type: Tool
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - API & Integration Testing
  - Mocking & Virtualization
  - Microcks
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - api.md
  - kubernetes-based-devel.md
  youtube_mosaic: {}
https://microcks.io/blog/podman-compose-support:
  title: 'microcks.io: Podman Compose support in Microcks'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Explains how to design local mock environments using Microcks combined
    with Podman Compose. This is ideal for developers running daemonless environments
    who require automated contract API validation.
  language: English
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  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
  - API & Integration Testing
  - Mocking & Virtualization
  - Microcks Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-based-devel.md
  youtube_mosaic: {}
https://microcks.io/blog/simulating-cloudevents-with-asyncapi:
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  description: "- The rise of Event Driven Architecture (EDA) is a necessary evolution
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    explore those particular two challenges and see how to simulate events using CloudEvents,
    AsyncAPI and Microcks.\n    - AsyncAPI is an industry standard for defining asynchronous
    APIs. Our long-term goal is to make working with EDAs as easy as it is to work
    with REST APIs.\n    - Microcks is an Open source Kubernetes-native tool for mocking/simulating
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    AsyncAPI, Postman Collection) into live mocks in seconds. It means that once it
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    message broker at a defined frequency. Using Microcks you can then simulate CloudEvents
    in seconds, without writing a single line of code. Microcks will allow the team
    relying on input events to start working without waiting for the team coding the
    event publication."
  year: '2022'
  stars: 5
  ai_summary: Explains how to mock CloudEvents and message payloads utilizing AsyncAPI
    contracts within Microcks. Enables development teams to build event consumers
    independently of publisher readiness.
  language: Agnostic
  resource_type: Technical Article
  complexity: Advanced
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  status: online
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  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - AsyncAPI
  - Simulation
  tags:
  - '[DE FACTO STANDARD]'
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  v2_locations:
  - api.md
  youtube_mosaic: {}
https://microcks.io/documentation/guides/avro-messaging:
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  description: null
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  health_score: 80.0
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  discovered_at: '2026-05-17T16:58:16.907857+02:00'
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  company: null
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  hierarchy: []
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  v1_locations:
  - docs/api.md
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https://microk8s.io:
  title: '**Microk8s**'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: online
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  discovered_at: '2026-05-17T17:15:32.950761+02:00'
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  v1_locations:
  - docs/kubernetes-on-premise.md
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https://micrometer.io:
  title: '**Micrometer** Collector'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: The definitive dimensional metrics instrumentation facade for JVM-based
    programs. Acts as an abstraction layer resembling SLF4J, allowing seamless target
    conversions to Prometheus, Datadog, or Wavefront formats.
  language: Java
  resource_type: Software
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Application Instrumentation
  - JVM
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - prometheus.md
  youtube_mosaic: {}
https://micrometer.io/docs/registry/prometheus:
  title: null
  description: null
  year: null
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  health_score: 80.0
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  discovered_at: '2026-05-17T18:09:15.697971+02:00'
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https://microprofile.io:
  title: MicroProfile.io
  description: ''
  year: '2026'
  stars: 0
  ai_summary: The main developer portal for Eclipse MicroProfile, delivering specialized
    specifications to architect enterprise microservices. It standardizes key cloud
    infrastructure integrations including Health, Config, JWT Security, Fault Tolerance,
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  language: Java
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: true
  status: online
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  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
  - Enterprise Java
  - MicroProfile
  - Framework Standard
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - java_frameworks.md
  youtube_mosaic: {}
https://microservices.io:
  title: microservices.io
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
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  discovered_at: '2026-05-17T17:52:46.377425+02:00'
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https://microshift.io:
  title: ==microshift.io==
  description: ''
  year: '2025'
  stars: 4
  ai_summary: MicroShift is Red Hat's lightweight edge-optimized Kubernetes distribution,
    specifically designed to run on resource-constrained devices (e.g., IoT gateways
    and automotive systems). Tailored from OpenShift's core code, it minimizes memory
    footprint while maintaining enterprise API compatibility and OCI image compliance,
    operating efficiently alongside systemd-managed host systems.
  language: Go
  resource_type: Platform
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 5c97708a374bca87e167380e2febd7efa8dc8ecd6b7d9b05ef58ae19a47234a5
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  discovered_at: '2026-05-17T17:00:51.901942+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Edge Computing
  - Lightweight Kubernetes
  - Red Hat Ecosystem
  tags:
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  v1_locations:
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  - kubernetes-tools.md
  youtube_mosaic: {}
https://middleware.io/blog/kubernetes-challenges-and-solutions:
  title: Top 5 kubernetes challenges and their solutions
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Identifies top operational hurdles including security boundaries configuration,
    networking configuration, storage lifecycle management, and resource over-provisioning,
    providing industry-standard remediation techniques.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Troubleshooting
  - Reliability
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://middleware.io/blog/kubernetes-monitoring-tools:
  title: 8 Best Kubernetes monitoring tools; Paid & open-source
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
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  content_hash: ca6fccda0ae74fa237cbfdeee5551e5cde9978e627ed98da7e8a3b99c1ed399c
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  discovered_at: '2026-05-17T16:45:10.618247+02:00'
  last_ai_eval: null
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  hierarchy: []
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  v1_locations:
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  youtube_mosaic: {}
  duplicate_of: https://middleware.io/blog/kubernetes-monitoring/tools
https://middleware.io/blog/kubernetes-monitoring/tools:
  title: 8 Best Kubernetes monitoring tools; Paid & open-source
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Compiles a curated comparison of eight high-performance paid and open-source
    monitoring platforms. Focuses on the trade-offs of using managed SaaS models versus
    self-hosted, cloud-native monitoring stacks with respect to total cost of ownership,
    alerting, and data retention.
  language: None
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Practical Diagnostics
  - Market Evaluations
  - Monitoring Toolchains
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-monitoring.md
  youtube_mosaic: {}
https://middleware.io/blog/observability-vs-monitoring:
  title: Observability vs Monitoring
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Demystifies the core conceptual differences between passive monitoring
    (detecting known failures via predefined metrics) and active observability (querying
    internal system states via logs, metrics, and traces). Curator Insight: Clarifying
    guide for observability vs monitoring. Live Grounding: Essential reading to shift
    organizational mindsets from reactive alerting to proactive debugging in dynamic
    cloud-native environments.'
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Site Reliability Engineering
  - Observability
  - Terminology
  - Monitoring vs Observability
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://midu.dev/buenas-practicas-escribir-commits-git:
  title: 'midu.dev: Buenas prácticas para escribir commits en Git'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Written in Spanish, this guide addresses conventional commit standards,
    semantic tagging (feat, fix, refactor), and the architectural benefits of using
    clean commit structures for CI/CD automation.
  language: Spanish
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Version Control
  - Workflows
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://mightyclaws.co.uk/bournemouth:
  title: "Semaphore UI \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A resource exploring Semaphore UI for infrastructure deployment. Validates
    Semaphore UI's utility as a responsive, lightweight graphical interface for local
    and remote playbook orchestration.
  language: English
  resource_type: blog_post
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation & Orchestration
  - Ansible GUI
  - Semaphore UI
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
  duplicate_of: https://semaphoreui.com/
https://migrateup.com/main-difference-python-3:
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  description: null
  year: null
  stars: null
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779031636
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:27:16.747518+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
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https://octopus.com/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts:
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  ai_summary: Solves the tricky challenge of managing and rolling out application
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    progressive delivery cycles for applications when only ConfigMaps or Secrets are
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  language: English
  resource_type: Tutorial
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https://octopus.com/blog/pulumi-and-aks-with-octopus-deploy:
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  ai_summary: Detailed enterprise deployment case study highlighting the instantiation
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  status: online
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https://octopus.com/blog/using-argo-cd-and-kustomize-for-configmap-rollouts:
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  ai_summary: Resolves the issue of non-rolling updates for Kubernetes ConfigMaps.
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https://octopus.com/blog/using-helm-with-gitops:
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  ai_summary: Analyzes the synergies and friction points of matching the declarative
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https://octopus.com/codefresh:
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https://octopus.com/devops:
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  ai_summary: Analyzes the application of visual Kanban paradigms to Kubernetes deployment
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    demonstrating how platform teams can reduce deployment friction and coordinate
    microservice boundaries with clear board transitions.
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  hierarchy:
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https://octopus.com/devops/gitops:
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  ai_summary: A strategic evaluation of GitOps workflows and state-reconciliation
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https://octopus.com/docs/deployments/patterns/deployment-process-as-code:
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https://odedia.org/production-considerations-for-spring-on-kubernetes:
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https://odo.dev:
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  ai_summary: A developer-focused CLI tool for writing and deploying applications
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https://offensive-terraform.github.io:
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https://offensive-terraform.github.io/offensive-terraform.github.io:
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https://ohmyz.sh:
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https://ohshitgit.com:
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https://okd.io:
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https://okdiario.com/economia/telefonica-santander-despiden-467-empleados-2021-denuncias-companeros-8655690:
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https://okteto.com/blog/kubernetes-for-developers-blog-series-by-okteto:
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https://olamiko.medium.com/technical-series-kubernetes-networking-5a5dc3823163:
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  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering olamiko.medium.com:
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https://oldgitops.medium.com/setting-up-podman-on-wsl2-in-windows-10-be2991c2d443:
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  ai_summary: "A curated technical resource and architectural guide covering oldgitops.medium.com:
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https://oliverjumpertz.medium.com/serverless-vs-kubernetes-58b0b387dc98:
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  ai_summary: 'A curated technical resource and architectural guide covering oliverjumpertz.medium.com:
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https://omerxx.com/k8s-controllers:
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  year: '2024'
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  ai_summary: A deep-dive technical article compiling essential engineering rules
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https://omo.dev:
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  ai_summary: Oh My OpenAgent (omo) is an open-source, multi-model agent orchestration
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https://ona.com/stories/gitpod-is-now-ona:
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https://onlineyamltools.com:
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https://opcito.com/blogs/a-guide-to-mastering-autoscaling-in-kubernetes-with-keda:
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https://open-bootcamp.com:
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  ai_summary: An archived Spanish-language full-stack and DevOps coding bootcamp.
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https://open-cluster-management.io:
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https://open-rpc.org:
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https://open.spotify.com/show/0zojMEDizKMh3aTxnGLENP:
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    featuring in-depth tech conversations with engineers, product managers, and researchers
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  year: '2025'
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  ai_summary: '**Curator Insight:** A highly valuable architectural resource providing
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    technical methodologies of frontier AI builders.

    **Live Grounding:** This official Spotify hub aggregates deep-dive technical dialogues
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    *   **Strategic Value:** Explores real-world engineering hurdles across GPT-5
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    *   **Technical Context:** Bridges the gap between research-level paper publications
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  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly vetted. The official podcast stream for OpenAI has broad
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https://open.substack.com/pub/priyankavergadia/p/world-models-vs-llms-visually-explained?r=65wvb&showWelcomeOnShare=true:
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  description: A visual explanation of the differences between World Models and Large
    Language Models (LLMs), focusing on how each models reality and patterns.
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  ai_summary: 'This visual guide contrasts Large Language Models (LLMs), which excel
    at predicting next tokens based on statistical text correlation, with World Models,
    which construct internal physical or logical representations of environments to
    simulate and predict outcomes.


    It breaks down:

    * Architectural components and core differences.

    * Practical limitations and unique use cases of each paradigm.

    * Why world models are essential for physical automation, robotics, and advanced
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  hierarchy:
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  reputation_status: Vetted
  reputation_summary: High-quality, visually intuitive educational content from Priyanka
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https://openai.com/academy/codex-for-work/how-business-operations-teams-use-codex:
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  description: A guide showing how operations teams use Codex to build strategic updates
    and tradeoff decision models.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: This piece presents the operational transition toward
    proactive LLM workflows, showing how agents can interact with local files to manage
    cross-functional projects.


    Live Grounding: Operations engineers leverage Codex''s ability to ingest messy
    trackers and stakeholder notes, converting fragmented communications into formalized
    off-track briefs and resource trade-off plans.'
  language: en
  resource_type: guide
  complexity: intermediate
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  status: online
  addition_method: automatic
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  health_score: null
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  discovered_at: '2026-06-02T00:29:13.156091+02:00'
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  - AI and Machine Learning > AI Agents > Operations Automation
  tags:
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  v2_locations:
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  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: The guide has been welcomed as an early blueprint for operations
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  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex:
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  description: A guide illustrating how analytics and data science teams use Codex
    for dashboard specs and KPI root-cause analysis.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: This publication highlights a pivot for OpenAI''s
    Codex, moving it beyond pure autocomplete code-generation toward orchestrating
    complex, end-to-end data analytics and business context pipelines.


    Live Grounding: Industry evaluations demonstrate that data engineering and operations
    teams use Codex to process unstructured work tracker and dashboard inputs directly,
    automating the generation of executive-ready KPI memos and diagnostic specifications.'
  language: en
  resource_type: guide
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352953
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  discovered_at: '2026-06-02T00:29:13.156064+02:00'
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  hierarchy:
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  tags:
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  - '[GUIDE]'
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  v2_locations:
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  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: The community recognizes this guide as part of OpenAI's strategic
    push to reposition Codex as a generalized enterprise workforce agent, transforming
    traditional workflows from manual coding to higher-level automation.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
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https://openai.com/academy/codex-for-work/how-sales-teams-use-codex:
  title: How sales teams use Codex
  description: An operational framework on leveraging Codex to synthesize customer
    conversations and CRM signals into pipeline briefs.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: This framework outlines the integration of LLMs within
    unstructured enterprise data streams, transitioning sales enablement from static
    spreadsheets to dynamic agentic execution.


    Live Grounding: Community testing confirms that utilizing Codex''s plugins and
    customized skills enables the rapid synthesis of multi-source inputs—such as call
    transcripts and CRM entries—into structured pipeline prioritization briefs.'
  language: en
  resource_type: guide
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352953
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:13.156082+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI and Machine Learning > AI Agents > Workflow Automation
  tags:
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  - '[GUIDE]'
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  v2_locations:
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  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Evaluated as highly applicable for business enablement. Users
    highlight the necessity of implementing strict human-in-the-loop checkpoints to
    verify inference-derived outputs.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/blog/scaling-kubernetes-to-7500-nodes:
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  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering openai.com:
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  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779033210
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:53:30.797975+02:00'
  last_ai_eval: null
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  hierarchy:
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  youtube_mosaic: {}
https://openai.com/guaranteed-capacity:
  title: 'OpenAI Guaranteed Capacity: Dedicated Infrastructure for Enterprise Compute'
  description: OpenAI's reserved compute framework helping eligible companies secure
    guaranteed long-term API access under 1- to 3-year commitment plans.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight:** Shifting compute procurement from spot/on-demand
    models to long-term capacity agreements represents critical maturity in AI infrastructure
    management.

    * **Live Grounding (MCP):** OpenAI has unveiled ''Guaranteed Capacity'', letting
    enterprise consumers guarantee large-scale API allocations of over 1B tokens per
    minute via tiered 1-to-3-year reservation plans, resolving scaling friction and
    bottleneck constraints during peaks.'
  language: en
  resource_type: web
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352138
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:15:38.622006+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI Infrastructure
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  - Capacity Planning
  - Resource Allocation
  tags:
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  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly praised by large-scale enterprise architects facing API
    limits and rate limit throttling.
  social_preview_url: ''
  source_provenance: X.com (OpenAI)
  suggested_new_category: ai-infrastructure-management
https://openai.com/index/advancing-content-provenance:
  title: Advancing Content Provenance for a Safer, More Transparent AI Ecosystem
  description: OpenAI's initiative on content transparency, focusing on implementing
    Content Credentials (C2PA standard), Google's SynthID watermarking, and an early
    public verification tool to clarify the origin of AI-generated media.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: Establishing authenticity in generative outputs is
    a crucial security barrier as synthetic media becomes ubiquitous in corporate
    workflows.


    Live Grounding: Released in May 2026, this post covers OpenAI''s adoption of Content
    Credentials (C2PA standard) and Google''s SynthID watermarking.


    Architectural Context:

    - Embeds secure, tamper-evident cryptographic metadata directly into generative
    model outputs.

    - Employs deep-learning-based imperceptible watermarking to detect modified synthetic
    materials.

    - Provisions public inspection tools to audit media origins and maintain digital
    trust.'
  language: en
  resource_type: article
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352168
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:16:08.173402+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Security and Ethics
  - Content Provenance
  - Cryptographic Watermarking
  tags:
  - '[EMERGING]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: High industry impact as OpenAI partners on establishing global
    content security standards using C2PA credentials and SynthID watermarking.
  social_preview_url: ''
  source_provenance: X.com (OpenAI)
  suggested_new_category: ''
https://openai.com/index/adventhealth:
  title: AdventHealth advances whole-person care with OpenAI
  description: AdventHealth advances whole-person care with OpenAI, leveraging secure
    workspace environments and HIPAA-compliant healthcare applications.
  year: '2026'
  stars: 4
  ai_summary: 'This case study details AdventHealth''s adoption of ''ChatGPT for Healthcare'',
    utilizing a secure, HIPAA-compliant workspace to optimize clinical workflows.
    The integration automates the drafting of post-discharge summaries and parses
    disconnected medical records, drastically reducing administrative burden without
    sacrificing clinical accuracy.


    Technical focus areas:

    - Zero-data-retention APIs and secure BAA execution.

    - Synthesizing unstructured EHR records into high-density clinical summaries.

    - Mitigating medical administrative burnout through agent-assisted documentation
    pipelines.'
  language: en
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352963
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:23.483044+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - AI in Healthcare
  - EHR Integration
  - Compliance and HIPAA
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Acclaimed case study highlighting a secure, HIPAA-compliant
    adoption pathway for generative AI in complex and heavily regulated hospital networks.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ai-healthcare
https://openai.com/index/boston-childrens-hospital:
  title: Boston Children's Hospital uses AI to unlock new diagnoses
  description: Case study on how Boston Children's Hospital built a secure internal
    ChatGPT environment across its entire workforce, successfully diagnosing 40+ rare
    conditions and saving 60,000+ hours.
  year: '2026'
  stars: 4
  ai_summary: 'A deep-dive case study showcasing Boston Children''s Hospital''s enterprise-wide
    implementation of a secure generative AI framework.

    *   **Architectural Value**: Outlines the transition from fragmented point solutions
    to a unified, secure enterprise AI platform with centralized governance.

    *   **Key Features**: Leverages secure LLM environments to cross-reference multi-specialty
    clinical data against research corpuses to resolve rare diagnoses.

    *   **Technical Significance**: Highlights scalable deployment patterns under
    strict healthcare compliance and privacy mandates while enhancing medical decision
    quality.'
  language: English
  resource_type: Case Study
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352818
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:26:58.749349+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Generative AI
  - Enterprise Deployments
  - Healthcare Applications
  tags:
  - '[CASE STUDY]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Strongly validated case study demonstrating actual clinical
    utility, solving over 40 rare disease cases and saving thousands of operational
    hours.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/index/braintrust:
  title: How Braintrust turns customer requests into code with Codex
  description: Insight into how Braintrust engineers use OpenAI Codex and GPT-5.5
    to transform customer feature requests into preview code branches in minutes,
    significantly accelerating release feedback.
  year: '2026'
  stars: 4
  ai_summary: 'An analysis of Braintrust''s implementation of OpenAI Codex to construct
    a fully autonomous coding loop that converts user requests into preview code.

    *   **Architectural Value**: Establishes a concrete pipeline model for agent-driven
    software development with rapid customer feedback integration.

    *   **Key Features**: Leverages Codex''s high-speed terminal output processing
    and GPT-5.5''s reasoning capabilities to spin up automated preview branches.

    *   **Technical Significance**: Proves the feasibility of moving 50% of an engineering
    team to Codex-driven environments to optimize productivity and minimize feature-to-feedback
    latency.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352818
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:26:58.749358+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Agentic Workflows
  - AI Code Generation
  tags:
  - '[CASE STUDY]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly valued within the developer and AI safety engineering
    communities for detailing how Braintrust integrates OpenAI Codex to automate enterprise
    pull-request lifecycles.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/index/building-self-improving-tax-agents-with-codex:
  title: Building self-improving tax agents with Codex
  description: Technical paper showing how OpenAI, Thrive, and Crete built a self-improving
    tax filing agent with Codex that autonomously refines its code using human feedback
    and production traces.
  year: '2026'
  stars: 4
  ai_summary: 'Examines a landmark self-improving AI agent architecture co-developed
    by OpenAI, Thrive, and Crete for automated financial filing.

    *   **Architectural Value**: Pioneers a closed-loop self-improvement framework
    where practitioner corrections are automatically converted into regression tests.

    *   **Key Features**: Employs an iterative Codex-driven loop that dramatically
    raised field accuracy from 25% to 86% in six weeks, peaking at 97%.

    *   **Technical Significance**: Replaces traditional static patch deployments
    with autonomous code refinement, demonstrating a blueprint for next-generation
    self-evolving software.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352818
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:26:58.749416+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Agentic Workflows
  - Self Improving Systems
  tags:
  - '[CASE STUDY]'
  - '[EMERGING]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Celebrated as a groundbreaking technical architectural pattern
    for self-improving LLMs, showing how real-world practitioner feedback loops can
    refine agent performance without manual engineering.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/index/cisco:
  title: Cisco and OpenAI redefine enterprise engineering with Codex
  description: Details the collaboration between Cisco and OpenAI using Codex to automate
    network configurations, troubleshoot security issues, and accelerate software
    engineering loops.
  year: '2026'
  stars: 4
  ai_summary: 'Explores Cisco''s integration of OpenAI Codex and GPT-5.5-Cyber to
    automate enterprise engineering and network security operations.

    *   **Architectural Value**: Combines generative coding agents with physical and
    cloud network infrastructure to create autonomous healing environments.

    *   **Key Features**: Features Codex-driven script generation for switches, routers,
    and firewalls, as well as AI-assisted vulnerability patching under the Daybreak
    initiative.

    *   **Technical Significance**: Models the future of software-defined networking
    where agentic workflows programmatically manage and troubleshoot complex topologies.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352818
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:26:58.749408+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Network Engineering
  - Agentic Workflows
  - Infrastructure as Code
  tags:
  - '[CASE STUDY]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly praised by network engineers and platform teams for combining
    Codex's code-generation with Cisco's automated network and security orchestration
    pipelines.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/index/codex-for-knowledge-work:
  title: Codex is Becoming a Productivity Tool for Everyone
  description: OpenAI's overview of the expanding capabilities of Codex as a versatile
    utility for complex text extraction, structured data operations, and automated
    knowledge-work workflows.
  year: '2026'
  stars: 4
  ai_summary: '### Curator Insight

    This OpenAI release details the ongoing paradigm shift of OpenAI Codex from an
    exclusive software development assistant into a foundational engine for general
    knowledge work. The report highlights how Codex''s advanced code-generation and
    structured formatting capabilities are being leveraged for raw data parsing, complex
    search synthesis, and cross-application API automation. It serves as an essential
    read for architects design-thinking the future of human-AI collaborative workflows.'
  language: English
  resource_type: Article / Report
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780401702
  needs_ai_refresh: false
  discovered_at: '2026-06-02T14:01:42.549074+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Autonomous Agents
  - Workplace Automation
  tags:
  - '[CASE STUDY]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  impact_score: 90
  reputation_status: Vetted
  reputation_summary: Official research and tool release report from OpenAI. High-density
    authority on the structural transition of software automation tools into general
    workplace environments.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/index/databricks:
  title: Databricks brings GPT-5.5 to enterprise agent workflows - OpenAI
  description: Announcement of the integration of GPT-5.5 into Databricks lakehouses,
    setting SOTA records on OfficeQA Pro.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: Merging GPT-5.5''s reasoning capabilities with Databricks''
    structured lakehouse repositories forms a highly resilient architecture for secure
    enterprise AI operations.


    Live Grounding: Evaluation metrics on the OfficeQA Pro benchmark indicate that
    this pairing is the first to cross the 50% accuracy threshold when parsing complex
    enterprise documentation, contracts, and old reports directly from distributed
    data systems.'
  language: en
  resource_type: article
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352953
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:13.156101+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI and Machine Learning > Enterprise LLMs > Agent Integration
  tags:
  - '[CASE STUDY]'
  - '[DE FACTO STANDARD]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Widely cited across technical newsletters as a critical enterprise
    partnership. The integration showcases a significant step forward in secure, private
    data retrieval backed by state-of-the-art models.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: lakehouse-ai
https://openai.com/index/dell-codex-enterprise-partnership:
  title: OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises
    enterprise environments
  description: OpenAI and Dell Technologies are collaborating to help more enterprises
    deploy Codex in the environments where their most important data, systems, and
    workflows already live.
  year: '2026'
  stars: 4
  ai_summary: 'This enterprise release highlights the integration of OpenAI Codex
    with the Dell AI Data Platform and the Dell AI Factory. The architecture provides
    a secure deployment bridge, allowing complex coding agents to operate locally
    on hybrid or on-premises server infrastructure where legacy databases reside.


    Strategic technical benefits:

    - Direct mitigation of enterprise data transit, compliance, and regulatory issues.

    - Deep contextual model training against on-premises codebases and documentation.

    - Low-latency, secure enterprise agent deployment with built-in access controls.'
  language: en
  resource_type: article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352963
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:23.483078+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Hybrid Enterprise Architecture
  - Dell AI Data Platform Integration
  - On-Premises Codex Deployment
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Major enterprise landmark widely celebrated for overcoming on-premises
    compliance blockers for generative AI coding tools.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: hybrid-ai-architecture
https://openai.com/index/election-safeguards-2026:
  title: Election information and safeguards in 2026
  description: Ahead of global elections, we're helping people access information,
    supporting cyber defenders, and increasing AI transparency.
  year: '2026'
  stars: 4
  ai_summary: 'This document outlines OpenAI''s technical and operational roadmap
    for safeguarding global democratic processes in 2026. The strategy prioritizes
    the integration of C2PA digital provenance standards to trace AI content, partnerships
    with cybersecurity agencies to protect voting infrastructure, and targeted bias
    auditing to preserve neutral model behavior.


    Key pillars include:

    - Enhancing real-time content watermarking and digital signature mechanisms.

    - Deploying active threat intelligence pipelines to identify and disrupt state-sponsored
    influence networks.

    - Enforcing strict API and product usage guidelines to block coordinated interactive
    manipulation.'
  language: en
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352963
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:23.483003+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - AI Governance
  - Safety and Trust
  - Election Safeguards
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly vetted official initiative with positive feedback from
    cybersecurity and policy communities regarding the proactive integration of provenance
    standards to mitigate generative AI election abuse.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ai-safety
https://openai.com/index/endava:
  title: How Endava builds an agentic organization with Codex
  description: Case study on Endava's deployment of Codex to codify senior engineering
    expertise into autonomous agents that work across the software delivery lifecycle.
  year: '2026'
  stars: 4
  ai_summary: 'Details Endava''s transformation into an agentic organization utilizing
    OpenAI Codex to scale engineering workflows across massive software contract lifecycles.

    *   **Architectural Value**: Implements a structured framework where senior engineering
    expertise is encapsulated into reusable AI agents.

    *   **Key Features**: Compresses weeks of manual requirements analysis into automated
    pipelines, improving documentation velocity and code consistency.

    *   **Technical Significance**: Models a practical architecture for deploying
    agents to support human engineers from initial client intake to final codebase
    delivery.'
  language: English
  resource_type: Case Study
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352818
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:26:58.749376+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Agentic Workflows
  - Enterprise AI Strategy
  tags:
  - '[CASE STUDY]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Vetted enterprise implementation; Endava is an exclusive partner
    program member, showing highly successful adoption of Codex in software contracting
    delivery.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/index/gartner-2026-agentic-coding-leader:
  title: OpenAI named a Leader in enterprise coding agents by Gartner
  description: OpenAI is named a leader in the 2026 Gartner Magic Quadrant for Enterprise
    AI Coding Agents, with Codex recognized for innovation and enterprise-scale deployment.
  year: '2026'
  stars: 4
  ai_summary: 'This announcement details OpenAI''s leadership positioning in Gartner''s
    2026 evaluation of enterprise coding agents. Driven by Codex and GPT-5.5, the
    platform is recognized for delivering robust codebase reasoning, sandboxed execution
    environments, and deep tool integrations that scale from local developer environments
    to centralized CI/CD pipelines.


    Core strengths highlighted:

    - Production-grade enterprise security, including fine-grained RBAC and auditable
    workspaces.

    - Multi-agent orchestrators capable of self-healing and automated test execution.

    - Low-latency, high-throughput context windows optimized for massive repositories.'
  language: en
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352963
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:23.483036+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - AI Coding Assistants
  - Gartner Evaluations
  - Enterprise AI Strategy
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Heavily cited industry milestone confirming Codex's maturity
    and dominance in enterprise development, generating high trust among global technology
    leaders.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ai-driven-engineering
https://openai.com/index/grupo-folha-grupo-uol-partnership:
  title: OpenAI, Grupo Folha, and Grupo UOL announce strategic content partnership
  description: OpenAI partners with Grupo Folha and Grupo UOL to bring trusted Brazilian
    journalism to ChatGPT, expanding access to news with attribution and transparency.
  year: '2026'
  stars: 4
  ai_summary: 'This strategic announcement details a licensing partnership integrating
    live, high-fidelity Brazilian journalism from Grupo Folha and Grupo UOL directly
    into ChatGPT''s retrieval pipelines. By bypassing standard web scrapers in favor
    of direct publisher data feeds, the architecture guarantees reliable, localized
    Portuguese news retrieval.


    Key architectural benefits:

    - Low-latency indexing of licensed editorial feeds.

    - Structured programmatic attribution and high-visibility click-through source
    links.

    - Reduced model hallucination rates on regional real-time queries.'
  language: en
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352963
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:23.483018+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Information Retrieval
  - Content Pipelines
  - API Licensing
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Strategic content licensing deal widely discussed on tech blogs
    as an indicator of real-time search engine shift towards direct, high-value publisher
    partnerships.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ai-content-licensing
https://openai.com/index/introducing-openai-for-singapore:
  title: Introducing OpenAI for Singapore
  description: Today at the ATx Summit in Singapore, we're launching OpenAI for Singapore,
    a partnership with the Ministry of Digital Development and Information (MDDI)
    to support Singapore's National AI strategy.
  year: '2026'
  stars: 4
  ai_summary: 'This document covers OpenAI''s strategic partnership with the Singapore
    Ministry of Digital Development and Information (MDDI) to reinforce its National
    AI Strategy. The framework supports regional language model customization, launches
    a regional Singaporean chapter of the OpenAI Academy, and places Forward Deployed
    Engineers on-site.


    Core technical aims:

    - Optimizing localized models to perform natively in Southeast Asian languages.

    - Deploying agentic student and teacher assistant tools in collaborative public
    school programs.

    - Fostering local ecosystem engineering capacity directly connected to OpenAI
    research platforms.'
  language: en
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352963
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:23.483069+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Sovereign AI Strategy
  - Sovereign Language Modeling
  - Public Infrastructure
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly cited milestone validating Singapore's commitment to
    National AI Strategy 2.0 with targeted OpenAI support.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: sovereign-ai
https://openai.com/index/malta-chatgpt-plus-partnership:
  title: OpenAI and Malta partner to bring ChatGPT Plus to all citizens
  description: OpenAI and Malta partner to bring ChatGPT Plus to all citizens, introducing
    structured education pathways and national utility licensing.
  year: '2026'
  stars: 4
  ai_summary: 'This press release describes OpenAI''s partnership with the Government
    of Malta to provide ChatGPT Plus as a public utility to all citizens. This deployment
    is coupled with a structured AI literacy program designed by the University of
    Malta to teach citizens safe, practical, and highly effective daily generative
    AI use cases.


    Key systemic structures:

    - Nation-wide distribution managed through the Malta Digital Innovation Authority.

    - Mandated educational course pre-requisite to cultivate safe prompting practices.

    - Scalable national training infrastructure aligning citizen capability with high-grade
    AI tools.'
  language: en
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352963
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:23.483086+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Sovereign AI Deployment
  - National AI Literacy
  - Public Utility Models
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Widely discussed public policy landmark, recognized as the world's
    first national citizen utility deployment of ChatGPT Plus.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: sovereign-ai
https://openai.com/index/model-disproves-discrete-geometry-conjecture:
  title: OpenAI Model Disproves Central Conjecture in Discrete Geometry
  description: OpenAI model disproves Erdős unit distance conjecture in discrete geometry.
  year: '2026'
  stars: 4
  ai_summary: A technical announcement detailed by OpenAI outlining how a general-purpose
    reasoning model autonomously disproved Paul Erdős' 1946 unit distance conjecture.
    This milestone marks an architectural shift from assistive AI to autonomous mathematical
    synthesis, constructing dense unit-distance algebraic graphs that exceed traditional
    rescaled square grid limits.
  language: en
  resource_type: article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352292
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:18:12.588370+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI and Machine Learning
  - Reasoning Models
  - Mathematical Discoveries
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly acclaimed academic and industry breakthrough, showcasing
    the transition of LLMs from coding assistants to autonomous scientific researchers.
  social_preview_url: ''
  source_provenance: X.com (OpenAI)
  suggested_new_category: ''
https://openai.com/index/mufg:
  title: MUFG aims to become AI native with OpenAI
  description: Case study on Mitsubishi UFJ Financial Group deploying ChatGPT Enterprise
    to 35,000 employees, focusing on security boundaries, training, and building over
    1,800 custom GPTs.
  year: '2026'
  stars: 4
  ai_summary: 'An analysis of Japan''s largest financial group''s enterprise-wide
    rollout of ChatGPT Enterprise to 35,000 banking professionals.

    *   **Architectural Value**: Demonstrates how to design a compliant, zero-training-data-retention
    AI layer inside a highly regulated industry.

    *   **Key Features**: Uses structured mandatory training and an internal ''AI
    Champion'' model to overcome standard employee adoption barriers.

    *   **Technical Significance**: Illustrates practical patterns for deploying over
    1,800 departmental custom GPTs while maintaining strict data isolation.'
  language: English
  resource_type: Case Study
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352818
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:26:58.749400+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Software
  - Generative AI
  - Financial Services
  tags:
  - '[CASE STUDY]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Acclaimed case study for detailing organizational enablement
    and change management during a massive company-wide roll-out of ChatGPT Enterprise
    in finance.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/index/openai-frontier-governance-framework:
  title: OpenAI Frontier Governance Framework
  description: OpenAI's formal Frontier Governance Framework outlining processes for
    systemic risk assessment, model reporting, incident response, and regulatory alignment.
  year: '2026'
  stars: 4
  ai_summary: 'A comprehensive guide mapping OpenAI''s internal risk mitigation protocols
    to emerging global regulatory standards.

    *   **Architectural Value**: Translates California''s TFAIA and the EU AI Act
    into concrete technical requirements for safe deployment.

    *   **Key Features**: Outlines rigorous risk assessment lifecycles focusing on
    cyber threats, chemical/biological (CBRN) hazards, and loss of control.

    *   **Technical Significance**: Provides enterprise architects with a structured
    template for building auditable safety and incident response pipelines for AI
    systems.'
  language: English
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352818
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:26:58.749387+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Generative AI
  - AI Safety
  - Compliance and Regulation
  tags:
  - '[EMERGING]'
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Acknowledged by compliance officers and cloud security engineers
    as an essential blueprint for aligning model deployments with California and EU
    AI laws.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/index/openai-frontier-models-and-codex-are-now-available-on-aws:
  title: OpenAI frontier models and Codex are now available on AWS
  description: Official announcement regarding the general availability of OpenAI
    frontier models and Codex on Amazon Bedrock, complete with AWS IAM, PrivateLink,
    and compliance support.
  year: '2026'
  stars: 4
  ai_summary: 'This resource details the integration of OpenAI frontier models and
    Codex into Amazon Bedrock, providing enterprises with secure, governed access.

    *   **Architectural Value**: Enables enterprise-grade deployments of state-of-the-art
    models within established AWS compliance, security, and private networking boundaries.

    *   **Key Features**: Provides direct API access, Codex workspace integration,
    IAM permission boundaries, PrivateLink encryption, and CloudTrail audit logging.

    *   **Technical Significance**: Eliminates the exclusivity bottleneck, allowing
    architects to seamlessly orchestrate multi-model workflows on AWS infrastructure
    without exposing data.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352818
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:26:58.749335+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Amazon Web Services
  - Generative AI Integration
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[EMERGING]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: aws-newfeatures
  reputation_status: Vetted
  reputation_summary: Highly praised by cloud architects and enterprise IT for combining
    the intelligence of OpenAI's frontier models with AWS's robust governance, security,
    and procurement frameworks.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/index/our-views-on-ai-policy-and-political-advocacy:
  title: Our Views on AI Policy and Political Advocacy
  description: An official policy stance statement clarifying OpenAI's approach to
    legislative policy debates, employee political involvement, and corporate advocacy
    neutrality.
  year: '2026'
  stars: 4
  ai_summary: '### Curator Insight

    This policy brief outlines OpenAI''s official stance on global AI governance and
    political advocacy. Published amidst escalating debates surrounding national regulatory
    frameworks, OpenAI clarifies its operational decision to refrain from forming
    PACs or funding political campaigns. This document provides critical transparency
    for enterprise stakeholders navigating compliance, safety alignment, and corporate
    responsibility in the Intelligence Age.'
  language: English
  resource_type: Policy Brief / Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780401702
  needs_ai_refresh: false
  discovered_at: '2026-06-02T14:01:42.549083+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - AI Governance
  - Corporate Policy
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  impact_score: 82
  reputation_status: Vetted
  reputation_summary: Official OpenAI statement. Authoritative declaration regarding
    corporate political neutrality and policy advocacy standards, highly cited across
    tech regulatory forums.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/index/personal-finance-chatgpt:
  title: A new personal finance experience in ChatGPT
  description: A preview announcement of ChatGPT's Plaid-powered bank account integration
    for real-time financial insights.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: Integrating banking APIs with conversational LLMs
    introduces a novel paradigm of context-aware financial planning, shifting attention
    away from traditional search directories.


    Live Grounding: The implementation leverages Plaid to secure read-only access
    across over 12,000 financial institutions, enabling real-time categorization of
    expenses and portfolios, though users must carefully manage the inherent third-party
    connection vectors.'
  language: en
  resource_type: article
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352953
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:13.156110+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI and Machine Learning > Consumer Agents > Financial Technology
  tags:
  - '[EMERGING]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: While the technical utility is heavily praised, the community
    (Reddit r/financialindependence) retains strong privacy and data-sovereignty concerns
    regarding the Plaid integration with a public cloud model.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/index/ramp:
  title: How Ramp engineers accelerate code review with Codex
  description: How Ramp engineers use Codex with GPT-5.5 to review code and ship improvements,
    allowing them to get substantive feedback in minutes instead of hours.
  year: '2026'
  stars: 4
  ai_summary: 'This article analyzes the technical deployment of OpenAI Codex with
    GPT-5.5 at fintech leader Ramp to scale internal code review operations. By automating
    semantic syntax evaluation, pattern checking, and vulnerability assessments, the
    pipeline yields high-fidelity architectural feedback in minutes.


    Key process innovations:

    - Reduced code-to-merge latencies through agentic automated PR reviews.

    - Context-aware code validation matching proprietary architectural standards.

    - High-velocity shipping loops enabled by continuous automated debugging recommendations.'
  language: en
  resource_type: article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352963
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:23.483053+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - AI Coding Assistants
  - Automated Code Review
  - Fintech CI/CD Pipelines
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Vigorously discussed across fintech and dev channels, demonstrating
    a practical implementation of GPT-5.5 inside continuous delivery code pipelines.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ai-driven-engineering
https://openai.com/index/stargate-michigan-data-center:
  title: Building the Infrastructure for the Intelligence Age in Michigan
  description: OpenAI's groundbreaking announcement of a 1-gigawatt (GW) 'Stargate'
    supercomputing data center campus in Michigan in partnership with Oracle.
  year: '2026'
  stars: 4
  ai_summary: 'The official OpenAI announcement marking the groundbreaking of a landmark
    1-gigawatt (GW) AI infrastructure campus in Saline Township, Michigan.

    - Realized through a $16 billion partnership involving Oracle and SoftBank, the
    Stargate initiative is designed to construct hyperscale computing clusters dedicated
    to next-generation model training.

    - Details advanced thermal-cooling solutions, high-density energy grids, and union
    labor agreements required to construct the physical backbone of the Intelligence
    Age.'
  language: en
  resource_type: article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352838
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:27:18.801380+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI Infrastructure
  - Hyperscale Data Centers
  - Hardware Scaling
  - Cloud Architecture
  tags:
  - '[CASE STUDY]'
  - '[EMERGING]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Official OpenAI press announcement and landmark industry milestone.
    Vetted and covered globally by major technology and financial news sources in
    June 2026.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ai-infrastructure-datacenter
https://openai.com/index/strengthening-societal-resilience-with-rosalind-biodefense:
  title: Strengthening Societal Resilience with Rosalind Biodefense
  description: OpenAI announces the launch of its Rosalind Biodefense program leveraging
    GPT-Rosalind to secure DNA synthesis and accelerate defensive countermeasures.
  year: '2026'
  stars: 4
  ai_summary: This announcement outlines the launch of OpenAI's 'Rosalind Biodefense'
    program built around GPT-Rosalind, a frontier reasoning model designed for life
    sciences. The system focuses on defensive capabilities such as early threat warning,
    epidemiological modeling, DNA synthesis screening, and accelerating scientific
    workflow. By partnering with organizations like SecureDNA and Fourth Eon Biosecurity,
    OpenAI aims to establish biological containment and proactive defensive acceleration
    protocols.
  language: en
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352849
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:27:29.031585+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI
  - Applied AI
  - Biosecurity
  - Inference Models
  tags:
  - '[CASE STUDY]'
  - '[EMERGING]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly regarded defensive biosecurity initiative leveraging
    frontier AI capabilities in life sciences with rigorous safety and containment
    protocols.
  social_preview_url: ''
  source_provenance: X.com (OpenAI)
  suggested_new_category: ai-biotech
https://openai.com/index/the-next-phase-of-education-for-countries:
  title: The next phase of OpenAI's Education for Countries
  description: At the Education World Forum in London, OpenAI shares early learnings
    from Education for Countries and welcomes Singapore to the program.
  year: '2026'
  stars: 4
  ai_summary: 'This programmatic update outlines the transition of the ''OpenAI for
    Countries'' model from general access to highly structured educational frameworks.
    Partnering with sovereign nations, the project introduces dedicated configurations
    like ''ChatGPT for Teachers'' and community college training resources.


    Structural frameworks include:

    - Co-designing teacher-led classroom assets to cultivate safe AI integration.

    - Launching the ''OpenAI Luminaries'' program for global educational curriculum
    exchange.

    - Supporting evidence-based deployments monitored by research teams to optimize
    learning outcomes.'
  language: en
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352963
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:23.483061+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - AI in Education
  - Sovereign AI Adoption
  - Public Sector Frameworks
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Well-received public sector overview showcasing structural AI
    education deployments rather than generic consumer app-access programs.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ai-education
https://openai.com/index/trustworthy-third-party-evaluations-foundations:
  title: A shared playbook for trustworthy third party evaluations
  description: OpenAI's playbook establishing guidelines for independent, trustworthy
    third-party evaluations of frontier AI systems, emphasizing system harnesses,
    validity checks, and context modeling.
  year: '2026'
  stars: 4
  ai_summary: 'This document introduces OpenAI''s blueprint for conducting reliable
    and independent evaluations of frontier AI models.

    *   **Architectural Value**: Shifts the evaluation paradigm from simple prompt-response
    benchmarks to complex, multi-step environment harnesses.

    *   **Key Features**: Focuses on eliciting real capabilities, evaluating safeguard
    robustness, managing reward hacking, and detecting data contamination.

    *   **Technical Significance**: Establishes standardized auditing practices essential
    for compliance with global regulations such as the EU AI Act and California''s
    TFAIA.'
  language: English
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352818
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:26:58.749367+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Generative AI
  - AI Safety
  - Model Evaluation Frameworks
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Widely recognized by AI safety researchers and regulatory bodies
    (such as the UK and US AI Safety Institutes) as a foundational document for standardizing
    frontier model auditing.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/index/virgin-atlantic:
  title: How Virgin Atlantic ships faster with Codex
  description: How Virgin Atlantic used Codex to ship its revamped mobile app on a
    fixed holiday travel deadline, reaching near-total unit test coverage and zero
    P1 defects.
  year: '2026'
  stars: 4
  ai_summary: 'This enterprise case study demonstrates the technical integration of
    OpenAI Codex within Virgin Atlantic''s software delivery pipeline to reconstruct
    their consumer-facing mobile application under a rigid shipping timeline. By utilizing
    Codex for automated unit-test generation and legacy code translation, the engineering
    team achieved near-total unit test coverage.


    Key engineering highlights:

    - Transitioned development from boilerplate drafting to agentic oversight.

    - Reached comprehensive test coverage without delaying critical release windows.

    - Recorded zero P1 defects post-deployment due to automated, continuous integration
    evaluations.'
  language: en
  resource_type: article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352963
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:29:23.483027+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - AI Coding Assistants
  - Software Delivery Optimization
  - Test Automation
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly praised developer case study showing substantial ROI
    on using generative AI code helpers inside strict, time-sensitive commercial aviation
    software pipelines.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ai-driven-engineering
https://openai.com/index/warp:
  title: Warp's big bet on building open source with GPT-5.5
  description: OpenAI's official startup feature detailing Warp's transition to an
    open-source model under AGPL-3.0, backed by OpenAI and fully managed via its cloud
    agent orchestration platform, Oz.
  year: '2026'
  stars: 4
  ai_summary: 'An exploration of Warp''s agentic open-source contribution workflow
    powered by OpenAI''s GPT-5.5.

    *   **Architectural Value**: Showcases ''Oz'', a cloud-based agent platform that
    acts as an autonomous orchestrator to triage issues, plan implementations, and
    write PRs.

    *   **Key Features**: Leverages Rust client architecture with deep multi-agent
    coordination, supporting local sandbox controls and custom command pipelines.

    *   **Technical Significance**: Redefines open-source collaboration, demonstrating
    a paradigm where human and AI agents securely build and maintain a massive public
    codebase.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352818
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:26:58.749423+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Open Source Software
  - Agentic Development Environments
  tags:
  - '[DE FACTO STANDARD]'
  - '[EMERGING]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Extremely high community reception; Warp open-sourced its Rust
    terminal client under AGPL-3.0 with OpenAI backing, receiving nearly 28k stars
    on day one.
  social_preview_url: ''
  source_provenance: RSS Feed (OpenAI News)
  suggested_new_category: ''
https://openai.com/research/scaling-kubernetes-to-7500-nodes:
  title: "openai.com: Scaling Kubernetes to 7,500 nodes \U0001F31F"
  description: ''
  year: N/A
  stars: 0
  ai_summary: "A curated technical resource and architectural guide covering openai.com:
    Scaling Kubernetes to 7,500 nodes \U0001F31F in the Kubernetes Tools ecosystem."
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779031337
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:22:17.292435+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/mlops.md
  v2_locations:
  - mlops.md
  youtube_mosaic: {}
  duplicate_of: https://openai.com/blog/scaling-kubernetes-to-7500-nodes
https://openapi-generator.tech:
  title: "OpenAPI Generator \U0001F31F"
  description: ''
  year: '2026'
  stars: 5
  ai_summary: The industry standard OpenAPI Generator, designed to automate client
    SDK and server stub generation from OpenAPI specifications across 50+ programming
    languages.
  language: Java
  resource_type: Tool
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - API Tooling
  - Codegen
  - OpenAPI
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
https://openbuilt.io:
  title: OpenBuilt
  description: ''
  year: '2021'
  stars: 0
  ai_summary: OpenBuilt is an open industry platform facilitating digital supply chain
    orchestration for construction environments. Built on hybrid cloud and OpenShift
    technologies, it streamlines third-party application interoperability.
  language: English
  resource_type: SaaS
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Industry Solution
  - Construction Industry
  - Platform-as-a-Service
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
https://opencensus.io:
  title: null
  description: null
  year: null
  stars: null
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: bcdc572d753ccf43b5dedfa06276005ed33929ff37d643d3327e1795ef4c1595
  health_score: 100.0
  last_checked: 1779031849
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:30:49.929415+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
  - docs/monitoring.md
  v2_locations: []
  youtube_mosaic: {}
https://opencontainers.org:
  title: 'OCI: Open Container Initiative'
  description: ''
  year: '2015'
  stars: 0
  ai_summary: The primary industry-governed specification standard for container formats
    and runtimes. By defining precise, cross-vendor standards for OCI Image Specifications
    and Runtime Specifications, it ensures complete runtime interoperability across
    diverse infrastructure orchestrators and container engines.
  language: None
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2015-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Containerization
  - Fundamentals
  - Standards
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - container-managers.md
  youtube_mosaic: {}
https://opencoreventures.com/blog/2023-08-23-hashicorp-switching-bsl-shows-need-for-open-charter-companies:
  title: 'opencoreventures.com: HashiCorp switching to BSL shows a need for open charter''
    companies'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: 13e357f68ee695ca9861659d11214de3736521c3c40b00cbf5bc9019e122a0ff
  health_score: 100.0
  last_checked: 1779034232
  needs_ai_refresh: false
  discovered_at: '2026-05-17T18:10:32.942019+02:00'
  last_ai_eval: null
  company: null
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https://opencurve.io:
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  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering Curve:
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  language: English
  resource_type: Reference
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  hierarchy:
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https://opendatahub.io:
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  ai_summary: Open Data Hub (ODH) is an open-source, blueprint AI/ML platform built
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    demonstrating high enterprise stability for automating large-scale machine learning
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  resource_type: Official Project
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  hierarchy:
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  v1_locations: []
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https://openebs.io:
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  ai_summary: OpenEBS is an adaptable Container Attached Storage (CAS) system that
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  hierarchy:
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https://opengitops.dev:
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  ai_summary: 'The home of the CNCF GitOps Working Group, detailing the official OpenGitOps
    standards. It defines the formal criteria required for GitOps systems: declarative
    states, versioned storage, pull-based delivery, and continuous reconciliation
    loop synchronization. Adhering to these principles ensures consistency, auditability,
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  complexity: Intermediate
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  hierarchy:
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https://openid.net:
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  year: '2024'
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  ai_summary: The official specifications for OpenID Connect, the dominant federation
    protocol for Kubernetes authentication. Implementing OIDC enables modern clusters
    to offload authentication to external identity providers like Okta, Keycloak,
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  language: English
  resource_type: Documentation
  complexity: Advanced
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://openinsurance.io:
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  description: ''
  year: '2026'
  stars: 3
  ai_summary: An initiative advocating for open API standards within the insurance
    sector (Insurtech). It establishes data exchange models for claims processing,
    policy management, and underwritings to promote interoperability among traditional
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  resource_type: Standard / Initiative
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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https://openjdk.java.net/jeps/413:
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https://openjdk.org/jeps/413:
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  ai_summary: This proposal details JEP 413, introducing the `@snippet` tag for Java
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https://openkruise.io:
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  ai_summary: The main portal for the OpenKruise engine. OpenKruise is a CNCF incubating
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  hierarchy:
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https://openliberty.io:
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  ai_summary: The project portal for Open Liberty, IBM's open-source, highly modular
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https://openpracticelibrary.com:
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https://opensearch.org:
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  ai_summary: "A curated technical resource and architectural guide covering opensearch.org
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  status: online
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  health_score: 100.0
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  discovered_at: '2026-06-18T00:41:41.458701+02:00'
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  hierarchy:
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  tags:
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https://openservicemesh.io:
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    absorbed into the Kubernetes Gateway API and ambient mesh patterns. This resource
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  hierarchy:
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https://openshift-ireland.com:
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  ai_summary: A curated technical resource and architectural guide covering openshift-ireland.com
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  language: English
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  discovered_at: '2026-05-17T17:11:13.596172+02:00'
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  hierarchy:
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  tags:
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https://openshift.io:
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  ai_summary: A curated technical resource and architectural guide covering OpenShift.io
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https://openshift.tips:
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  ai_summary: A curated technical resource and architectural guide covering openshift.tips
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  language: English
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  hierarchy:
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https://openshift.tv:
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https://opensource.builders:
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  ai_summary: A modern visual directory mapping proprietary SaaS and enterprise platforms
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  resource_type: Website
  complexity: Beginner
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  hierarchy:
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https://opensource.com:
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  year: '2026'
  stars: 4
  ai_summary: A foundational open-source community portal offering comprehensive guides,
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  status: online
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  hierarchy:
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https://opensource.com/article/16/12/cidr-network-notation-configuration-linux:
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  year: '2016'
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  ai_summary: An instructional overview exploring CLI utility sipcalc. Outlines advanced
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  language: Shell
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  complexity: Intermediate
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  status: online
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  discovered_at: '2016-06-01T00:00:00+02:00'
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  hierarchy:
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https://opensource.com/article/18/10/sre-startup:
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  ai_summary: An open-source community exploration of SRE's role within fast-paced
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  language: English
  resource_type: blog
  complexity: beginner
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  status: online
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  hierarchy:
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  v1_locations: []
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https://opensource.com/article/18/12/testing-ansible-roles-molecule:
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  year: '2018'
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  ai_summary: Introduction to testing Ansible configuration playbooks using the Molecule
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  language: N/A
  resource_type: Article
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  status: online
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  discovered_at: '2018-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
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https://opensource.com/article/18/3/how-use-ansible-set-system-monitoring-prometheus:
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  year: '2018'
  stars: 0
  ai_summary: Demonstrates how to automate the installation, configuration, and host-level
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    playbooks. Focuses on systemd service creation, configuration templating, and
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  resource_type: Technical Article
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  status: online
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  hierarchy:
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https://opensource.com/article/18/4/learn-advanced-ssh-commands-new-cheat-sheet:
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  ai_summary: An educational guide examining deep SSH capabilities such as ProxyJump
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    SSH patterns. Live Grounding confirms these configurations are critical for cloud
    bastion setups.
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  resource_type: Cheat Sheet
  complexity: Advanced
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  status: online
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  hierarchy:
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https://opensource.com/article/18/4/running-jenkins-builds-containers:
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  ai_summary: Guide detailing the setup and execution of transient Jenkins agents
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  complexity: Intermediate
  is_microservice: false
  status: online
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  discovered_at: '2018-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
  v2_locations:
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  - openshift-pipelines.md
  youtube_mosaic: {}
https://opensource.com/article/18/8/devops-jenkins-2:
  title: opensource.com - Introduction to writing pipelines-as-code and implementing
    DevOps with Jenkins 2
  description: ''
  year: '2018'
  stars: 0
  ai_summary: Detailed look at the architectural modifications introduced in Jenkins
    2, focusing on its fundamental Pipeline-as-Code delivery model. Shares strategies
    to ease migration from legacy layouts and foster automation collaboration between
    developers and operations teams.
  language: English
  resource_type: article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure & DevOps
  - CI-CD Concepts
  - Jenkins Tutorials
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://opensource.com/article/18/8/what-cicd:
  title: 'opensource.com: What is CI/CD?'
  description: ''
  year: '2018'
  stars: 0
  ai_summary: A foundational educational guide detailing the concepts, benefits, and
    components of Continuous Integration and Continuous Deployment (CI/CD). It explains
    how pipeline automation accelerates software delivery, guarantees build consistency,
    and serves as the operational substrate for DevOps cultures.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - Methodology
  - Introduction
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cicd.md
  youtube_mosaic: {}
https://opensource.com/article/18/9/distributed-tracing-microservices-world:
  title: 'opensource.com: Distributed tracing in a microservices world'
  description: ''
  year: '2018'
  stars: 0
  ai_summary: Explains the architectural necessity of distributed tracing inside modern
    microservice mesh environments, outlining how it visualizes service dependency
    networks and identifies downstream latency.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Distributed Tracing
  - Methodology
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://opensource.com/article/18/9/distributed-tracing-tools:
  title: 'opensource.com: 3 open source distributed tracing tools'
  description: ''
  year: '2018'
  stars: 0
  ai_summary: Reviews and contrasts early open-source distributed tracing tools such
    as Jaeger, Zipkin, and SkyWalking, highlighting deployment complexity, UI dashboards,
    and community traction.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Distributed Tracing
  - Tool Comparison
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://opensource.com/article/19/11/introduction-monitoring-prometheus:
  title: Monitoring kubernetes with Prometheus
  description: ''
  year: '2019'
  stars: 0
  ai_summary: This article outlines the fundamentals of monitoring Kubernetes clusters
    using Prometheus. It details how Prometheus auto-discovers endpoints, services,
    and nodes via the Kubernetes API, and highlights the roles of Node Exporter and
    kube-state-metrics in capturing OS and cluster-level state metrics.
  language: YAML
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Observability
  - Prometheus
  - Kubernetes Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - prometheus.md
  youtube_mosaic: {}
https://opensource.com/article/19/2/quickstart-guide-ansible:
  title: "opensource.com: A quickstart guide to Ansible \U0001F31F"
  description: ''
  year: '2019'
  stars: 0
  ai_summary: A fast-paced guide to configuring Ansible controller environments and
    target nodes. It simplifies SSH authentication setups and inventory management.
    This article is ideal for starting with local automation in sandboxed test labs.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Infrastructure as Code
  - Ansible Introduction
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://opensource.com/article/19/2/scaling-postgresql-kubernetes-operators:
  title: "opensource.com: Scaling PostgreSQL with Kubernetes Operators \U0001F31F"
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Explores the technical theory of the Kubernetes Operator pattern applied
    to database state management. Illustrates how operators capture advanced human
    tasks like database scaling, backups, and minor migrations.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Kubernetes Operators
  - PostgreSQL Scaling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://opensource.com/article/19/4/devops-pipeline:
  title: 'opensource.com: A beginner''s guide to building DevOps pipelines with open
    source tools'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: A foundational guide outlining how to build robust, open-source DevOps
    pipelines. It discusses orchestrating continuous integration and continuous deployment
    environments using tools like Jenkins, providing a roadmap for establishing automated
    feedback loops.
  language: English
  resource_type: Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - CI-CD Pipelines
  - Fundamentals
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - cicd.md
  youtube_mosaic: {}
https://opensource.com/article/19/7/devops-vs-sysadmin:
  title: 'opensource.com: The case for making the transition from sysadmin to DevOps
    engineer'
  description: ''
  year: '2019'
  stars: 1
  ai_summary: Highlights shift requirements for infrastructure personnel. Explores
    how adopting systemic code logic patterns instead of static configuration scripts
    secures system scale.
  language: N/A
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Culture
  - Career Transition
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://opensource.com/article/19/7/how-transition-career-devops-engineer:
  title: 'opensource.com: How to transition into a career as a DevOps engineer'
  description: ''
  year: '2019'
  stars: 1
  ai_summary: Detailed strategic path to transition careers into cloud engineering.
    Underlines core requirements including version control, script modularity, and
    telemetry concepts.
  language: N/A
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Culture
  - Career Transition
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://opensource.com/article/19/8/why-spinnaker-matters-cicd:
  title: 'opensource.com: Why Spinnaker matters to CI/CD'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Analyzes Spinnaker's architectural importance in decouple-focused CI/CD
    architectures. Focuses on its ability to handle complex canary, blue/green, and
    multi-region deployments out-of-the-box, mitigating the dependency on fragile
    custom scripts.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Deployment & Delivery
  - Continuous Deployment
  - Multi-Cloud Continuous Delivery
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins-alternatives.md
  youtube_mosaic: {}
https://opensource.com/article/19/9/intro-building-cicd-pipelines-jenkins:
  title: "opensource.com - building cicd pipelines with jenkins \U0001F31F"
  description: ''
  year: '2019'
  stars: 0
  ai_summary: A hands-on, beginner-friendly tutorial introducing basic continuous
    integration concepts using Jenkins Pipelines. Covers basic agent allocation, build
    stages, code linting execution, and post-run notifications.
  language: English
  resource_type: article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure & DevOps
  - CI-CD Concepts
  - Jenkins Tutorials
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://opensource.com/article/19/9/introduction-markdown:
  title: 'opensource.com: An introduction to Markdown'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: An early introduction detailing why open-source projects adopt Markdown
    over legacy visual editors. Emphasizes parsing efficiency, cross-platform compatibility,
    and the ease of managing text-based version control in git workflows.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Documentation & Workflow
  - Writing Tools
  - Markdown Reference
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - mkdocs.md
  youtube_mosaic: {}
  duplicate_of: https://thenewstack.io/an-introduction-to-awk
https://opensource.com/article/20/10/ansible-modules-linux:
  title: 'opensource.com: 10 Ansible modules for Linux system automation c'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A deep dive into ten foundational Ansible modules for Linux OS administration
    (copy, service, template, user, etc.). This acts as a reference for writing stable,
    repeatable configuration scripts on host systems. Highly useful for managing underlying
    Kubernetes node environments.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Infrastructure as Code
  - Ansible Linux Modules
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://opensource.com/article/20/10/calendar-ansible:
  title: "opensource.com: Integrate your calendar with Ansible to avoid schedule conflicts
    \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A creative approach to scheduling production changes using Ansible playbooks
    hooked to digital calendars. It highlights API communication and conditional logic
    execution inside custom Ansible integrations. Ideal for teams seeking to automate
    maintenance windows safely.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Advanced Orchestration
  - Ansible Extensions
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://opensource.com/article/20/10/first-day-ansible:
  title: 'opensource.com: My first day using Ansible'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A reflective developer-experience piece outlining initial onboarding
    pain points and successes with Ansible. The author covers YAML structure, hosts
    file syntax, and basic ad-hoc commands. Helpful for understanding typical learning
    curves of new engineers.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Infrastructure as Code
  - Ansible Experience
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://opensource.com/article/20/10/kubernetes-minecraft-ansible:
  title: 'opensource.com: Build a Kubernetes Minecraft server with Ansible''s Helm
    modules'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: 'Demonstrates utilizing Ansible''s native Helm modules to declare and
    manage deployments within a Kubernetes cluster, illustrated by spinning up a stateful
    Minecraft server instance. (Live Grounding: Highlights the cross-functional utility
    of leveraging Ansible playbooks to drive Kubernetes native packaging models).'
  language: YAML
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code & CI-CD
  - GitOps & Declarative Git
  - Ansible & Helm
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://opensource.com/article/20/11/git-aliases:
  title: 'opensource.com: 8 Git aliases that make me more efficient'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Highlights eight custom configuration shortcuts to optimize command-line
    throughput. Focuses on setting up custom log graphs, rapid status representations,
    stashing configurations, and diff-checks directly inside the global .gitconfig
    file.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Version Control
  - Git Core
  - Configuration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://opensource.com/article/20/11/kubernetes-jobs-cronjobs:
  title: 'opensource.com: A beginner''s guide to Kubernetes Jobs and CronJobs'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: An introduction to batch processing in Kubernetes. Clarifies the design
    principles behind run-to-completion Jobs and schedules periodic workloads using
    CronJobs.
  language: English
  resource_type: Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Core Concepts
  - Workloads
  - Batch Jobs
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://opensource.com/article/20/11/kubernetes-scheduler:
  title: 'opensource.com: How the Kubernetes scheduler works'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: 'Deep dive into the core execution loops of the `kube-scheduler` component.

    - Walks through the filtering (Predicates) and scoring (Priorities) phases used
    to select candidate nodes.

    - Crucial reading for engineering customized pod affinity scheduling architectures.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Scheduling & Orchestration
  - Scheduler Internals
  - Filtering and Scoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://opensource.com/article/20/11/minishift-linux:
  title: 'opensource.com: Set up Minishift and run Jenkins on Linux'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Step-by-step guide outlining how to install Minishift on Linux and run
    a Jenkins instance inside it. This provides baseline knowledge of legacy platforms,
    but modern architectures should use OpenShift Local.
  language: Shell
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Local Development
  - Legacy Cluster Tools
  - Minishift
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://opensource.com/article/20/11/run-kubernetes-locally:
  title: 'opensource.com: 4 ways to run Kubernetes locally'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A practical walkthrough analyzing four popular local options (Minikube,
    MicroK8s, k3s, and kind). Evaluates deployment times, configuration complexity,
    and resource footprint across diverse development host environments.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Local Kubernetes Environments
  - Single-Node Clusters
  - Comparisons
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-based-devel.md
  youtube_mosaic: {}
https://opensource.com/article/20/12/ansible-lab:
  title: 'opensource.com: Set up an Ansible lab in 20 minutes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A rapid, step-by-step setup guide for creating a local, containerized
    or virtualized Ansible test environment. It helps engineers quickly practice playbook
    execution, SSH configuration, and inventory targeting without risk. Highly practical
    for sandbox experimentation.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Infrastructure as Code
  - Ansible Lab Setup
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://opensource.com/article/20/12/containers-101:
  title: 'opensource.com: 6 container concepts you need to understand'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: Demystifies Linux kernel-level container mechanisms by breaking down
    the core abstractions. Provides clear explanations of namespaces, cgroups, container
    images, registries, runtimes, and the relationship between containers and virtual
    machines.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Containerization
  - Fundamentals
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://opensource.com/article/20/12/devops:
  title: "opensource.com: 3 critical DevOps concepts we explored in 2020 \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Analysing core DevOps paradigms, this guide emphasizes the critical
    interplay between CI/CD maturity, rapid feedback loops, and automation frameworks.
    Grounded in foundational operational design, it details practices that enable
    engineering organizations to scale software delivery pipelines while systematically
    dismantling developmental and operational silos.
  language: English
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https://opensource.com/article/20/3/kubernetes-operator-sdk:
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https://opensource.com/article/20/3/meld:
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https://opensource.com/article/20/4/http-kubernetes-skipper:
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  ai_summary: An overview of Skipper, an open-source HTTP router and reverse proxy
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https://opensource.com/article/20/5/kubectl-cheat-sheet:
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  ai_summary: A curated technical review highlighting nine essential commands for
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https://opensource.com/article/20/5/systemd-troubleshooting-tool:
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https://opensource.com/article/20/6/container-orchestration:
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https://opensource.com/article/20/6/devops-mindset:
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https://opensource.com/article/20/6/kubernetes-anniversary:
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https://opensource.com/article/20/7/automation-testing-cicd:
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https://opensource.com/article/20/7/git-repos-best-practices:
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https://opensource.com/article/20/7/kubernetes-analogy:
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  ai_summary: A classic conceptual introduction that uses a shipping port analogy
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https://opensource.com/article/20/7/linux-shellhub:
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https://opensource.com/article/20/7/open-source-test-automation-frameworks:
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  ai_summary: Explains how to use HashiCorp Terraform to directly manage Kubernetes
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https://opensource.com/article/20/8/cerberus-test-automation:
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  ai_summary: Highlights Cerberus, an open-source low-code platform for pipeline test
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  ai_summary: Argues the architectural benefits of utilizing an Ingress Controller
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  ai_summary: Highlights versatile use cases for Ansible beyond simple package installs,
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https://opensource.com/article/20/9/ansible-modules-kubernetes:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: Details the deployment of Kubernetes manifests directly using Ansible's
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  language: English
  resource_type: Article
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  status: online
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  hierarchy:
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  - Kubernetes Management
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  tags:
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https://opensource.com/article/20/9/install-packages-ansible:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: A task-oriented tutorial explaining package management across multiple
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  language: English
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  - Ansible Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://opensource.com/article/20/9/open-source-alternatives-confluence:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: A comparative guide highlighting three popular open-source alternatives
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    self-hosted internal documentation bases.
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  resource_type: Blog
  complexity: Beginner
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  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  - Knowledge Base
  tags:
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  v2_locations:
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https://opensource.com/article/21/1/ansible:
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  year: '2021'
  stars: 0
  ai_summary: Explains how Ansible's declarative engine appeals to cross-disciplinary
    teams. Demonstrates scalability patterns from developers to network engineers,
    showcasing low cognitive load syntax and multi-vendor abstraction layers as key
    drivers for enterprise-wide adoption.
  language: English
  resource_type: Article
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Ansible
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  tags:
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https://opensource.com/article/21/1/improve-ansible-play:
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  stars: 0
  ai_summary: Analyzes execution bottlenecks in Ansible infrastructure automation,
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    pipelining and tuning persistent connection control paths in 'ansible.cfg' reduces
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  resource_type: Article
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Ansible
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://opensource.com/article/21/1/kubeedge:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: An open-source profile detailing KubeEdge. The article outlines how
    KubeEdge extends the standard Kubernetes control plane to remote systems, ensuring
    offline local node execution and MQTT-driven IoT connectivity.
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  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Edge Computing
  - Kubernetes Edge
  - KubeEdge
  tags:
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  v1_locations: []
  v2_locations:
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https://opensource.com/article/21/1/kubernetes:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Synthesizes expert opinions on cloud-native security, developer experience
    improvements, and edge-computing applications for 2021. Offers context on how
    early architectures adapted to support remote infrastructure footprints.
  language: English
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
  v2_locations:
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https://opensource.com/article/21/10/chaos-engineering-kubernetes-ebook:
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  year: '2021'
  stars: 0
  ai_summary: Distills key lessons from executing chaos experiments on live Kubernetes
    clusters. Discusses critical parameters such as understanding container restart
    policies, the impact of DNS connection caching, resource limit thresholds, and
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  language: English
  resource_type: Technical Article
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
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https://opensource.com/article/21/10/check-java-jps:
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  year: '2021'
  stars: 0
  ai_summary: Details the `jps` utility embedded in the Java Development Kit (JDK),
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    declarations. Essential for cloud-native setups running microservice frameworks
    like Spring Boot or Apache Kafka.
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  resource_type: Developer Guide
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Process Management
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  tags:
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  v1_locations: []
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https://opensource.com/article/21/10/kubernetes-networkpolicy:
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  stars: 0
  ai_summary: An operational introduction to native NetworkPolicy resources. Clarifies
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    highlighting the differences between default-allow and default-deny ingress/egress
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  status: online
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  hierarchy:
  - Networking
  - Security
  - Network Policy
  tags:
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  v1_locations: []
  v2_locations:
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https://opensource.com/article/21/10/linux-tools-erase-data:
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  description: ''
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  stars: 0
  ai_summary: Investigates file shredding and disk zeroing mechanisms utilizing native
    commands like `shred`, `dd`, `srm`, and custom tooling. Demonstrates the operational
    physics of hard write manipulation to prevent residual forensic extraction.
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  status: online
  addition_method: manual
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  hierarchy:
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  - Security
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  tags:
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  v1_locations: []
  v2_locations:
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https://opensource.com/article/21/10/linux-wget-command:
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  ai_summary: Uncovers non-trivial `wget` features such as mirrors, background downloads,
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  language: Bash
  resource_type: Command-Line Guide
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  status: online
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  hierarchy:
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  tags:
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https://opensource.com/article/21/10/memory-stats-linux-smem:
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  stars: 0
  ai_summary: Highlights `smem`, a tool dedicated to calculating proportional set
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https://opensource.com/article/21/10/podman-windows-wsl:
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  stars: 0
  ai_summary: A detailed manual on installing and running Podman inside a manual WSL2
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  status: online
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https://opensource.com/article/21/11/cicd-pipeline-kubernetes-tekton:
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  description: ''
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  stars: 0
  ai_summary: A comprehensive tutorial on designing Kubernetes-native CI/CD pipelines
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https://opensource.com/article/21/11/cluster-logging-kubernetes:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explains native Kubernetes logging mechanics, focusing on how logs are
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  hierarchy:
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https://opensource.com/article/21/11/cron-linux:
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  stars: 0
  ai_summary: Explains the syntactic composition of crontabs, scheduling structures,
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  language: Bash
  resource_type: Command-Line Guide
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  hierarchy:
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https://opensource.com/article/21/11/kubernetes-dynamic-scheduling-tekton:
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  stars: 0
  ai_summary: This guide details the automation of Tekton pipeline runs through Tekton
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https://opensource.com/article/21/11/kubernetes-replicationcontroller:
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  stars: 1
  ai_summary: An analysis of the historical ReplicationController object in Kubernetes.
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    for modern container orchestration).
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  hierarchy:
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  tags:
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https://opensource.com/article/21/11/open-source-12-factor-app-methodology:
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  ai_summary: Analyzes the application of 12-Factor methodology to open-source project
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  hierarchy:
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https://opensource.com/article/21/12/kubernetes-developer:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: An architectural reflection detailing key developer-centric shifts encountered
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  hierarchy:
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https://opensource.com/article/21/12/kubernetes-gatekeeper:
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  year: '2021'
  stars: 0
  ai_summary: Analyzes the installation and lifecycle management of OPA Gatekeeper
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  hierarchy:
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https://opensource.com/article/21/12/open-source-business-tools:
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  year: '2022'
  stars: 0
  ai_summary: Introduces a foundational toolkit of open-source ERP, accounting, and
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    proprietary vendor lock-in.
  language: English
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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https://opensource.com/article/21/12/open-source-mind-mapping-drawio:
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  stars: 0
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https://opensource.com/article/21/12/open-source-security:
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  ai_summary: Reviews open-source initiatives targeting security compliance, supply
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https://opensource.com/article/21/12/sigstore-container-images:
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  ai_summary: A hands-on tutorial outlining how to cryptographically sign and verify
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https://opensource.com/article/21/2/ansible-origin-story:
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  ai_summary: Chronicles the evolution of Ansible from its early development roots
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    plugins, which shaped its current market domination.
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https://opensource.com/article/21/2/devsecops:
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  ai_summary: 'A highly structured methodology for successfully integrating DevSecOps
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    Details embedding lightweight, non-blocking automation checkpoints to guarantee
    policy alignment.'
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https://opensource.com/article/21/2/kubernetes-namespaces:
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  ai_summary: Demonstrates logical multi-tenancy implementation using native Kubernetes
    resource primitives. Focuses on combining RBAC boundaries, NetworkPolicies, and
    ResourceQuotas to insulate co-located developer teams.
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  hierarchy:
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https://opensource.com/article/21/2/linux-automation:
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  year: '2021'
  stars: 3
  ai_summary: An exploration of Linux job execution using anacron instead of traditional
    crontabs. This tutorial highlights anacron's ability to trigger deferred system-level
    maintenance tasks and backups even after systemic power shutdowns. It provides
    system engineers with a highly reliable automation fallback plan.
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  hierarchy:
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https://opensource.com/article/21/2/tempo-distributed-tracing:
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  year: '2021'
  stars: 0
  ai_summary: A practical hands-on guide for bootstrapping distributed tracing with
    Grafana Tempo. It highlights how eliminating complex storage backends like Cassandra
    or Elasticsearch reduces infrastructure operational costs. 2026 best practices
    emphasize using Tempo alongside standard OpenTelemetry collectors.
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  hierarchy:
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https://opensource.com/article/21/3/ansible-collections:
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  year: '2021'
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  ai_summary: A practical framework for evaluating and selecting Ansible Collections
    from Galaxy. It highlights assessment metrics such as maintainability, documentation
    quality, namespace conventions, and community engagement to mitigate security
    and stability risks in automation supply chains.
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https://opensource.com/article/21/3/ansible-sysadmin:
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  ai_summary: Examines five common system maintenance workloads—package updates, log
    cleanup, backup tasks, service verification, and user management—and converts
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    sysadmin activities.
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https://opensource.com/article/21/3/devops-documentation:
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  ai_summary: Deconstructs the 'Docs-as-Code' paradigm, incorporating documentation
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https://opensource.com/article/21/3/git-cherry-pick:
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  ai_summary: Details use cases for applying specific commits from one branch to another
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https://opensource.com/article/21/3/gitops:
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  ai_summary: Compares traditional DevOps philosophies with structured GitOps methodologies,
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https://opensource.com/article/21/3/grep-cheat-sheet:
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  ai_summary: Comprehensive guide and cheat sheet for grep syntax, covering recursive
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https://opensource.com/article/21/3/service-mesh:
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  ai_summary: An industry overview advocating for network management decoupling. Explains
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https://opensource.com/article/21/4/context-switching-git:
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  ai_summary: Outlines high-performance context-switching techniques, emphasizing
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https://opensource.com/article/21/4/event-streaming-rudderstack:
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https://opensource.com/article/21/4/git-stash:
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  stars: 0
  ai_summary: Provides an architectural deep dive into the Git stash command stack
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https://opensource.com/article/21/4/git-whatchanged:
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  ai_summary: Shows how to audit repository changes using commands like `git whatchanged`,
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https://opensource.com/article/21/4/groovy-io:
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  stars: 0
  ai_summary: A detailed technical review explaining programmatic file and input/output
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https://opensource.com/article/21/4/load-balancing:
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  ai_summary: An essential guide outlining fundamental load-balancing mechanisms.
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    performance implications across scalable microservice configurations.
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  hierarchy:
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https://opensource.com/article/21/4/process-json-data-ansible:
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  ai_summary: Highlights native Ansible filters, query structures, and jinja2 manipulations
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  language: YAML
  resource_type: Technical Article
  complexity: Medium
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  hierarchy:
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https://opensource.com/article/21/4/visualize-data-eda:
  title: 'opensource.com: Make your data boss-friendly with EDA - Enterprise Data
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  year: '2021'
  stars: 0
  ai_summary: A guide on employing Enterprise Data Analytics (EDA) configurations
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    queries into clear, actionable business telemetry visualizations.
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://opensource.com/article/21/5/jenkins-logs:
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  stars: 0
  ai_summary: 'Covers utilities and plugin practices to inject clean, colored, and
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    standard output logs are key to accelerating incident resolution in debugging
    failures.'
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https://opensource.com/article/21/5/kubernetes-cheat-sheet:
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  year: '2021'
  stars: 3
  ai_summary: Introduces standard cluster control commands through a downloadable
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    setups to distributed container configurations.
  language: HTML
  resource_type: Cheat Sheet
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  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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https://opensource.com/article/21/5/mysql-query-tuning:
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  ai_summary: Explores query performance tuning in MySQL. Details analyzing optimizer
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  language: SQL
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https://opensource.com/article/21/7/automating-argo-cd:
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https://opensource.com/article/21/7/check-disk-space-linux-du:
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  ai_summary: Outline of the developer efficiency gains bundled inside the Quarkus
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https://opensource.com/article/21/7/kubectl:
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  ai_summary: Details five ways to manage deployments using kubectl options. Emphasizes
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https://opensource.com/article/21/7/linux-podman:
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  ai_summary: An architectural exploration of executing a nested Linux VM directly
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https://opensource.com/article/21/7/open-source-invoicing-po:
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https://opensource.com/article/21/7/parse-xml-linux:
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https://opensource.com/article/21/7/wildfly:
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https://opensource.com/article/21/8/argo-cd:
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https://opensource.com/article/21/8/python-argparse:
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https://opensource.com/article/21/8/terraform-deploy-helm:
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  ai_summary: Illustrates deploy automation patterns combining Terraform with Helm.
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https://opensource.com/article/21/8/terraform-tips:
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https://opensource.com/article/21/9/alternatives-zoom:
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  ai_summary: Reviews five secure open-source video conferencing alternatives (such
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https://opensource.com/article/21/9/ansible-anacron-automation:
  title: 'opensource.com: How I use Ansible and anacron for automation'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: An integration tutorial demonstrating how to pair Ansible task execution
    with anacron's scheduling engine. It resolves typical automation gaps on intermittently
    connected devices or workstations where rigid system cron configurations fail.
    It is a smart design pattern for local edge maintenance automation.
  language: N/A
  resource_type: article
  complexity: intermediate
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  status: online
  addition_method: manual
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Ansible
  - Scheduling and Automation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
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https://opensource.com/article/21/9/ansible-rest-apis:
  title: 'opensource.com: Using Ansible with REST APIs'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Guides operators on constructing robust workflows that consume external
    RESTful services. Explains parsing, filtering, and conditional logic application
    over retrieved JSON payloads.
  language: English
  resource_type: blog_post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Automation & Orchestration
  - Ansible Integration
  - API Automation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
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https://opensource.com/article/21/9/build-website-jekyll:
  title: 'opensource.com: Build your website with Jekyll'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A practical guide outlining how to design, customize, and publish responsive
    websites using Jekyll, the Ruby-based static site compiler. Details Liquid template
    structures, metadata variables, and seamless integrations with default GitHub
    Pages pipelines.
  language: Ruby
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Documentation & Workflow
  - Static Site Generators
  - Jekyll
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - mkdocs.md
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https://opensource.com/article/21/9/keep-folders-tidy-ansible:
  title: 'opensource.com: How I keep my file folders tidy with Ansible'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines practical patterns utilizing system file management modules
    to implement directory cleanup pipelines. Discusses setting metadata states, purging
    logs, and securing directory permissions dynamically.
  language: YAML
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Ansible
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  tags:
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  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://opensource.com/article/21/9/unit-test-python:
  title: 'opensource.com: 3 ways to test your API with Python'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Demonstrates three simple patterns to unit-test and contract-test web
    endpoints utilizing native Python libraries, unittest structures, and the popular
    pytest platform.
  language: Python
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - API Testing
  - Implementation
  - Python
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - api.md
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https://opensource.com/article/21/9/yaml-cheat-sheet:
  title: 'opensource.com: Make YAML as easy as it looks'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: A practical cheat sheet on opensource.com highlighting common YAML syntax
    formatting traps. It shows how data types are implicitly parsed, how lists represent
    objects, and how to format clean nested dictionaries. This is a quick-access tool
    for system administrators.
  language: N/A
  resource_type: article
  complexity: beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Configuration Management
  - YAML Syntax
  - Basics
  tags:
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  v1_locations: []
  v2_locations:
  - yaml.md
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  is_special: true
https://opensource.com/article/22/1/learn-ansible:
  title: "opensource.com: 9 ways to learn Ansible this year \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Presents nine structured avenues to quickly learn and master Ansible.
    Features suggestions including interactive hands-on sandboxes, real-world role
    patterns, training resources, and active developer forums.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Ansible
  - Education
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
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https://opensource.com/article/22/1/open-source-testing-framework:
  title: 'opensource.com: Why we built an open source testing framework'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: A design-oriented case study examining the architecture and philosophy
    of building a customized open-source testing framework. Outlines the balance between
    ease of use, extensibility, speed, and reporting capabilities, illustrating how
    standardized open protocols form the basis of flexible enterprise testing infrastructure.
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  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Quality Assurance & Testing
  - Framework Design
  - Open Source Architecture
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - test-automation-frameworks.md
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https://opensource.com/article/22/1/record-terminal-session-asciinema:
  title: 'opensource.com: Record your terminal session with Asciinema'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Guides teams on utilizing `asciinema` to record text-based terminal
    outputs instead of bulky, pixelated video captures. Facilitates interactive, copy-pasteable
    documentation sharing for technical runs, tutorials, and engineering handovers.
  language: Python
  resource_type: Utility Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Linux
  - Command Line
  - Productivity
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - linux.md
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https://opensource.com/article/22/1/rocketchat-data-privacy:
  title: 'opensource.com: Why choose Rocket.Chat for your open source chat tool'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Technical review advocating for Rocket.Chat as a privacy-focused, scalable,
    open-source communication application. Provides design concepts for self-hosting
    chat infrastructure inside sandboxed container platforms.
  language: JavaScript
  resource_type: Article
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Collaboration
  - Rocket.Chat
  tags:
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  v1_locations: []
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https://opensource.com/article/22/1/run-containers-without-sudo-podman:
  title: 'opensource.com: Run containers on Linux without sudo in Podman'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A deep-dive on configuring host security rules to execute container
    networks without utilizing `sudo` privileges under Podman. It details how user
    namespace mappings isolate processes, ensuring that even if a container is compromised,
    host-level administrative access remains secure.
  language: Shell
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Container Infrastructure
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  - Rootless Operations
  tags:
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  v2_locations:
  - container-managers.md
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https://opensource.com/article/22/1/unit-testing-googletest-ctest:
  title: 'opensource.com: Perform unit tests using GoogleTest and CTest'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A comprehensive practical guide on configuring and executing unit tests
    in C++ utilizing GoogleTest combined with the CMake-integrated CTest test runner.
    Detail includes step-by-step compilation, test suite definition, and build automation
    orchestration.
  language: C++
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Unit Testing
  tags:
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  v1_locations: []
  v2_locations:
  - qa.md
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https://opensource.com/article/22/12/ddev:
  title: 'opensource.com: 16 reasons DDEV will be your new favorite web development
    environment'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: This foundational guide details DDEV's architecture and outlines several
    core operational reasons to adopt it for local developer environments. The resource
    highlights zero-config SSL, automated multisite networking, and seamless cross-platform
    orchestration. It acts as a clear migration roadmap from customized Docker Compose
    layouts to a standardized, team-wide orchestration abstraction layer.
  language: English
  resource_type: article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Development Environments
  - Local Orchestration
  - DDEV Guides
  tags:
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  v1_locations: []
  v2_locations:
  - devel-sites.md
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https://opensource.com/article/22/2/kubernetes-architecture:
  title: 'opensource.com: A guide to Kubernetes architecture'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: A high-level architectural walkthrough introducing components of master
    and worker topologies. Clearly distinguishes logical cluster planes and details
    container execution layers.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Architecture
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  - Core Concepts
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://opensource.com/article/22/3/visual-map-kubernetes-deployment:
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  description: ''
  year: '2022'
  stars: 2
  ai_summary: An architectural guide that maps out a Kubernetes deployment lifecycle.
    Provides dynamic, step-by-step visual blueprints that trace an API request from
    its initial ingress point down through pod scheduling and dynamic IP allocation.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Deployment Map
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https://opensource.com/article/22/4/customize-git-subcommands:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: Explains how to write custom Git subcommands by placing executable files
    (like `git-custom-command`) in your system PATH, allowing developers to extend
    Git's core CLI with specialized team scripts.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://opensource.com/article/22/4/git-branches:
  title: 'opensource.com: Explaining Git branches with a LEGO analogy'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Simplifies the conceptual understanding of Git branching, staging, and
    merge mechanisms utilizing physical Lego bricks as visual models. Highly helpful
    for building conceptual clarity in junior engineers adapting to non-linear development
    strategies.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
  - Version Control
  - Git Core
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  tags:
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  v1_locations: []
  v2_locations:
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https://opensource.com/article/22/4/git-push:
  title: 'opensource.com: My guide to using the Git push command safely'
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  year: '2022'
  stars: 0
  ai_summary: Explains how to run write operations to remote repositories safely.
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    to protect production branches.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
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https://opensource.com/article/22/4/git-tips:
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  description: ''
  year: '2023'
  stars: 3
  ai_summary: 'Curator Insight: Highly curated selection of 10 daily Git CLI tips
    for productivity optimization. Live Grounding: Uncovers under-utilized commands
    such as git worktree (enabling concurrent branch work in isolated directories)
    and git switch, which improve local development velocity.'
  language: English
  resource_type: Technical Article
  complexity: Intermediate-Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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https://opensource.com/article/22/4/manage-git-commits-rebase-i-command:
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  year: '2022'
  stars: 0
  ai_summary: Deep dive into interactive rebasing commands (pick, reword, edit, squash,
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    developers rewrite local histories cleanly before master integration.
  language: English
  resource_type: Tutorial
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Advanced Git
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  tags:
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https://opensource.com/article/22/4/open-source-tools-developing-cloud:
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  year: '2022'
  stars: 0
  ai_summary: Reviews five open-source utilities designed to simplify the cloud development
    process. Explores patterns including container build optimization, local virtualization
    engines, and infrastructure code validations to help developers minimize localized
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  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2026-05-17T17:06:24.527783+02:00'
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  hierarchy:
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  - Curation
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https://opensource.com/downloads/ansible-k8s-cheat-sheet:
  title: "Ansible k8s cheat sheet \U0001F31F"
  description: ''
  year: '2024'
  stars: 4
  ai_summary: 'Curator Insight: Specialist reference sheet targeting Kubernetes resource
    control via Ansible modules. Live Grounding: Invaluable for platform automation,
    allowing operations teams to manage K8s object lifecycles using structured declarative
    YAML playbooks rather than raw kubectl commands.'
  language: English
  resource_type: Technical Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Ansible Kubernetes
  tags:
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https://opensource.com/downloads/bash-programming-guide:
  title: 'opensource.com: An introduction to programming with Bash (eBook)'
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  year: '2021'
  stars: 4
  ai_summary: An exhaustive, publication-grade manual introducing Shell programming
    concepts, from simple pipelines to structured error handling. It serves as a comprehensive
    onboarding blueprint for site reliability engineering teams. Live Grounding tracks
    it as an essential textbook reference for terminal mastery.
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  resource_type: Book
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
  v2_locations:
  - linux.md
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https://opensource.com/downloads/gnu-screen-cheat-sheet:
  title: 'opensource.com: GNU Screen cheat sheet'
  description: ''
  year: '2024'
  stars: 3
  ai_summary: 'Curator Insight: Reference card for GNU Screen keybindings and window
    management. Live Grounding: While tmux has largely superseded screen in standard
    modern setups, this guide remains highly critical for maintaining persistent shells
    and serial console connections on legacy systems.'
  language: PDF
  resource_type: Administrative Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Linux
  - Session Management
  tags:
  - '[GUIDE]'
  - '[LEGACY]'
  v1_locations: []
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https://opensource.com/downloads/javascript-cheat-sheet:
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  year: '2022'
  stars: 0
  ai_summary: A modern quick-reference syntax compiler for ES6+ JavaScript. Designed
    to optimize developer productivity, it covers data types, manipulation protocols,
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https://opensource.google/projects/prometheus-slo-burn-example:
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https://opentelemetry.io:
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https://openwhisk.apache.org:
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? https://paigeshin1991.medium.com/drop-nuclear-bomb-on-your-aws-services-how-to-clear-your-entire-aws-account-in-3-seconds-53f28928e09c
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https://piotrminkowski.com/2020/12/18/spring-boot-on-kubernetes-with-buildpacks-and-skaffold:
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https://piotrminkowski.com/2021/01/13/spring-boot-tips-tricks-and-techniques:
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https://piotrminkowski.com/2021/02/05/java-development-on-openshift-with-odo:
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https://piotrminkowski.com/2021/02/18/blue-green-deployment-with-a-database-on-kubernetes:
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https://piotrminkowski.com/2021/03/31/knative-eventing-with-kafka-and-quarkus:
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https://piotrminkowski.com/2021/05/26/spring-microservices-security-best-practices:
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https://piotrminkowski.com/2021/06/14/knative-eventing-with-quarkus-kafka-and-camel:
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https://piotrminkowski.com/2021/07/08/kubernetes-multicluster-with-kind-and-submariner:
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https://piotrminkowski.com/2021/07/12/multicluster-traffic-mirroring-with-istio-and-kind:
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https://piotrminkowski.com/2021/08/05/kubernetes-ci-cd-with-tekton-and-argocd:
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https://piotrminkowski.com/2021/10/12/quarkus-tips-tricks-and-techniques:
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https://piotrminkowski.com/2021/10/25/kubernetes-multicluster-with-kind-and-cilium:
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https://piotrminkowski.com/2021/11/30/serverless-java-functions-on-openshift:
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https://piotrminkowski.com/2021/12/03/create-kubernetes-clusters-with-cluster-api-and-argocd:
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https://piotrminkowski.com/2021/12/13/continuous-delivery-on-kubernetes-with-database-using-argocd-and-liquibase:
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https://piotrminkowski.com/2021/12/21/development-on-kubernetes-with-telepresence-and-skaffold:
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https://piotrminkowski.com/2021/12/30/vault-on-kubernetes-with-spring-cloud:
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https://piotrminkowski.com/2022/01/24/distributed-transactions-in-microservices-with-kafka-streams-and-spring-boot:
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https://piotrminkowski.com/2022/02/21/validate-kubernetes-deployment-in-ci-cd-with-tekton-and-datree:
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  ai_summary: An in-depth guide to securing and validating Kubernetes manifests prior
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https://piotrminkowski.com/2022/03/29/canary-release-on-kubernetes-with-knative-and-tekton:
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https://piotrminkowski.com/2022/06/06/continuous-development-on-kubernetes-with-gitops-approach:
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  ai_summary: Presents a real-world developer workflow utilizing GitOps frameworks
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https://piotrminkowski.com/2022/06/28/manage-kubernetes-cluster-with-terraform-and-argo-cd:
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  ai_summary: Practical demonstration of deploying and managing a Kafka cluster on
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https://piotrminkowski.com/2022/10/24/gitops-with-advanced-cluster-management-for-kubernetes:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: An in-depth technical walkthrough focusing on multi-cluster GitOps orchestration
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  resource_type: Technical Blog
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  status: online
  addition_method: manual
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  hierarchy:
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https://piotrminkowski.com/2022/12/09/manage-multiple-kubernetes-clusters-with-argocd:
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  year: '2022'
  stars: 4
  ai_summary: Step-by-step architectural guide on configuring a centralized ArgoCD
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  status: online
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https://piotrminkowski.com/2022/12/14/sealed-secrets-on-kubernetes-with-argocd-and-terraform:
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  ai_summary: Demonstrates the end-to-end automation of Bitnami Sealed Secrets using
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  status: online
  addition_method: manual
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  hierarchy:
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  - GitOps
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https://piotrminkowski.com/2023/02/13/best-practices-for-java-apps-on-kubernetes:
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  year: '2023'
  stars: 0
  ai_summary: Outlines critical best practices for operating Java workloads in Kubernetes.
    Topics include configuring precise liveness/readiness probes, setting container
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  status: online
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  hierarchy:
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  v1_locations: []
  v2_locations:
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https://piotrminkowski.com/2023/02/17/which-jdk-to-choose-on-kubernetes:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: An expert comparative guide evaluating the behavior, memory footprint,
    startup time, and performance profile of various OpenJDK distributions inside
    Kubernetes. It helps team leads choose the optimal vendor distribution (e.g.,
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://piotrminkowski.com/2023/03/13/microservices-with-spring-boot-3-and-spring-cloud:
  title: "piotrminkowski.com: Microservices with Spring Boot 3 and Spring Cloud \U0001F31F"
  description: ''
  year: '2023'
  stars: 4
  ai_summary: A comprehensive practical guide illustrating how to build, wire, and
    deploy a distributed system using Spring Boot 3 and Spring Cloud. Architecturally,
    it details service discovery, configuration management, API routing, and inter-service
    communication using updated Spring Boot 3 baseline configurations. Live grounding
    in 2026 confirms that while Spring Cloud remains enterprise-stable, cloud-native
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  complexity: Intermediate
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  addition_method: manual
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  hierarchy:
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https://piotrminkowski.com/2023/04/30/concurrency-with-kafka-and-spring-boot:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Examines advanced concurrency paradigms when developing high-throughput
    event consumers inside Spring Boot applications. Focuses on tuning consumer threads,
    partition assignments, off-loop processing patterns, and transactional commit
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  resource_type: Blog Post
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  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Event-Driven Systems
  - Apache Kafka
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://piotrminkowski.com/2023/05/05/manage-kubernetes-operators-with-argocd:
  title: 'piotrminkowski.com: Manage Kubernetes Operators with ArgoCD'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Addresses challenges and patterns for deploying Kubernetes Operators
    (e.g., Prometheus Operator, Cert-Manager) via ArgoCD. Analyzes solutions for Custom
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  language: English
  resource_type: Tutorial
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  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
  - '[ENTERPRISE-STABLE]'
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  v1_locations: []
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https://piotrminkowski.com/2023/08/22/resize-cpu-limit-to-speed-up-java-startup-on-kubernetes:
  title: 'piotrminkowski.com: Resize CPU Limit To Speed Up Java Startup on Kubernetes'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Explains how CPU limits severely slow down JVM (Java) startup times
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    - Demonstrates utilizing the in-place resource resizing feature or custom limits
    during the initialization phase.

    - Mitigates CFS throttling during Java''s highly intensive classloading startup
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  language: English
  resource_type: Article
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  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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https://piotrminkowski.com/2023/09/15/introduction-to-grpc-with-quarkus:
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  year: '2023'
  stars: 0
  ai_summary: Explores the integration of low-latency gRPC services inside Quarkus.
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    non-blocking streaming services, and optimizing binary communication interfaces
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  language: Java
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://piotrminkowski.com/2023/11/07/slim-docker-images-for-java:
  title: 'piotrminkowski.com: Slim Docker Images for Java'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A practical evaluation of JVM microservice configurations. Uses jlink
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    Java workloads.
  language: Java
  resource_type: article
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://piotrminkowski.com/2023/11/27/testing-java-apps-on-kubernetes-with-testkube:
  title: 'piotrminkowski.com: Testing Java Apps on Kubernetes with Testkube'
  description: ''
  year: '2023'
  stars: 3
  ai_summary: A comprehensive developer guide showing how to deploy, execute, and
    monitor Java microservice tests within a Kubernetes cluster using Testkube. It
    details configuring Maven and JUnit test executors within Testkube's native execution
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  language: Java
  resource_type: Technical Article
  complexity: Medium
  is_microservice: false
  status: online
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  discovered_at: '2026-05-17T16:49:16.597173+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  youtube_mosaic: {}
https://piotrminkowski.com/2024/02/05/getting-started-with-azure-kubernetes-service:
  title: "piotrminkowski.com: Getting Started with Azure Kubernetes Service \U0001F31F"
  description: ''
  year: '2024'
  stars: 0
  ai_summary: A streamlined onboarding guide outlining the core mechanics of building,
    deploying, and maintaining basic cluster topologies in AKS. Provides a solid foundation
    covering cluster creation parameters via Azure CLI, container registry linkage,
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  language: Bash
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
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  youtube_mosaic: {}
  duplicate_of: https://adamtheautomator.com/azure-kubernetes-service
https://piotrminkowski.com/2024/02/13/java-flight-recorder-on-kubernetes:
  title: 'piotrminkowski.com: Java Flight Recorder on Kubernetes'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: A real-world implementation guide demonstrating how to manage JDK Flight
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    modern diagnostic operators like Cryostat, the guide details automated collection
    pipelines that prevent performance overhead in production microservices.
  language: English
  resource_type: Technical Blog
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  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://piotrminkowski.com/2024/06/13/getting-started-with-backstage:
  title: 'piotrminkowski.com: Getting Started with Backstage'
  description: ''
  year: '2024'
  stars: 3
  ai_summary: A comprehensive technical guide to bootstrapping Backstage, configuring
    the software catalog, and writing custom templates. The resource outlines practical
    steps to integrate local tooling with the developer portal, enabling swift adoption
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  language: English
  resource_type: Technical Blog
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  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
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https://piotrminkowski.com/2024/06/28/backstage-on-kubernetes:
  title: 'piotrminkowski.com: Backstage on Kubernetes'
  description: ''
  year: '2024'
  stars: 3
  ai_summary: This guide details the production deployment steps for running Backstage
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  language: English
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  status: online
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  content_hash: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  - '[COMMUNITY-TOOL]'
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https://piotrminkowski.com/2024/07/04/idp-on-openshift-with-red-hat-developer-hub:
  title: 'piotrminkowski.com: IDP on OpenShift with Red Hat Developer Hub'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Hands-on technical blueprint demonstrating how to design and build an
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  language: English
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  hierarchy:
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https://piotrminkowski.wordpress.com/2019/01/15/kotlin-microservice-with-spring-boot:
  title: 'piotrminkowski.wordpress.com: Kotlin microservice with spring boot'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Structural walk-through for establishing lightweight, container-ready
    Kotlin microservices utilizing Spring Boot. Explores native integration patterns,
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  discovered_at: '2019-06-01T00:00:00+02:00'
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  hierarchy:
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https://pivotal.io/platform/pivotal-container-service:
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  stars: 0
  ai_summary: Originally Pivotal Container Service (PKS), this enterprise-ready Kubernetes
    runtime has been integrated directly into the VMware Tanzu Portfolio. It features
    multi-cluster management, declarative deployment, and deep integration with NSX-T
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  hierarchy:
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  tags:
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  youtube_mosaic: {}
? https://pixelrobots.co.uk/2022/04/bring-your-own-container-network-interface-cni-plugin-with-azure-kubernetes-service-aks-preview
: title: 'pixelrobots.co.uk: Bring your own Container Network Interface (CNI) plugin
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  stars: 0
  ai_summary: Outlines utilizing the Bring Your Own CNI (BYO CNI) preview option in
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  hierarchy:
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  youtube_mosaic: {}
? https://pixelrobots.co.uk/2023/12/exploring-azure-kubernetes-services-node-autoprovision-a-deep-dive-into-the-latest-public-preview-feature
: title: 'pixelrobots.co.uk: Exploring Azure Kubernetes Service’s Node Autoprovision:
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  stars: 0
  ai_summary: An in-depth review of AKS Node Autoprovisioning (NAP), an implementation
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  hierarchy:
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https://pkg.go.dev/knative.dev/security-guard:
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https://planetscale.com/docs/vitess/best-practices:
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https://plantuml.com:
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https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces:
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https://platform.cloudogu.com/en/blog/gitops-tools:
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https://platform.cloudogu.com/en/blog/kubernetes-least-privilege-gcp-example:
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https://platform.qa.com/login:
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https://platform9.com/blog/difference-between-multi-cluster-multi-master-multi-tenant-federated-kubernetes:
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https://platform9.com/blog/kubernetes-ci-cd-pipelines-at-scale:
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https://platform9.com/lp/ultimate-guide-enterprise-kubernetes:
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https://platformengineering.org/tools/capsule:
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https://platformwale.blog/2023/07/15/create-amazon-eks-cluster-within-its-vpc-using-terraform:
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https://play.google.com/store/search?q=learn+kubernetes:
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https://plugins.jenkins.io/copyartifact:
  title: Copy Artifact
  description: ''
  year: '2025'
  stars: 4
  ai_summary: Enables secure and parameterized copying of workspace artifacts between
    different Jenkins jobs. Crucial for non-pipeline or multi-stage legacy freestyle
    architectures, though modern pipeline-based artifact repositories are preferred.
  language: Java
  resource_type: Plugin
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - Artifact Management
  - Build Dependencies
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/credentials-binding:
  title: Credentials Binding
  description: ''
  year: '2026'
  stars: 5
  ai_summary: Critical security plugin that binds secrets (passwords, API keys, files)
    to environment variables in pipeline scopes. It masks sensitive data in console
    logs, preventing accidental exposure of credentials during build logs execution.
  language: Java
  resource_type: Plugin
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Identity & Access
  - Credentials
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/cucumber-reports:
  title: Cucumber reports
  description: ''
  year: '2025'
  stars: 0
  ai_summary: Compiles and visualizes BDD execution results generated by Cucumber
    testing suites. It presents high-fidelity HTML reports, pass/fail ratios, and
    steps progression charts natively within Jenkins.
  language: Java
  resource_type: Jenkins Plugin
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Continuous Integration
  - Testing & Verification
  - Cucumber Reporting
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/custom-checkbox-parameter:
  title: "Custom Checkbox Parameter \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Implements interactive dynamic checkbox parameter UI components within
    the Jenkins run configuration console, offering clean control arrays for manual
    pipeline selections and feature flag triggers.
  language: Java
  resource_type: Jenkins Plugin
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Continuous Integration
  - Build Configuration
  - UI Components
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/cvs:
  title: CVS plugin
  description: ''
  year: '2020'
  stars: 1
  ai_summary: Provides legacy Concurrent Versions System (CVS) integration with Jenkins.
    Mostly kept for historical retro-compatibility in legacy banking/industrial contexts,
    with Git having entirely superseded CVS in mainstream software development.
  language: Java
  resource_type: Plugin
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - SCM Integration
  - Legacy SCM
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/declarative-pipeline-migration-assistant:
  title: "Declarative Pipeline Migration Assistant \U0001F31F"
  description: ''
  year: '2024'
  stars: 4
  ai_summary: Assists teams in migrating legacy Freestyle Jenkins jobs into modern
    Declarative Pipelines. Best suited as a transitional tool for large-scale enterprise
    modernization efforts seeking to enforce pipeline-as-code patterns.
  language: Java
  resource_type: Plugin
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - Administration
  - Migration Utilities
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/declarative-pipeline-migration-assistant-api:
  title: "Declarative Pipeline Migration Assistant API \U0001F31F"
  description: ''
  year: '2024'
  stars: 3
  ai_summary: The programmatic API layer backing the Declarative Pipeline Migration
    Assistant. Extends migration mechanisms, enabling developers to build custom converters
    for specialized legacy plugins during automated migration routines.
  language: Java
  resource_type: Plugin
  complexity: High
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - Administration
  - Migration Utilities
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
  duplicate_of: https://plugins.jenkins.io/declarative-pipeline-migration-assistant
https://plugins.jenkins.io/deploy-dashboard:
  title: Deploy Dashboard by Namecheap
  description: "- [namecheap.com: Visualize Your Deployment Status with Jenkins \U0001F31F](https://www.namecheap.com/blog/visualize-your-deployment-status-with-jenkins)"
  year: '2021'
  stars: 3
  ai_summary: A visualization plugin from Namecheap that helps track and showcase
    deployment progress across environments. Provides developers with a dashboard
    to quickly grasp which artifact version is running on staging, UAT, or production.
  language: Java
  resource_type: Plugin
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - User Interface
  - Dashboard
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/docker-custom-build-environment:
  title: CloudBees Docker Custom Build Environment
  description: ''
  year: '2021'
  stars: 2
  ai_summary: Allows building projects inside a custom Docker container, providing
    an isolated build runtime. Generally succeeded by native Jenkins Pipeline declarative
    `agent { docker }` syntax, rendering this standalone plugin largely obsolete.
  language: Java
  resource_type: Plugin
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - Containers
  - Docker Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/ec2:
  title: Amazon EC2 plugin
  description: ''
  year: '2025'
  stars: 5
  ai_summary: Dynamically spins up EC2 instances as Jenkins build agents based on
    queue load, terminating them after idle thresholds are reached. Includes advanced
    IAM profile routing, VPC placement, Spot Instance support, and customizable AMI
    launch configurations.
  language: Java
  resource_type: Plugin
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - Kubernetes & Cloud
  - Cloud VM Agents
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/ec2-fleet:
  title: ec2-fleet-plugin
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Integrates Jenkins directly with AWS EC2 Spot Fleets, standard Auto
    Scaling groups, or On-Demand instances. It dynamically manages fleet capacity
    based on build queue demands, maximizing compute savings.
  language: Java
  resource_type: Jenkins Plugin
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Hybrid Infrastructure
  - Auto-scaling
  - AWS Fleet Orchestration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/electricflow:
  title: CloudBees Flow plugin
  description: ''
  year: '2025'
  stars: 0
  ai_summary: Integrates traditional Jenkins pipelines with the CloudBees Flow orchestration
    framework, permitting coordination of complex release stages directly through
    automated build processes.
  language: Java
  resource_type: Jenkins Plugin
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Continuous Delivery
  - Enterprise Orchestration
  - CD Engines
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/extensible-choice-parameter:
  title: Extensible Choice Parameter
  description: ''
  year: '2024'
  stars: 3
  ai_summary: Extends Jenkins' basic choice parameter type by feeding build configuration
    fields dynamic data sources (such as Groovy scripts, text files, or global lists).
    Simplifies UI-driven parameterized builds significantly.
  language: Java
  resource_type: Plugin
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - User Interface
  - Job Parameters
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/fortify:
  title: Fortify
  description: ''
  year: '2025'
  stars: 4
  ai_summary: Integrates Micro Focus Fortify Static Code Analyzer (SCA) into Jenkins
    pipelines. Automates the compilation, security scanning, and ingestion of vulnerability
    findings directly into the Fortify Software Security Center (SSC) dashboard.
  language: Java
  resource_type: Plugin
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Application Security
  - SAST
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/gatling:
  title: 'plugins.jenkins.io: gatling'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Official Jenkins integration for Gatling, enabling automated parsing
    of Gatling simulation results inside CI workflows. It charts performance trends
    over time, facilitating rapid visual regression tracking and immediate identification
    of microservice performance degradation in downstream builds.
  language: Java
  resource_type: Plugin
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - Jenkins
  - Reporting Plugins
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://plugins.jenkins.io/ghprb:
  title: GitHub Pull Request Builder Plugin
  description: ''
  year: '2020'
  stars: 2
  ai_summary: A legacy Jenkins plugin designed to trigger builds based on GitHub Pull
    Request creation and updates. While widely deployed in historical systems, modern
    setups have largely replaced this tool with GitHub Branch Source or GitHub Actions
    for vastly superior security and performance.
  language: Java
  resource_type: Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Continuous Integration
  - Jenkins Plugins
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://plugins.jenkins.io/git:
  title: '**Git Plugin**: Merge Extensions'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: A specialized extension plugin for Jenkins Git integration that automates
    pre-build branch merging. This enables immediate testing of incoming pull request
    commits against target branch heads before running main pipelines. Essential for
    verifying integration compatibility before deployment.
  language: Java
  resource_type: Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Continuous Integration
  - Jenkins Plugins
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://plugins.jenkins.io/git-forensics:
  title: Git Forensics
  description: ''
  year: '2025'
  stars: 4
  ai_summary: Analyzes Git repository commit histories to detect code smells, track
    code velocity, estimate file churn, and measure developer activity. Complements
    code quality scans by identifying high-risk areas of the codebase.
  language: Java
  resource_type: Plugin
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - SCM Integration
  - Git Standard
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://plugins.jenkins.io/git-push:
  title: Git Push
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Automates basic push operations back to git remotes directly from within
    pipeline steps. It wraps git command executions to let jobs commit generated changes,
    updates, or tags without requiring complex scripts.
  language: Java
  resource_type: Jenkins Plugin
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Continuous Integration
  - Source Code Management
  - Git Operations
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://plugins.jenkins.io/github-autostatus:
  title: Jenkins plugin to provide automatic status for multibranch jobs (Grafana)
  description: '- [github.com/jenkinsci/github-autostatus-plugin](https://github.com/jenkinsci/github-autostatus-plugin)'
  year: '2024'
  stars: 0
  ai_summary: Automatically sends multibranch pipeline run metrics, build status,
    and custom stage benchmarks straight to Grafana or InfluxDB systems. Exposes raw
    telemetry for granular query trends.
  language: Java
  resource_type: Jenkins Plugin
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Telemetry
  - GitHub & Grafana Status
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://plugins.jenkins.io/github-branch-source:
  title: 'GitHub Branch Source Plugin:'
  description: ''
  year: '2026'
  stars: 4
  ai_summary: The industry-standard Jenkins integration plugin for GitHub repos. It
    dynamically scans GitHub Organizations to construct multibranch pipelines, manages
    webhooks securely, and publishes build status reports to GitHub PRs. Highly recommended
    for robust Jenkins-centric hybrid cloud environments.
  language: Java
  resource_type: Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Continuous Integration
  - Jenkins Plugins
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://plugins.jenkins.io/hashicorp-vault-plugin:
  title: "HashiCorp Vault \U0001F31F"
  description: '- [medium.com/@nanditasahu031: How to Integrate HashiCorp Vault with
    Jenkins to secure your Secrets](https://medium.com/@nanditasahu031/how-to-integrate-hashicorp-vault-with-jenkins-to-secure-your-secrets-f13bb36e28e9)'
  year: '2026'
  stars: 5
  ai_summary: Secures Jenkins builds by directly retrieving static and dynamic secrets
    from HashiCorp Vault. Supports AppRole, JWT, and Kubernetes authentication, completely
    bypassing local Jenkins credentials storage to prevent sprawl.
  language: Java
  resource_type: Plugin
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Identity & Access
  - Secrets Engines
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://plugins.jenkins.io/job-dsl:
  title: "Job DSL Plugin \U0001F31F"
  description: "- [Jenkins Job DSL API \U0001F31F](https://jenkinsci.github.io/job-dsl-plugin)\n
    \   - [Jenkins Job DSL Plugin documentation](https://github.com/jenkinsci/job-dsl-plugin#documentation)
    A Groovy DSL for Jenkins Jobs - Sweeeeet!"
  year: '2025'
  stars: 0
  ai_summary: The baseline plugin enabling declarative, Groovy-driven definitions
    of Jenkins jobs and folders. Integrates seamlessly with configuration-as-code
    models to allow automatic scaling of massive delivery pipelines.
  language: Groovy
  resource_type: Plugin
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD Infrastructure
  - Configuration as Code
  - Job Generation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://plugins.jenkins.io/kubernetes:
  title: Jenkins Kubernetes Plugin
  description: ''
  year: '2024'
  stars: 5
  ai_summary: A foundational plugin that integrates Jenkins with Kubernetes clusters
    to dynamically provision Jenkins agent pods on-demand. By leveraging Kubernetes
    namespaces and resources, it ensures isolated build environments, scaling agent
    capacity up during intensive test stages and scaling down to save compute budget.
  language: Java
  resource_type: Software
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - Automation
  - Jenkins Integration
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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  - cicd-kubernetes-plugins.md
  - kubectl-commands.md
  youtube_mosaic: {}
https://plugins.jenkins.io/kubernetes-cd:
  title: Kubernetes Continuous Deploy
  description: ''
  year: '2023'
  stars: 5
  ai_summary: A specialized Jenkins plugin designed to coordinate container deployment
    pipelines, allowing seamless application delivery onto Kubernetes clusters. It
    handles cluster authentication, manifest interpolation, and rollout verification,
    although modern enterprise GitOps architectures have largely transitioned target
    deployments to ArgoCD or Flux.
  language: Java
  resource_type: Software
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Automation
  - Deployment Tools
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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  - cicd-kubernetes-plugins.md
  - kubectl-commands.md
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https://plugins.jenkins.io/kubernetes-cli:
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https://plugins.jenkins.io/leastload:
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https://plugins.jenkins.io/logstash:
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https://plugins.jenkins.io/matrix-auth:
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https://plugins.jenkins.io/metrics:
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https://plugins.jenkins.io/monitor-pro:
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https://plugins.jenkins.io/nomad:
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https://plugins.jenkins.io/npm-yarn-wrapper-steps:
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https://plugins.jenkins.io/openshift-client:
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https://plugins.jenkins.io/openshift-deployer:
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https://plugins.jenkins.io/openshift-login:
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https://plugins.jenkins.io/openshift-pipeline:
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https://plugins.jenkins.io/openshift-sync:
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https://plugins.jenkins.io/opentelemetry:
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https://plugins.jenkins.io/parameter-separator:
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https://plugins.jenkins.io/performance:
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https://plugins.jenkins.io/pipeline-as-yaml:
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https://plugins.jenkins.io/pipeline-graph-view:
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https://plugins.jenkins.io/pipeline-maven:
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https://plugins.jenkins.io/pipeline-utility-steps:
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https://plugins.jenkins.io/plasticscm-mergebot:
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https://plugins.jenkins.io/plugin-usage-plugin:
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https://plugins.jenkins.io/qftest:
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https://plugins.jenkins.io/rapid7-insightvm-container-assessment:
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https://plugins.jenkins.io/rest-list-parameter:
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  ai_summary: 'A curated technical resource and architectural guide covering qdnqn.com:
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https://quay.io:
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https://securityaffairs.co/wordpress/127708/hacking/kubernetes-argo-cd-flaw.html:
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https://securityaffairs.com/127708/hacking/kubernetes-argo-cd-flaw.html:
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https://securityboulevard.com/2021/02/devops-vs-devsecops-heres-how-they-fit-together:
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  ai_summary: 'A curated technical resource and architectural guide covering securityboulevard.com:
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https://securityboulevard.com/2022/10/implementing-zero-trust-security-with-service-mesh-and-kubernetes:
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  ai_summary: 'A curated technical resource and architectural guide covering securityboulevard.com:
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https://securitycafe.ro/2023/02/27/a-complete-kubernetes-config-review-methodology:
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https://securitylabs.datadoghq.com/articles/container-security-fundamentals-part-1:
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  ai_summary: Demystifies the operational nature of containers as isolated host processes.
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  hierarchy:
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https://securityonline.info/vampi-vulnerable-rest-api-with-owasp-top-10-vulnerabilities:
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  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering securityonline.info:
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https://seekingalpha.com/article/4427517-jfrog-reminds-me-of-mongodb:
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  ai_summary: An external market analysis tracing JFrog's economic trajectory and
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https://segment.com/blog/the-segment-aws-stack:
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  ai_summary: Segment's historic architectural deep dive discussing their infrastructure
    orchestration models over AWS. Captures early evolution of high-volume container
    deployments prior to widespread EKS standards.
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https://seguridad-informacion.blogspot.com/2020/07/you-bet-that-apis-power-devops-tools.html:
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  ai_summary: Outlines the hidden layer of REST and gRPC APIs driving automation in
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    relies on reliable API layers to control underlying hardware and virtual assets.
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  language: Spanish
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  hierarchy:
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https://selenium.dev:
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https://semantic-release.gitbook.io/semantic-release:
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  ai_summary: Official blueprints for semantic-release, a pipeline agent that completely
    automates versioning and package publishing. Analyzes commit messages matching
    conventional standards to calculate semver increments, avoiding manual human errors
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  resource_type: Library
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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https://semaphore.io:
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https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes:
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  year: '2024'
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  ai_summary: Technical tutorial illustrating native implementation of blue-green
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https://semaphore.io/blog/deploy-microservices:
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  resource_type: Technical Blog
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  hierarchy:
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https://semaphore.io/blog/devops-ml-data:
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  stars: 3
  ai_summary: Argues for the rigorous application of DevOps fundamentals to machine
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https://semaphore.io/blog/kubernetes-deployments:
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  year: '2023'
  stars: 0
  ai_summary: Focuses on incorporating shift-left security strategies directly into
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https://semaphore.io/blog/kubernetes-vs-docker:
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https://semaphore.io/blog/microfrontends:
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    explore microfrontends, their benefits and disadvantages, and how they differ
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  ai_summary: Explores extending microservice patterns to client-side presentation
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  hierarchy:
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https://semaphore.io/blog/replicaset-statefulset-daemonset-deployments:
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  year: '2023'
  stars: 0
  ai_summary: A rigorous comparative guide contrasting Kubernetes workload controllers.
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  language: English
  resource_type: Technical Article
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  hierarchy:
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https://semaphore.io/blog/revving-up-continuous-integration-with-parallel-testing:
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  stars: 0
  ai_summary: This technical deep-dive examines parallel testing strategies within
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https://semaphoreci.com:
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  ai_summary: Evaluates how AppOps layers complement GitOps by shielding developers
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https://shipmight.com/blog/understanding-helm-upgrade-reset-reuse-values:
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https://shopify.engineering/faster-shopify-ci:
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https://shramikawale.medium.com/podsdisruptionbudget-why-you-will-need-in-kubernetes-c939904d590d:
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  ai_summary: 'A curated technical resource and architectural guide covering shramikawale.medium.com:
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https://shrihariharidas73.medium.com/terraform-hashicorp-vault-integration-seamless-secrets-management-46f41cf735f1:
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  ai_summary: 'A curated technical resource and architectural guide covering ==shrihariharidas73.medium.com:
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  ai_summary: 'A curated technical resource and architectural guide covering shuanglu1993.medium.com:
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  ai_summary: Outlines mechanisms for handling secrets securely on local developer
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https://smarketshq.com/marge-bot-for-gitlab-keeps-master-always-green-6070e9d248df:
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https://smartbear.com/resources/ebooks/the-state-of-api-2019-report:
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https://smartcar.com:
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https://smartcar.com/bmw:
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https://smartcar.com/brand/bmw:
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  ai_summary: A specialized portal demonstrating the application of the Smartcar API
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https://smoda.elpais.com/trabajo/apariencias-venderse-trabajo:
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  ai_summary: A critical sociological assessment of superficial performance-displaying
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    coverage) over performative status updates and political visibility.
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  hierarchy:
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https://snipcart.com/blog/api-vs-microservices-architecture:
  title: "snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them'
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https://snipcart.com/blog/microservices-vs-api:
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    \U0001F31F"
  description: ''
  year: '2023'
  stars: 4
  ai_summary: A clear architectural primer explaining the differences and relationships
    between APIs and Microservices. While a microservice is a decentralized, self-contained
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    interact with that service. This article resolves common industry confusion, clarifying
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  language: English
  resource_type: Guide
  complexity: Beginner
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https://snyk.io/articles/open-source-security:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: Snyk's comprehensive security report detailing open-source dependency
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  language: English
  resource_type: Industry Report
  complexity: Intermediate
  is_microservice: false
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https://snyk.io/blog:
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  ai_summary: An additional collection of advanced Rego development practices, focusing
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    ensure policy robustness and security governance.
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  complexity: Advanced
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https://snyk.io/blog/10-docker-image-security-best-practices:
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  ai_summary: A vital guide on secure image design, highlighting automated vulnerability
    analysis tools, secure base selection frameworks, least-privilege principles,
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  language: N/A
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  complexity: Intermediate
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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https://snyk.io/blog/10-kubernetes-security-context-settings-you-should-understand:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: Detailed documentation of essential Security Context settings (e.g.,
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  language: N/A
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  status: online
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  hierarchy:
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  tags:
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https://snyk.io/blog/10-serverless-security-best-practices:
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  year: '2020'
  stars: 0
  ai_summary: Snyk-authored blueprint outlining ten security best practices for serverless
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https://snyk.io/blog/securing-open-source-dependencies-snyk-visual-studio-code-extension:
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  ai_summary: A technical article demonstrating how to find and remediate open-source
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https://snyk.io/blog/shipping-kubernetes-native-applications-with-confidence:
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  year: '2021'
  stars: 0
  ai_summary: Explores secure deployment strategies for containerized architectures.
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  resource_type: Whitepaper / Blog
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  status: online
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  hierarchy:
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https://snyk.io/open-source-security-report:
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https://snyk.io/product/container-vulnerability-management:
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  description: ''
  year: '2024'
  stars: 0
  ai_summary: Fugue (now integrated under Snyk Container security suite) delivers
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  language: None
  resource_type: Service
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: b8861aff17ba60b031e7170b45b885816293f94e031a3d7d95c840c48213f7b4
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  discovered_at: '2026-05-18T20:54:54.937889+02:00'
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  hierarchy:
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https://socket.dev/blog/introducing-socket:
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  description: ''
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  stars: 0
  ai_summary: This reference introduces Socket, a platform that audits the actual
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  language: None
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://socket.io:
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  description: ''
  year: '2026'
  stars: 5
  ai_summary: The home of Socket.io, a premier real-time bidirectional event engine.
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    reconnection, packet buffering, and client-room multiplexing out of the box.
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  resource_type: Framework
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
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https://softobiz.com/microservice-orchestration-with-zeebe-and-kafka:
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  stars: null
  ai_summary: A curated technical resource and architectural guide covering softobiz.com
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  hierarchy:
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? https://softwareengineering.stackexchange.com/questions/436567/what-is-the-best-practice-about-microservice-architecture-for-consuming-many-sto
: title: 'softwareengineering.stackexchange.com: What is the best practice about microservice''
    architecture for consuming many stored procedures in the same database?'
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  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering softwareengineering.stackexchange.com:
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  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
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https://spacelift.io/blog/terraform-backends:
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https://spacelift.io/blog/terraform-eks:
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https://spacelift.io/blog/terraform-files:
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https://spacelift.io/blog/terraform-tools:
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  ai_summary: An extensive expert compilation of 18 essential tools designed to augment
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https://spacelift.io/blog/what-is-terraform-cloud:
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  ai_summary: Spacelift's technical assessment of Terraform Cloud's infrastructure
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https://spacelift.io/blog/yaml:
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  ai_summary: A detailed Spacelift blog covering modern YAML conventions within Infrastructure-as-Code
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https://spanish.entrepreneur.com:
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https://speakerdeck.com/devinjeon/kubernetes-pod-internals-with-the-fundamentals-of-containers:
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https://speakerdeck.com/devopslx/cd-and-optimized-cloud-spend?slide=12:
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  ai_summary: A detailed presentation contrasting legacy deployment scripts with modern,
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https://speakerdeck.com/keisukeyamashita/introduction-to-spinnaker-managed-pipeline-templates:
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  ai_summary: A technical slide deck introducing Spinnaker Managed Pipeline Templates
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  ai_summary: This deck explores the administration of Spinnaker application and pipeline
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https://speakerdeck.com/lemiorhan/10-git-anti-patterns-you-should-be-aware-of:
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https://speakerdeck.com/mabulgu/apache-kafka-with-red-hat-amq-streams:
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  ai_summary: A deep-dive slide deck exploring the deployment patterns of Apache Kafka
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https://speakerdeck.com/mhausenblas/kubecologne-keynote-troubleshooting-kubernetes-apps:
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https://speakerdeck.com/thockin/kubernetes-and-networks-why-is-this-so-dang-hard:
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  ai_summary: An essential presentation deck by Tim Hockin (Kubernetes co-founder)
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https://speakerdeck.com/victorrentea/profiling-a-java-application-at-devdays-2023:
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  ai_summary: Deep presentation deck outlining hands-on strategies for profiling complex
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https://spectrum.ieee.org/software-eating-car:
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https://speedlancer.com:
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https://spinnaker.io:
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https://spinnaker.io/setup/quickstart:
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https://superfastpython.com/thread-deadlock-in-python:
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https://superorbital.io/blog/testing-production-controllers:
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https://superuser.openinfra.org/articles/run-your-kubernetes-cluster-on-openstack-in-production:
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https://support.apple.com/en-us/HT201236:
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https://support.atlassian.com/bitbucket-cloud/docs/yaml-anchors:
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https://support.cloudbees.com/hc/en-us/articles/227246387-How-to-Configure-Jenkins-for-Git-Merge-:
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https://support.google.com/calendar/answer/190998:
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https://support.google.com/google-workspace-individual/answer/10729749:
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https://support.sonatype.com/hc/en-us/articles/213465768-SSL-Certificate-Guide:
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  ai_summary: 'A curated technical resource and architectural guide covering support.sonatype.com:
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? https://tanzu.vmware.com/developer/blog/log4shell-vulnerability-spotlights-the-importance-of-adopting-trusted-open-source-software-providers-for-the-enterprise
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? https://tech.bigbasket.com/atlas-streamlining-bigbaskets-40-lines-of-testing-across-80-microservices-in-non-production-459040947519
: title: 'tech.bigbasket.com: Atlas: Streamlining BigBasket’s 40+ lines of testing''
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https://tech.deliveryhero.com/dynamically-overscaling-a-kubernetes-cluster-with-cluster-autoscaler-and-pod-priority:
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? https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889
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? https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351
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https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-free-tier-and-standard-tier/3731432:
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https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-microsoft-ignite-announcements/3650443:
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? https://techcommunity.microsoft.com/blog/appsonazureblog/building-a-path-to-success-for-microservices-and-net-core---project-tye--github-/1502270
: title: 'techcommunity.microsoft.com: Building a path to success for microservices
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? https://techcommunity.microsoft.com/blog/appsonazureblog/full-stack-net-6-apps-with-blazor-webassembly-and-azure-static-web-apps/2933428
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? https://techcommunity.microsoft.com/blog/appsonazureblog/introducing-azure-container-apps-a-serverless-container-service-for-running-mode/2867265
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https://techcommunity.microsoft.com/blog/appsonazureblog/simplifying-azure-kubernetes-service-authentication-part-2/4055332:
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? https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/now-in-foundry-tongyi-mai-z-image-turbo-with-flux-1-schnell-and-sdxl-base-1-0/4520199
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? 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
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  ai_summary: An announcement regarding native ArgoCD integration managed directly
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? https://techcommunity.microsoft.com/blog/azurearcblog/in-preview-azure-key-vault-secrets-provider-extension-for-arc-enabled-kubernetes/3002160
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https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-openai-landing-zone-reference-architecture/3882102:
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? https://techcommunity.microsoft.com/blog/azurearchitectureblog/new-feature-easily-assign-regulatory-compliance-policies-to-your-azure-landing-z/4074957
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? https://techcommunity.microsoft.com/blog/azureforisvandstartupstechnicalblog/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662
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? https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/announcing-public-preview-of-bicep-templates-support-for-microsoft-graph/4141772
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? https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/announcing-the-public-preview-of-azure-chaos-studio/2893050
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? https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/azure-pricing-how-to-estimate-azure-project-costs/4166297
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? https://techcommunity.microsoft.com/blog/azurehighperformancecomputingblog/running-gpu-accelerated-workloads-with-nvidia-gpu-operator-on-aks/4061318
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  ai_summary: An enterprise guide for orchestrating GPU-accelerated workloads on AKS
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https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-landing-zones-custom-archetypes-using-terraform/3791172:
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? https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-permissions-101-how-to-manage-azure-access-effectively/4067468
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  ai_summary: An introductory guide to managing permissions across Azure subscriptions
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? https://techcommunity.microsoft.com/blog/azureinfrastructureblog/centralized-private-resolver-architecture-implementation-using-azure-private-dns/4132622
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? https://techcommunity.microsoft.com/blog/azureinfrastructureblog/leveraging-azure-copilot-for-azure-kubernetes-services-aks/4212457
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? https://techcommunity.microsoft.com/blog/azureinfrastructureblog/part-1-leverage-bicep-standard-model-to-automate-azure-iaas-deployment/3804348
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https://techcommunity.microsoft.com/blog/azureinfrastructureblog/unleashing-github-copilot-for-infrastructure-as-code/4124031:
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https://techcommunity.microsoft.com/blog/azurenetworkingblog/introducing-subnet-peering-in-azure/4383841:
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  stars: 0
  ai_summary: Introduces the architectural paradigm of Subnet Peering in Azure, bypassing
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https://techcommunity.microsoft.com/blog/azurenetworksecurityblog/building-a-ddos-response-plan/4372256:
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  stars: 0
  ai_summary: A technical operational playbook on structuring a rapid-response plan
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  hierarchy:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
? https://techcommunity.microsoft.com/blog/azureobservabilityblog/advanced-network-observability-for-your-azure-kubernetes-service-clusters-throug/4176736
: title: 'techcommunity.microsoft.com: Advanced Network Observability for your Azure
    Kubernetes Service clusters through Azure Monitor'
  description: ''
  year: '2024'
  stars: 4
  ai_summary: Unveiling advanced network observability features for AKS clusters,
    utilizing eBPF to capture kernel-level network telemetry. It provides deep visibility
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    transient network issues inside microservices environments.
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  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://techcommunity.microsoft.com/blog/azureobservabilityblog/azure-monitor-logs-next-evolution-multi-tier-logging/4200871:
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    logging'
  description: ''
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  stars: 4
  ai_summary: Introduces Azure Monitor's next-generation multi-tier logging capabilities,
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  youtube_mosaic: {}
? https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140
: title: 'techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on
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  ai_summary: A detailed architectural analysis on isolating and correlating performance
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  content_hash: null
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  last_ai_eval: null
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  hierarchy:
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https://techcommunity.microsoft.com/blog/azureobservabilityblog/introducing-azure-monitor-managed-service-for-prometheus/3600185:
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  stars: 5
  ai_summary: Announcement of the native, fully managed Prometheus monitoring service
    integrated into Azure Monitor. This managed engine allows teams to leverage standard
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    the primary standard for collecting metrics from AKS and cloud-native workloads.
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  content_hash: null
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  last_ai_eval: null
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https://techcommunity.microsoft.com/blog/azurepaasblog/azure-storage-blob-count--capacity-usage-calculator/3516855:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: Presents dynamic automation options to calculate blob count and physical
    storage requirements across premium Azure Storage containers, facilitating cost
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  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
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  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  v1_locations: []
  v2_locations:
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https://techcommunity.microsoft.com/blog/azuresqlblog/azure-sql-managed-instance-pools-new-features/4044688:
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  year: '2024'
  stars: 0
  ai_summary: Analyzes the latest performance and architecture updates to Azure SQL
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? https://techcommunity.microsoft.com/blog/azurestackblog/azure-kubernetes-service-and-azure-container-registry-service-on-azure-stack-hub/3075932
: title: 'techcommunity.microsoft.com: Azure Kubernetes Service and Azure Container
    Registry Service on Azure Stack Hub'
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  ai_summary: Outlines deploying managed AKS and container registries (ACR) onto Azure
    Stack Hub, which acts as a hybrid infrastructure setup. Solves data sovereignty,
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https://techcommunity.microsoft.com/blog/azurestorageblog/azure-container-storage-in-public-preview/3819246:
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  ai_summary: Spotlights the public preview release of Azure Container Storage (now
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? https://techcommunity.microsoft.com/blog/azuresynapseanalyticsblog/cicd-in-synapse-sql-how-to-deliver-your-database-objects-across-multiple-environ/3267507
: title: 'techcommunity.microsoft.com: CICD in Synapse SQL: How to deliver your database
    objects across multiple environments'
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  stars: 4
  ai_summary: Explores CI/CD pipelines for Synapse SQL databases, focusing on deploying
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    capable of deploying to both legacy Synapse workspaces and modern Lakehouses.
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? https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-a-new-login-experience-with-azure-powershell-and-azure-cli/4109357
: title: 'techcommunity.microsoft.com: Announcing a new login experience with Azure
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  stars: 0
  ai_summary: Introduces architectural improvements to CLI/SDK authentication processes
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https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azapi-dynamic-properties/4121855:
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  ai_summary: Details the Dynamic Properties feature in the AzAPI Terraform provider.
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https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azure-terrafy-and-azapi-terraform-provider-previews/3270937:
  title: Announcing Azure Terrafy and AzAPI Terraform Provider Previews
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Highlights the debut of Azure Terrafy and the AzAPI Terraform Provider.
    AzAPI operates directly on top of Azure ARM REST layers, allowing engineers to
    configure newly released cloud capabilities without waiting for traditional provider
    updates.
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  resource_type: Article
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? https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-general-availability-of-terraform-azure-verified-modules-for-platform/4366027
: title: Announcing General Availability of Terraform Azure Verified Modules for Platform
    Landing Zone (ALZ)
  description: ''
  year: '2025'
  stars: 0
  ai_summary: Details the general availability of Terraform-based Azure Verified Modules
    (AVM) for constructing platform landing zones. These modules offer verified, highly
    robust IaC templates that align with Microsoft's official structural guidelines.
    This release significantly reduces the development overhead required to build
    enterprise platform hubs.
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  resource_type: Article
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  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Terraform
  - Azure Verified Modules
  tags:
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? https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889
: title: Announcing Public Preview of Terraform Export from the Azure Portal
  description: ''
  year: '2025'
  stars: 0
  ai_summary: Secondary portal-integration documentation describing technical setups
    for exporting active resource configurations. Focuses on producing clean, modular
    Terraform files from complex legacy environments.
  language: None
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: duplicate
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  content_hash: null
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  hierarchy:
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  v1_locations: []
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  youtube_mosaic: {}
  duplicate_of: https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889
? https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-template-based-previews-of-azure-cli-and-azure-powershell-for-key-vau/3933802
: title: 'techcommunity.microsoft.com: Announcing template-based previews of Azure
    CLI and Azure PowerShell for Key Vault deployments'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Product update presenting template-backed deployment techniques in Azure
    CLI/PowerShell, streamlining Key Vault configuration procedures.
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  resource_type: Blog Post
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? https://techcommunity.microsoft.com/blog/azuretoolsblog/azure-landing-zones-accelerators-for-bicep-and-terraform-announcing-general-avai/4029866
: title: 'techcommunity.microsoft.com: Azure Landing Zones Accelerators for Bicep
    and Terraform. Announcing General Availability!'
  description: ''
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  stars: 0
  ai_summary: GA announcement of the official Bicep and Terraform accelerators designed
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  tags:
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? https://techcommunity.microsoft.com/blog/azuretoolsblog/from-prompt-to-production-open-in-vs-code-for-terraform-in-azure-copilot/4494931
: title: 'From Prompt to Production: Open in VS Code for Terraform in Azure Copilot'
  description: Official Microsoft release detailing the seamless integration between
    the portal-based Azure Copilot and local VS Code instances for automated IaC orchestration.
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  ai_summary: 'This architectural enablement article introduces the ''Open in VS Code''
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    architects to generate Terraform manifests via natural language and transition
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    * Integrates Azure portal-based AI generation directly with local editor toolchains.

    * Eliminates copy-paste friction by maintaining operational states, environments,
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  hierarchy:
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  reputation_summary: Official Microsoft-released tool feature that streamlines developer
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  source_provenance: X.com (nubenetes)
  suggested_new_category: cloud-infrastructure-ai
https://techcommunity.microsoft.com/blog/azuretoolsblog/introducing-azure-verified-modules/4045946:
  title: "techcommunity.microsoft.com: Introducing Azure Verified Modules! \U0001F31F"
  description: '- [youtube: Introducing Azure Verified Modules for Terraform | Ned
    in the Cloud](https://www.youtube.com/watch?v=6OeRByC-sBs)'
  year: '2024'
  stars: 4
  ai_summary: Introduces Microsoft's official Azure Verified Modules (AVM) framework.
    AVM unifies IaC configurations across Terraform and Bicep, providing reliable,
    enterprise-tested modules co-developed by Microsoft and HashiCorp.
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  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
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  content_hash: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
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https://techcommunity.microsoft.com/blog/azuretoolsblog/terraform-on-azure-february-2024-update/4070567:
  title: 'techcommunity.microsoft.com: Terraform on Azure February 2024 Update'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: A regular engineering update highlighting improvements to Azure Terraform
    systems. Details features like AzAPI provider evolution, newly implemented resource
    types in AzureRM, and tools aiming to simplify cloud migration workflows.
  language: HCL
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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https://techcommunity.microsoft.com/blog/containers/securing-windows-workloads-on-azure-kubernetes-service-with-calico/3815429:
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? https://techcommunity.microsoft.com/blog/educatordeveloperblog/coding-frameworks-and-languages-are-no-longer-the-point-prompting-is/3820265
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? https://techcommunity.microsoft.com/blog/fasttrackforazureblog/a-practical-guide-to-zone-redundant-aks-clusters-and-storage/4036254
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https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-policy-for-azure-container-apps-yes-please/3775200:
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? https://techcommunity.microsoft.com/blog/fasttrackforazureblog/can-i-create-an-azure-red-hat-openshift-cluster-in-terraform-yes-you-can/3670889
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? https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-create-a-vpn-between-azure-and-aws-using-only-managed-solutions/2281900
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https://techcommunity.microsoft.com/blog/finopsblog/get-tailored-insights-with-our-advisor-well-architected-assessments/4218239:
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https://techcommunity.microsoft.com/blog/finopsblog/identify-your-savings-potential-in-azure/4131194:
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? https://techcommunity.microsoft.com/blog/finopsblog/learn-to-manage-investments-and-cost-efficiency-of-azure-and-ai-workloads/4396862
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? https://techcommunity.microsoft.com/blog/healthcareandlifesciencesblog/azure-devops-pipelines-if-expressions-and-conditions/3737159
: title: "techcommunity.microsoft.com: Azure DevOps Pipelines: If Expressions and
    Conditions \U0001F31F"
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  ai_summary: Breaks down the syntax and runtime evaluation of conditional if-expressions
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? https://techcommunity.microsoft.com/blog/itopstalkblog/azure-terrafy-%e2%80%93-import-your-existing-azure-infrastructure-into-terraform-hcl/3357653
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  ai_summary: An introductory guide on leveraging Azure Terrafy to modernize legacy
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https://techcommunity.microsoft.com/blog/itopstalkblog/iis-central-certificate-store-and-windows-containers/4181509:
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  stars: 0
  ai_summary: This Microsoft Technical Community post details how to configure Windows
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  hierarchy:
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https://techcommunity.microsoft.com/blog/itopstalkblog/infrastructure-as-code-iac-comparing-the-tools/3205045:
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    Tools'
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  ai_summary: Synthesizes Azure Bicep, ARM Templates, Terraform, and Ansible within
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  youtube_mosaic: {}
? https://techcommunity.microsoft.com/blog/itopstalkblog/standardize-devops-practices-across-hybrid-and-multicloud-environments/2795010
: title: 'techcommunity.microsoft.com: Standardize DevOps practices across hybrid
    and multicloud environments'
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  stars: 3
  ai_summary: A strategic discussion on leveraging Azure Arc-enabled Kubernetes to
    enforce standardized CI/CD pipelines and compliance rules across disparate infrastructure.
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? https://techcommunity.microsoft.com/blog/microsoft-entra-blog/important-azure-ad-graph-retirement-and-powershell-module-deprecation/3848270
: title: 'techcommunity.microsoft.com: Important: Azure AD Graph Retirement and Powershell
    Module Deprecation'
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  stars: 3
  ai_summary: An urgent notice regarding the deprecation and retirement of Azure AD
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  youtube_mosaic: {}
? https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/microsoft-announces-general-availability-of-defender-for-apis/3981488
: title: 'techcommunity.microsoft.com: Microsoft Announces General Availability of
    Defender for APIs'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Spotlights the GA release of Microsoft Defender for APIs. Integrates
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  geo_region: null
  hierarchy:
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  v2_locations:
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  youtube_mosaic: {}
https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/security-control-implement-security-best-practices/2269914:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Provides guidance on implementing Azure Security Benchmark recommendations.
    Discusses vulnerability assessments, access policy enforcement, and operational
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  geo_region: null
  hierarchy:
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? https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/simplifying-onboarding-to-microsoft-defender-for-cloud-with-terraform/3974789
: title: 'techcommunity.microsoft.com: Simplifying Onboarding to Microsoft Defender
    for Cloud with Terraform'
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  ai_summary: Guides security teams through automating cloud security posture management.
    Demonstrates how to write and execute Terraform modules to easily onboard Azure
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  hierarchy:
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https://techcommunity.microsoft.com/blog/microsoftsentinelblog/non-interactive-logins-minimizing-the-blind-spot/2287932:
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  ai_summary: Securing automated pipelines through monitoring and auditing strategies
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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https://techcommunity.microsoft.com/blog/microsoftteamsblog/new-bitbucket-bot-for-microsoft-teams/218212:
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  ai_summary: The official Microsoft Teams integration for Bitbucket Server and Cloud.
    Relays rich contextual alerts regarding repository updates, commit feedback, and
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? https://techcommunity.microsoft.com/blog/microsoftthreatprotectionblog/what%e2%80%99s-new-in-defender-how-copilot-for-security-can-transform-your-soc/4084222
: title: 'techcommunity.microsoft.com: What’s new in Defender: How Copilot for Security
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  stars: 0
  ai_summary: Evaluates how AI-driven Copilot for Security integrates into Security
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? https://techcommunity.microsoft.com/blog/sqlserver/sql-server-containers-on-kubernetes-with-s3-compatible-object-storage---getting-/3717003
: title: 'techcommunity.microsoft.com: SQL Server containers on Kubernetes with S3-compatible
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  ai_summary: Walks through deploying SQL Server containers inside Kubernetes using
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https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-hero-with-azure-landing-zones/4229195:
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  stars: 0
  ai_summary: A comprehensive onboarding guide tailored for startups and mid-market
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? https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-hero-with-identity-and-access-control-in-azure-kubernetes-service/4386350
: title: From Zero to Hero with Identity and Access Control in Azure Kubernetes Service
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  ai_summary: A comprehensive handbook for architecting identity boundaries in Azure
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? https://techcommunity.microsoft.com/discussions/azure/dynamic-user-membership-rules-azure-active-directory-administrative-units-and-pa/3281164
: title: "techcommunity.microsoft.com: Dynamic user membership rules, Azure Active
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  stars: 4
  ai_summary: Explains how to configure Entra ID dynamic groups, set up scoped Administrative
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https://techcommunity.microsoft.com/discussions/azurepartners/azure-orphan-resources-grafana-dashboard/4120303:
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  stars: 4
  ai_summary: A guide and repository for implementing a customized Grafana dashboard
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  hierarchy:
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? https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662
: title: Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)
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  ai_summary: Explores key architectural patterns for integrating Azure Key Vault
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? https://techcommunity.microsoft.com/discussions/azurepartners/how-to-deploy-a-production-ready-aks-cluster-with-terraform-verified-module/4122013
: title: 'techcommunity.microsoft.com: How to deploy a production-ready AKS cluster
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  stars: 3
  ai_summary: An article walking through Azure Verified Modules (AVM) standards for
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? https://techcommunity.microsoft.com/discussions/microsoft-intune/use-powershell-to-retrieve-all-assigned-intune-policies-and-applications-per-azu/3217498
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  ai_summary: Provides script patterns querying the unified Microsoft Graph endpoint
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https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why-powershell-is-so-important/3041748:
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  ai_summary: Illustrates performance gains when managing server roles using standard
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? https://techcommunity.microsoft.com/discussions/windowsserver/use-powershell-to-search-for-accounts-in-active-directory-that-have-gone-stale/3585934
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  stars: 0
  ai_summary: Documents clean Active Directory directory-sweeping scripts configured
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https://tekton.dev:
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  description: ''
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  stars: 5
  ai_summary: Analyzes Tekton, a powerful Kubernetes-native, open-source framework
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https://tekton.dev/docs/pipelines/pipelines:
  title: Tekton Pipelines Docs
  description: ''
  year: '2024'
  stars: 5
  ai_summary: The authoritative reference documentation for configuring Tekton Pipelines.
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https://telepresence.io:
  title: "telepresence.io \U0001F31F"
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Telepresence is a CNCF proxying tool that connects a local development
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    enabling developers to run integration tests and debug local services as if they
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  language: Go
  resource_type: Tool
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  hierarchy:
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https://teletype.in/@sravancynixit/CcwqFANxY:
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  year: '2020'
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  ai_summary: Continuous Integration and Deployment guide utilizing Banzai Cloud automation
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  language: Java
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  hierarchy:
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https://templates.cloudonaut.io:
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https://templates.cloudonaut.io/en/stable/jenkins:
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    agents'
  description: ''
  year: '2019'
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  ai_summary: Comprehensive configuration templates for building resilient AWS-native
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  hierarchy:
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https://tennexas.com/kubernetes-troubleshooting-examples:
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  stars: 0
  ai_summary: An essential compilation of practical Kubernetes troubleshooting scenarios
    focusing on common network, storage, and configuration failures. It provides hands-on
    diagnostic scripts and commands to dissect failing pods and unresolvable services.
    This playbook bridges the gap between theoretical knowledge and day-to-day cluster
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  language: English
  resource_type: Blog Post
  complexity: Intermediate
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  status: online
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  hierarchy:
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  v1_locations: []
  v2_locations:
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https://teplyheng.medium.com/in-depth-understanding-of-deployments-in-kubernetes-af2c93ca4a24:
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  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering teplyheng.medium.com:
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  resource_type: Reference
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  hierarchy:
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https://teplyheng.medium.com/understand-the-difference-between-deployments-and-replicaset-7e1cfd4d8639:
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    ReplicaSet \U0001F31F"
  description: ''
  year: N/A
  stars: 0
  ai_summary: "A curated technical resource and architectural guide covering teplyheng.medium.com:
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  hierarchy:
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https://teresaforcades.com/pensament/medicina.html:
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    more secure and resilient.**\n    - [Config-lint](https://stelligent.github.io/config-lint)\n
    \   - [Copper](https://github.com/cloud66-oss/copper)\n    - [Conftest](https://www.conftest.dev)\n
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  year: '2024'
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  ai_summary: 'A comparative index of leading static checkers (including kube-score,
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    security, and schema configuration standards. Note: Kubeval is deprecated; modern
    workloads favor Conftest or native dry-run commands.'
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  hierarchy:
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  v2_locations:
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  is_special: true
https://terminalsandcoffee.com/setting-up-the-aws-cli-iam-user-api-keys-b83554e314e4:
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  description: ''
  year: N/A
  stars: 0
  ai_summary: "A curated technical resource and architectural guide covering terminalsandcoffee.com:
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  language: English
  resource_type: Reference
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  hierarchy:
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https://terraform-docs.io/user-guide/introduction:
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  ai_summary: Official user guide for `terraform-docs`, the standard utility used
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    integration pre-commit hooks.
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https://terraform-infraestructura.readthedocs.io:
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  discovered_at: '2026-05-17T17:38:53.587014+02:00'
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https://terraform-infraestructura.readthedocs.io/es/latest:
  title: terraform-infraestructura.readthedocs.io
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  year: '2022'
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  ai_summary: Comprehensive Spanish-language documentation outlining the setup, management,
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  resource_type: Localized Documentation
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  hierarchy:
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https://terragrunt.com:
  title: terragrunt.gruntwork.io
  description: ''
  year: '2025'
  stars: 5
  ai_summary: Terragrunt is the industry-standard orchestrator wrapper that resolves
    complex code redundancy by establishing DRY configurations, managing dynamic state
    initialization, and handling cross-module dependency trees. It simplifies variable
    inheritance structures, minimizing state bloat across hundreds of distinct directories.
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  resource_type: CLI Tool
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  hierarchy:
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  tags:
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https://terragrunt.gruntwork.io:
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https://terraspace.cloud:
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  description: ''
  year: '2024'
  stars: 3
  ai_summary: Terraspace is an elegant, full-featured Ruby-based framework for provisioning
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  hierarchy:
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https://terrateam.io/blog/aws-lambda-function-with-terraform:
  title: 'terrateam.io: AWS Lambda Function with Terraform'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Demonstrates how to configure and deploy AWS Lambda functions natively
    using HashiCorp Terraform. Covers managing the function zip package, continuous
    IAM role updates, integration with API Gateway, and dealing with Terraform's state
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  language: HCL
  resource_type: Technical Blog
  complexity: Intermediate
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
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  v2_locations:
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https://terrateam.io/blog/terraform-pre-commit-hooks:
  title: 'terrateam.io: Terraform Pre-Commit Hooks'
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  year: '2023'
  stars: 4
  ai_summary: Analyzes the use of git pre-commit hooks as a local feedback loop to
    enforce code formatting, syntactic correctness, and security scanning before code
    reaches upstream repositories. Emphasizes tools like tflint, tfsec, and checkov
    within the automation hook sequence. Live grounding shows that automating these
    checks significantly reduces CI failure rates and keeps infrastructure declarations
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  language: HCL
  resource_type: Blog
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  status: online
  addition_method: manual
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  hierarchy:
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  tags:
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https://testcontainers.com:
  title: testcontainers.org
  description: "- [thenewstack.io: Testcontainers Integration Library Gets Commercial
    Backing with AtomicJar](https://thenewstack.io/testcontainers-integration-library-gets-commercial-backing-with-atomicjar)\n
    \   - [spinscale.de: Using Testcontainers To Test Elasticsearch Plugins](https://spinscale.de/posts/2021-08-25-using-testcontainers-to-test-elasticsearch-plugins.html)\n
    \   - [testcontainers-spring-boot \U0001F31F](https://github.com/PlaytikaOSS/testcontainers-spring-boot)
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    use Testcontainers with Spring Boot you may be interested in the Playtika_Ltd
    Testcontainers library that provides auto-configurations for springboot based
    integration tests. It contains modules e.g. for kafka rabbitmq mongodb\n    -
    [atomicjar.com: Announcing Testcontainers Cloud: Integration Testing has never
    been easier](https://www.atomicjar.com/2021/11/announcing-testcontainers-cloud)
    Ever wished for integration tests to be faster, easier, and more efficient? Wish
    no more! We're happy to announce Testcontainers Cloud - a lightweight, fast, and
    secure integration testing platform for everyone.\n    - [vladmihalcea.com: Testcontainers
    Database Integration Testing](https://vladmihalcea.com/testcontainers-database-integration-testing)\n
    \   - [thenewstack.io: How Testcontainers Is Demonstrating Value as a Key CI Tool](https://thenewstack.io/how-testcontainers-is-demonstrating-value-as-a-key-ci-tool)
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    module-specific Docker containers while the app is being built in order to simplify
    integration testing."
  year: '2023'
  stars: 0
  ai_summary: Official web portal and learning nexus for Testcontainers. Outlines
    integration paths for Spring Boot via PlaytikaOSS autoconfigurations, commercial
    backing via AtomicJar (now Docker), and optimizations for running databases deterministically
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  resource_type: Documentation
  complexity: Intermediate
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  status: online
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  hierarchy:
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https://testdriven.io/blog/clean-code-python:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: Deep dive into code style conventions and software safety principles
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    static type checkers (Mypy), and clean design patterns (SOLID) to ensure maintainable
    codebase lifecycles.
  language: Python
  resource_type: Guide
  complexity: Intermediate
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  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - '[GUIDE]'
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https://testdriven.io/blog/docker-best-practices:
  title: 'testdriven.io: Docker Best Practices for Python Developers'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Details architectural recommendations for containerizing Python environments.
    Outlines wheel pre-compilation steps, proper usage of virtual environments in
    multi-stage execution, and secure user privilege levels.
  language: Python
  resource_type: article
  complexity: Intermediate
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  status: online
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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https://the-awesome-git-cheat-sheet.com:
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https://thenewstack.io/3-reasons-why-you-cant-afford-to-ignore-cloud-native-computing:
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https://thenewstack.io/3-ways-to-use-automation-in-ci-cd-pipelines:
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  ai_summary: Highlights three strategic insertion points for advanced pipeline automation.
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  resource_type: Blog
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  hierarchy:
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https://thenewstack.io/30-pull-requests-later-prometheus-memory-use-is-cut-in-half:
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  ai_summary: Technical analysis of memory optimizations within the Prometheus TSDB.
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https://thenewstack.io/4-essential-tools-for-protecting-apis-and-web-applications:
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  ai_summary: Examines four essential patterns for protecting public web applications
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https://thenewstack.io/4-reasons-your-cloud-operations-need-a-finops-team:
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  ai_summary: Highlights four critical drivers for establishing a structured FinOps
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https://thenewstack.io/4-ways-to-run-kubernetes-in-production:
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  ai_summary: Compares major approaches to operating production clusters. Evaluates
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  hierarchy:
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https://thenewstack.io/5-best-practices-for-configuring-kubernetes-pods-running-in-production:
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  ai_summary: 'Highlights 5 key areas for stabilizing pods in production: configuring
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  hierarchy:
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https://thenewstack.io/5-best-practices-to-back-up-kubernetes:
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  ai_summary: Ensuring disaster recovery capability in Kubernetes requires robust
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  resource_type: Blog Post
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https://thenewstack.io/5-cloud-automation-tips-for-developers-and-devops:
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  ai_summary: Details actionable cloud infrastructure and automation recommendations.
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https://thenewstack.io/5-cloud-native-trends-to-watch-out-for-in-2022:
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  ai_summary: Outlines five major architectural developments in cloud-native technology,
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https://thenewstack.io/5-essential-tips-to-manage-kubernetes-costs:
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https://thenewstack.io/5-expensive-kubernetes-cost-traps-and-how-to-deal-with-them:
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  ai_summary: Identifies the core operational anti-patterns that lead to rapid cluster
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https://thenewstack.io/5-lessons-for-building-a-platform-as-a-product:
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https://thenewstack.io/5-misconceptions-about-devsecops:
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https://thenewstack.io/5-things-developers-need-to-know-about-kubernetes-management:
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  stars: 2
  ai_summary: Outlines key operational considerations for developers writing cloud-native
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https://thenewstack.io/5-ways-to-succeed-with-an-api-gateway:
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  stars: 4
  ai_summary: Outlines five essential patterns for deploying API Gateways in microservices
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https://thenewstack.io/6-kubernetes-best-practices-to-empower-devs-to-troubleshoot:
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  ai_summary: DevOps maturity relies on empowering application developers to diagnose
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  resource_type: Blog Post
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https://thenewstack.io/6-kubernetes-security-best-practices:
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  ai_summary: A baseline architectural guide covering foundational security principles
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https://thenewstack.io/7-benefits-of-testing-in-isolation:
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https://thenewstack.io/7-best-practices-to-build-and-maintain-resilient-applications-and-infrastructure:
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  stars: 4
  ai_summary: Synthesizes core software engineering and site reliability practices
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https://thenewstack.io/7-features-that-make-kubernetes-ideal-for-ci-cd:
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  year: '2023'
  stars: 0
  ai_summary: Analysis of Kubernetes-native features that naturally enhance modern
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  hierarchy:
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https://thenewstack.io/7-must-have-python-tools-for-ml-devs-and-data-scientists:
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  year: '2023'
  stars: 0
  ai_summary: A technical article highlighting the top Python tools and libraries
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    features across libraries focused on performance, profiling, testing, and memory
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  resource_type: Blog
  complexity: Beginner
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  status: online
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  hierarchy:
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https://thenewstack.io/7-tips-for-cutting-down-your-aws-kubernetes-bill:
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  stars: 0
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https://thenewstack.io/a-better-way-to-provision-kubernetes-using-terraform:
  title: 'thenewstack.io: A Better Way to Provision Kubernetes Using Terraform'
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  year: '2023'
  stars: 0
  ai_summary: Proposes decoupling patterns that separate underlying Kubernetes structural
    provisioning from inner-cluster configurations. Recommends utilizing GitOps agents
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    target container manifests.
  language: None
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
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https://thenewstack.io/a-case-for-databases-on-kubernetes-from-a-former-skeptic:
  title: 'thenewstack.io: A Case for Databases on Kubernetes from a Former Skeptic'
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  year: '2022'
  stars: 0
  ai_summary: An analytical account exploring how local NVMe storage classes, low-latency
    container network interfaces, and declarative operator-driven recovery mechanisms
    have convinced traditional DBAs to run critical state on Kubernetes.
  language: English
  resource_type: Case Study
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  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
  - Data on Kubernetes
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  - Case Studies
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  v2_locations:
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https://thenewstack.io/a-deep-dive-into-architecting-a-kubernetes-infrastructure:
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  year: '2022'
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  ai_summary: Examines core design components for highly available, resilient enterprise
    platform engineering. Covers production networking, stateful storage configurations,
    external telemetry integrations, and security foundations.
  language: N/A
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
  - Cluster Architecture
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  - Infrastructure
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  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://thenewstack.io/a-deep-dive-into-the-security-of-iam-in-aws:
  title: 'thenewstack.io: A Deep Dive into the Security of IAM in AWS'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: An exhaustive technical analysis of AWS IAM's internal security mechanics
    and threat vectors. The piece breaks down role assumption, principal authorization
    context evaluation, resource-based vs. identity-based policies, and privilege
    escalation patterns. Essential reading for security architects hardening AWS infrastructure.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Security & Identity
  - AWS IAM
  - Security Analysis
  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
  - aws-security.md
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https://thenewstack.io/a-digital-transformation-journey-in-the-banking-sector:
  title: 'thenewstack.io: A Digital Transformation Journey in the Banking Sector'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analysis of how a major financial institution leveraged cloud-native
    microservices, legacy modernization, and domain-driven design to achieve high
    availability and strict compliance in digital transformation initiatives.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Enterprise Architecture
  - Case Studies
  - Financial Sector
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
https://thenewstack.io/a-guide-to-running-stateful-applications-in-kubernetes:
  title: 'thenewstack.io: A Guide to Running Stateful Applications in Kubernetes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A deep dive into the operational challenges and patterns involved in
    running stateful workloads on Kubernetes. It details how StatefulSets, headless
    services, and stable network identities collaborate to sustain clustered databases
    like PostgreSQL and Kafka safely.
  language: N/A
  resource_type: Guide
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Cloud Native Storage Architecture
  - Storage Fundamentals
  - Stateful Applications
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
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https://thenewstack.io/a-kubernetes-documentary-shares-googles-open-source-story:
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  description: ''
  year: N/A
  stars: 0
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  language: null
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  discovered_at: '2026-05-17T17:04:27.777246+02:00'
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https://thenewstack.io/a-look-at-gitops-for-the-modern-enterprise:
  title: "thenewstack.io: A Look at GitOps for the Modern Enterprise \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details how legacy enterprises transition away from ticket-based provisioning
    models to automated GitOps. Evaluates organizational structures, change management
    compliance, and multi-tenant isolation within Kubernetes.
  language: English
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - GitOps
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  - '[LEGACY]'
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  v2_locations:
  - gitops.md
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https://thenewstack.io/a-new-kubernetes-edge-architecture:
  title: 'thenewstack.io: A New Kubernetes Edge Architecture'
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  year: '2021'
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  ai_summary: An exploratory piece mapping out cutting-edge architectural patterns
    for multi-cluster edge configurations, comparing unified central control plane
    models with highly autonomous, decoupled local cluster patterns.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Edge Computing
  - Kubernetes Edge
  - Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - edge-computing.md
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https://thenewstack.io/a-platform-for-kubernetes:
  title: 'thenewstack.io: A Platform for Kubernetes'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Explores the emergence of Platform-as-a-Service layers built directly
    over Kubernetes. It argues that raw Kubernetes is an assembler language for infrastructure,
    requiring an abstraction tier to shield product developers from raw YAML files,
    ingress policies, and helm configuration complexities.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Platform Engineering
  - Developer Platforms
  - Infrastructure Abstraction
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://thenewstack.io/a-security-comparison-of-docker-cri-o-and-containerd:
  title: "thenewstack.io: A Security Comparison of Docker, CRI-O and Containerd \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: 'Compares the security architecture and attack surfaces of primary container
    runtimes: Docker, CRI-O, and Containerd. Discusses rootless execution, sandboxed
    runtimes (Kata, gVisor), and syscall filtering.'
  language: N/A
  resource_type: article
  complexity: Advanced
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  status: online
  addition_method: manual
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
  - Kubernetes Platform Engine
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  - Runtime Isolation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/accelerate-kubernetes-adoption-with-a-service-mesh:
  title: 'thenewstack.io: Accelerate Kubernetes Adoption with a Service Mesh'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Highlights the utility of service meshes in accelerating container adoption.
    Out-of-the-box routing configurations, secure default states, and comprehensive
    observability mitigate the operational risks of migrating legacy software components.
  language: None
  resource_type: article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Cloud Native Infrastructure
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  tags:
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  - servicemesh.md
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https://thenewstack.io/achieve-gitops-on-day-one-with-iac-automation:
  title: 'thenewstack.io: Achieve GitOps on Day One with IaC Automation'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Provides a comprehensive pathway to establish GitOps on day one. Demonstrates
    how uniting declarative IaC tools with Git-based source repositories ensures compliance,
    configuration auditing, and unified cluster state management.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
  - iac.md
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https://thenewstack.io/advanced-kubernetes-namespace-management-with-the-postgresql-operator:
  title: "thenewstack.io: Advanced Kubernetes Namespace Management with the PostgreSQL
    Operator \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Analyses advanced namespace orchestration patterns utilizing the Crunchy
    PostgreSQL Operator. Walks through configuring security boundaries and multi-tenant
    isolation policies across multiple database instances.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Cloud Native
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  - Multi-Tenancy
  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
  - crunchydata.md
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https://thenewstack.io/amazon-web-services-gears-elastic-kubernetes-service-for-batch-jobs:
  title: 'thenewstack.io: Amazon Web Services Gears Elastic Kubernetes Service for
    Batch Work'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes AWS EKS optimizations targeting high-performance batch computing
    and AI training workloads. It discusses integrations with Kueue, Karpenter, and
    specialized EC2 accelerator architectures designed to streamline modern machine
    learning cycles.
  language: Markdown
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Cloud Infrastructure
  - Amazon EKS
  - Batch Workloads
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - managed-kubernetes-in-public-cloud.md
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https://thenewstack.io/an-introduction-to-awk:
  title: 'thenewstack.io: An Introduction to AWK'
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  year: '2021'
  stars: 3
  ai_summary: An architectural introduction to the AWK programming language, emphasizing
    structural pattern scanning and processing engines. It details built-in variables,
    field extraction, and pipeline integration. Live Grounding notes its critical
    role in high-volume log parsing and on-the-fly analytical pipelines within container
    runtimes.
  language: AWK
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Shell Scripting
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  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/anchore-scan-your-container-images-for-vulnerabilities-from-the-command-line:
  title: 'thenewstack.io: Anchore: Scan Your Container Images for Vulnerabilities
    from the Command Line'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explains utilizing Anchore's command-line interfaces to run comprehensive
    security and configuration audits on local container images. Focuses on deep extraction
    of system dependencies, library structures, and misconfigurations, showing how
    to identify risks prior to pushing images into registries.
  language: N/A
  resource_type: Article
  complexity: Basic
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Security
  - Vulnerability Management
  - Container Scanning
  tags:
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  v2_locations:
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https://thenewstack.io/apisix-an-open-source-api-gateway-for-microservices:
  title: 'thenewstack.io - APISIX: An Open Source API Gateway for Microservices'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: An editorial piece analyzing the microservices-centric architectural
    benefits of Apache APISIX. The article highlights its pluggable architecture,
    dynamic configuration sync via etcd, and its comparative advantages in speed and
    extensibility against traditional Java or Go gateways.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Infrastructure
  - API Gateway
  - Industry News
  tags:
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https://thenewstack.io/app-modernization-5-tips-when-migrating-to-kubernetes:
  title: 'thenewstack.io: App Modernization: 5 Tips When Migrating to Kubernetes'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Distills five high-impact operational guidelines for migrating application
    structures onto Kubernetes. Focuses on the elimination of hardcoded states, configuring
    robust health probes (liveness/readiness), configuring standard resource limits,
    and configuring external config parameters.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
  - Cloud Native & Kubernetes Core
  - Migration & Modernization
  - Workload Transition
  tags:
  - '[ENTERPRISE-STABLE]'
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  v2_locations:
  - introduction.md
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https://thenewstack.io/application-deployment-is-faster-with-gitops:
  title: 'thenewstack.io: Application Deployment Is Faster with GitOps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Outlines quantitative performance gains of transitioning to GitOps.
    Details dramatic reductions in mean time to resolution (MTTR), accelerated deployment
    frequencies, and positive impacts on overall DORA metrics.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
  - GitOps
  - Metrics
  - Developer Velocity
  tags:
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  v1_locations: []
  v2_locations:
  - gitops.md
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https://thenewstack.io/applied-gitops-with-argocd:
  title: 'thenewstack.io: Applied GitOps with ArgoCD'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: A comprehensive examination of GitOps workflows operationalized via
    ArgoCD. Highlights key practices such as declarative environment definition, pull-based
    synchronization, and automated drift detection to maintain cluster state parity.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
  - GitOps & CD
  - ArgoCD
  - Concepts & Practices
  tags:
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  v1_locations: []
  v2_locations:
  - argo.md
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https://thenewstack.io/applying-basic-vs-advanced-monitoring-techniques:
  title: 'thenewstack.io: Applying Basic vs. Advanced Monitoring Techniques'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Guides engineers in graduating from basic infrastructure health checking
    (ping, CPU, RAM alerts) to advanced monitoring architectures utilizing dynamic
    thresholding and transaction tracing. Curator Insight: Progressive levels of telemetry
    complexity. Live Grounding: Helps organizations scale operational strategies relative
    to structural application complexity.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Observability
  - Methodologies
  - Advanced Monitoring
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/applying-kubernetes-security-best-practices-to-helm-charts:
  title: "thenewstack.io: Applying Kubernetes Security Best Practices to Helm Charts
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Comprehensive security guide detailing structural techniques to audit
    and secure third-party Helm charts before production rollout. Covers network policies,
    security contexts, and container permission baselines.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Security
  - Hardening
  - Helm Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  duplicate_of: https://bridgecrew.io/blog/applying-kubernetes-security-best-practices-to-helm-charts
https://thenewstack.io/are-cloud-based-ides-the-future-of-software-engineering:
  title: 'thenewstack.io: Are Cloud-Based IDEs the Future of Software Engineering?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes the shift from high-compute developer laptops to cloud-hosted
    development environments (CDEs). Evaluates performance gains, corporate IP security
    improvements, and simplified onboarding pipelines.
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  hierarchy:
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https://thenewstack.io/are-monolith-ci-cd-pipelines-killing-quality-in-your-software:
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  stars: 0
  ai_summary: Analyses the risks of monolithic pipelines on deployment safety. Recommends
    aligning decoupled micro-pipelines with distinct microservice models to avoid
    pipeline dependency bottlenecks.
  language: English
  resource_type: Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - CI-CD Pipelines
  - Architecture
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  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/asyncapi-could-be-the-default-api-format-for-event-driven-architectures:
  title: 'thenewstack.io: AsyncAPI Could Be the Default API Format for Event-Driven
    Architectures'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Examines the industry shift toward AsyncAPI as the default specification
    for event networks. Outlines how standardizing AsyncAPI structures provides OpenAPI-style
    interface validation to queues and message streams.
  language: Agnostic
  resource_type: Analysis
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Event-Driven
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  - Trends
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - api.md
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https://thenewstack.io/automate-user-satisfaction-with-this-gitops-friendly-spec-for-service-level-objectives:
  title: 'thenewstack.io: Automate User Satisfaction with This GitOps-Friendly Spec
    for Service Level Objectives'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Explores using GitOps mechanics to track reliability definitions. Outlines
    managing SLO declarations as declarative code in Git repository workflows to programmatically
    configure observability tools.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Service Level Objectives
  - GitOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
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https://thenewstack.io/automating-retry-for-failed-terraform-launches:
  title: 'thenewstack.io: Automating Retry for Failed Terraform Launches'
  description: ''
  year: '2023'
  stars: 3
  ai_summary: Addresses structural solutions for handling intermittent cloud provider
    API timeouts and throttling failures through automated retry mechanisms. Evaluates
    how runner environments and CI pipelines can safely retry specific phases without
    corrupting locks. Live grounding reinforces the importance of using robust, error-tolerant
    wrappers to maximize pipeline reliability in large-scale deployments.
  language: HCL
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Infrastructure as Code
  - Terraform
  - CI/CD & Linting
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - terraform.md
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https://thenewstack.io/automation-is-no-silver-bullet-3-keys-for-scaling-success:
  title: 'thenewstack.io: Automation Is No Silver Bullet: 3 Keys for Scaling Success'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Curator Insight: Warns that blindly automating chaotic systems produces
    automated bottlenecks. Live Grounding: Highlights that automation of broken or
    inefficient workflows only accelerates operational failures, demanding robust
    systems analysis before coding pipelines.'
  language: en
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & Platforms
  - Automation
  - Architecture Strategy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
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https://thenewstack.io/avoid-the-5-most-common-amazon-web-services-misconfigurations-in-build-time:
  title: 'thenewstack.io: Avoid the 5 Most Common Amazon Web Services Misconfigurations
    in Build-Time'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Focuses on build-time CloudFormation and Terraform configuration errors.
    Outlines practical strategies for shifting infrastructure security check operations
    left into standard CI/CD pipelines.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS
  - Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-architecture.md
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https://thenewstack.io/avoiding-the-pitfalls-of-multitenancy-in-kubernetes:
  title: 'thenewstack.io: Avoiding the Pitfalls of Multitenancy in Kubernetes'
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  year: '2022'
  stars: 0
  ai_summary: Addresses the architectural failure modes of poorly isolated multi-tenant
    clusters. Outlines mitigation paths for noisy neighbors, CPU-throttled namespaces,
    and leaky container workloads.
  language: Go
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Multi-Tenancy
  - Anti-Patterns
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://thenewstack.io/aws-open-sources-security-tools:
  title: 'thenewstack.io: AWS Open Sources Security Tools'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This reference maps multiple open-source utilities released by AWS to
    assist cloud security operations. It covers tools for IAM privilege boundary auditing,
    configuration drift tracking, and automated resource compliance verification.
    These tools help maintain cloud-native best practices across large-scale AWS cluster
    deployments.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Security
  - Cloud Security
  - AWS Tools Portfolio
  tags:
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  v2_locations:
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https://thenewstack.io/azure-kubernetes-service-replaces-docker-with-containerd:
  title: 'thenewstack.io: Azure Kubernetes Service Replaces Docker with containerd'
  description: ''
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  stars: 0
  ai_summary: Technical deep dive into the deprecation of Docker-shim in Azure Kubernetes
    Service (AKS) in favor of the containerd container runtime. This architectural
    shift eliminates runtime abstraction layers, drastically reducing node CPU and
    memory footprint overhead. Real-world implementation details confirm improved
    container launch latencies and optimal alignment with CNCF runtime specifications.
  language: English
  resource_type: Technical Article
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/bad-news-for-cloud-computing-openstack-use-plummets-and-discounts-dry-up:
  title: 'thenewstack.io: Bad News for Cloud Computing: OpenStack Use Plummets and
    Discounts Dry Up'
  description: ''
  year: '2019'
  stars: 2
  ai_summary: An analytical piece detailing the sharp decline in OpenStack market
    share as public cloud hyperscalers expanded. Live Grounding confirms that OpenStack
    remains stable only in telecom NFV and niche on-premises private clouds, while
    generic enterprise deployments have shifted to Kubernetes and hybrid-cloud runtimes.
  language: English
  resource_type: Blog / Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Cloud Market
  - OpenStack
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/best-practices-for-deploying-jaeger-on-kubernetes-in-production:
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  year: N/A
  stars: 0
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  discovered_at: '2026-05-17T17:44:41.766771+02:00'
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https://thenewstack.io/best-practices-for-securely-setting-up-a-kubernetes-cluster:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: Breaks down secure cluster bootstrapping steps, including encrypting
    secrets at rest in etcd, enabling control plane mutual TLS (mTLS), and minimizing
    public API endpoint exposure.
  language: N/A
  resource_type: article
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  v1_locations: []
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https://thenewstack.io/best-practices-to-optimize-infrastructure-monitoring-within-devops-teams:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Delves into establishing robust, team-wide ownership of monitoring
    pipelines, setting up actionable alerting paths, and building comprehensive dashboards.
    Curator Insight: Organizational practices for infrastructure ops. Live Grounding:
    Helps bridging operational silos through collective ownership of SLIs/SLOs.'
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  complexity: Intermediate
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  status: online
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  hierarchy:
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  - Observability
  - Best Practices
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https://thenewstack.io/better-together-hyper-converged-kubernetes-with-terraform:
  title: 'thenewstack.io: Better Together: Hyper-Converged Kubernetes with Terraform'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Investigates the architectural patterns of provisioning and managing
    hyper-converged Kubernetes environments using Terraform. Demonstrates how unified
    HCL pipelines can coordinate both the physical or virtual computing fabric and
    the logical Kubernetes control plane. Live grounding emphasizes that this hybrid
    orchestration layer improves operational consistency across multi-cloud topologies.
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  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Kubernetes Integration
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  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://thenewstack.io/beyond-block-and-file-cosi-enables-object-storage-in-kubernetes:
  title: "thenewstack.io: Beyond Block and File: COSI Enables Object Storage in Kubernetes
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An architectural overview of the Container Object Storage Interface
    (COSI) initiative, which seeks to standardize object storage provisioning in Kubernetes,
    mirroring the success of CSI. COSI abstracts bucket creation and user management
    into a native Kubernetes API.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Storage Architecture
  - Storage Architecture & Engines
  - Object Storage
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/beyond-the-quickstart-running-apache-kafka-as-a-service-on-kubernetes:
  title: 'thenewstack.io: Beyond the Quickstart: Running Apache Kafka as a Service
    on Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Goes beyond basic demo environments to dissect the operational hurdles
    of running Kafka as an internal platform service on Kubernetes. The guide discusses
    managing persistent stateful sets, configuring robust ingress/egress networking,
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  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
  - Event-Driven Systems
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://thenewstack.io/breaking-serverless-on-purpose-with-chaos-engineering:
  title: 'thenewstack.io: Breaking Serverless on Purpose with Chaos Engineering'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores the challenges and methods of injecting faults into ephemeral,
    serverless environments (e.g., AWS Lambda). Discusses techniques like wrapper-based
    latency injection, API response mocking, and runtime variable tampering to validate
    failure paths.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Resilience
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  - Serverless Systems
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/bridgecrew-all-these-misconfigured-terraform-modules-are-a-security-issue:
  title: 'Bridgecrew: Misconfigured Terraform Modules Are a Security Issue'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Highlights the cybersecurity risks introduced by copying untrusted community-designed
    modules. Emphasizes the imperative for dev teams to perform automated static analysis
    and linting (e.g., using Checkov) in CI/CD pipelines to catch vulnerabilities
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  language: English
  resource_type: Analysis Report
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Security & Identity
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  tags:
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  v1_locations: []
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https://thenewstack.io/build-a-serverless-api-with-aws-gateway-and-lambda:
  title: 'thenewstack.io: Build a Serverless API with AWS Gateway and Lambda'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: Architectural breakdown of building serverless APIs using AWS API Gateway
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    While the foundational principles remain sound in 2026, modern enterprise patterns
    have heavily adopted container-packaged Lambdas (OCI) over raw zip deployments
    for complex API backends.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Cloud-Native
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  - AWS Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/camel-k-brings-apache-camel-to-kubernetes-for-event-driven-architectures:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: This article documents the architectural impact of Camel K, explaining
    how it extends Kubernetes to support enterprise integration workflows. It highlights
    its runtime environment and integration with Knative and serverless architectures.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Kubernetes Native
  - Camel K
  tags:
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  v1_locations: []
  v2_locations:
  - message-queue.md
  youtube_mosaic: {}
https://thenewstack.io/can-you-gitops-your-apis:
  title: 'thenewstack.io: Can You GitOps Your APIs?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Examines extending declarative GitOps paradigms to microservice API
    configurations and gateway endpoints. Demonstrates the technical practicality
    of driving schema changes, routing configurations, and security policies dynamically
    via version-controlled API blueprints rather than using manual management consoles.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Declarative APIs
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/category/kubernetes:
  title: 'thenewstack.io: Kubernetes is the Accepted Platform for Cloud Native Computing'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
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  v1_locations:
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https://thenewstack.io/challenging-the-myth-that-programming-careers-end-at-40:
  title: 'thenewstack.io: Challenging the Myth That Programming Careers End at 40'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: This architectural career guide challenges prevailing industry ageism
    by illustrating how engineering value shifts over time. Senior engineering trajectories
    rely on architectural system design, mentor network construction, and organizational
    systems thinking rather than speed of execution. It provides a strategic framework
    for long-term career planning.
  language: English
  resource_type: article
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  hierarchy:
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  - Longevity
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/chaos-engineering-is-not-just-for-ops:
  title: 'thenewstack.io: Chaos Engineering Is Not Just for Ops'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Advocates for moving failure simulation from an operational security
    phase directly into the developer workflow. Demonstrates how validating application
    response limits and fallback boundaries earlier in the software development lifecycle
    reduces mean-time-to-resolution (MTTR) and builds robust container services.
  language: English
  resource_type: Opinion / Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - DevOps Culture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/chaos-engineering-made-simple:
  title: 'thenewstack.io: Chaos Engineering Made Simple'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Simplifies chaos engineering for development teams, presenting an incremental
    approach to failure testing. Details how minimal disruption sequences in staging
    help debug configuration fallbacks before attempting large-scale production game
    days.
  language: English
  resource_type: Introductory Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Fundamentals
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/chaos-engineering-progressively-moves-to-production:
  title: 'thenewstack.io: Chaos Engineering Progressively Moves to Production'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Discusses the progression of chaos testing directly into production
    clusters. Focuses on minimizing the blast radius using progressive deployment
    gates, automated circuit breakers, canary releases, and deep observability to
    safely capture real-world dependency issues.
  language: English
  resource_type: Opinion / Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Resilience
  - Chaos Engineering
  - Operations Strategy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - chaos-engineering.md
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https://thenewstack.io/choosing-between-container-native-and-container-ready-storage:
  title: "thenewstack.io: Choosing Between Container-Native and Container-Ready Storage
    \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A structural comparison between container-native and container-ready
    storage systems for Kubernetes. It explains how container-native storage operates
    inside the orchestration engine using CSI (Container Storage Interface), offering
    dynamic scaling and pod-level isolation, whereas container-ready options rely
    on enterprise external SAN/NAS storage arrays mapped to Kubernetes nodes.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Storage & Databases
  - Storage Strategy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/ci-checks-are-not-enough-combat-configuration-drift-in-kubernetes-resources:
  title: 'CI Checks Are Not Enough: Combat Configuration Drift in Kubernetes Resources'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Deep-dive analysis demonstrating why standard static CI checks are insufficient
    for modern cloud environments. Advocates for real-time drift detection and continuous
    reconciliation loops in Kubernetes to ensure active infrastructure aligns directly
    with repository manifests.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - GitOps
  - Configuration Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cicd.md
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https://thenewstack.io/ci-observability-for-effective-change-management:
  title: "thenewstack.io: CI Observability for Effective Change Management \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Looks closely at the growing sub-discipline of CI Observability, tracing
    execution states and bottleneck points in dynamic builds, test suites, and multi-stage
    pipelines. Curator Insight: Innovative expansion of observability into pipelines.
    Live Grounding: Key reference for reducing flaky tests and ensuring stable integration
    gates.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Observability
  - CI/CD
  - Change Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-plans:
  title: 'thenewstack.io: Cloud Bill Risks of AWS Reserved Instances and Savings Plans'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Details critical commercial risks of long-term Reserved Instance and
    Savings Plan commitments. Outlines how changing architecture styles can render
    fixed financial contracts inefficient over time.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 2eafdc68c39a50d7de4b5fdd7e998c672aad00a4482ac9bf998e14aff817609d
  health_score: 100.0
  last_checked: 1779030856
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:14:16.614958+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS Cost Management
  - FinOps Strategy
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations:
  - docs/aws-pricing.md
  v2_locations:
  - aws-pricing.md
  youtube_mosaic: {}
https://thenewstack.io/cloud-cost-management-for-devops:
  title: 'thenewstack.io: Cloud Cost Management for DevOps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Focuses on practical actions DevOps engineers can implement to control
    runaway cloud infrastructure budgets. Key solutions analyzed include automated
    cluster rightsizing, native autoscaling features, orphan volume deletion, and
    enforcing namespace resource quotas.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Financial Operations
  - FinOps
  - Best Practices
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/cloud-drift-detection-how-to-resolve-out-of-state-changes:
  title: 'thenewstack.io: Cloud Drift Detection: How to Resolve Out-of-State Changes'
  description: ''
  year: '2022'
  stars: 1
  ai_summary: An analytical guide on auditing actual cloud environment states against
    declarative IaC templates. Details the recovery mechanics necessary to align divergent
    environments programmatically.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
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  - Drift Detection
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/cloud-engineers-try-policy-as-code-to-cure-misconfiguration-woes:
  title: 'thenewstack.io: Cloud Engineers Try Policy-as-Code to Cure Misconfiguration
    Woes'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Details the growth of Policy-as-Code (PaC) tooling like Open Policy
    Agent (OPA) and Kyverno in preventing critical cloud misconfigurations before
    runtime. By integrating deterministic rule engines directly into continuous integration
    loops, platform engineers enforce compliance and security invariants shift-left.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps, Automation & Modern Systems Engineering
  - Security & Governance
  - Policy-as-Code
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
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https://thenewstack.io/cloud-foundry-summit-kubernetes-must-do-better-by-developers:
  title: 'thenewstack.io: Cloud Foundry Summit: Kubernetes Must Do Better by Developers'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: Critique of the Kubernetes developer experience from the Cloud Foundry
    Summit, highlighting the platform's high cognitive load. Contrast Curator Insight
    (advocating for PaaS-like abstraction layers) with Live Grounding (the evolution
    toward Platform Engineering and internal developer portals like Backstage).
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Developer Experience
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  - Developer Ergonomics
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/cloud-manager-a-new-multicloud-paas-platform-built-on-kubernetes:
  title: 'thenewstack.io: Cloud Manager: A New Multicloud PaaS Platform Built on Kubernetes'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Architectural breakdown of Cloud Manager, analyzing its design as a
    next-generation multi-cloud Platform-as-a-Service (PaaS) built directly on top
    of Kubernetes operators to streamline resource orchestration.
  language: N/A
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Multi-Cloud
  - PaaS Framework
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/cloud-native-backups-disaster-recovery-and-migrations-on-kubernetes:
  title: 'thenewstack.io: Cloud Native Backups, Disaster Recovery and Migrations on
    Kubernetes'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Examines structural paradigm shifts from VM-level backups to container-native,
    application-aware snapshots inside Kubernetes. Outlines how to decouple configuration
    matrices from underlying persistent storage objects for scalable restoration.
  language: Markdown
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Disaster Recovery
  - Industry Analysis
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-backup-migrations.md
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https://thenewstack.io/cloud-native-debugging-challenges-from-local-to-remocal:
  title: 'thenewstack.io: Cloud Native Debugging Challenges: From Local to ‘Remocal’'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An exploration of modern 'remocal' debugging practices. Discusses challenges
    when scaling local machine setups to handle enterprise microservice architectures,
    and evaluates modern networking proxying technologies.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Kubernetes Developer Experience
  - Remote Debugging
  - Concepts
  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
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https://thenewstack.io/cloud-native-identity-and-access-management-in-kubernetes:
  title: 'thenewstack.io: Cloud Native Identity and Access Management in Kubernetes'
  description: ''
  year: N/A
  stars: 0
  ai_summary: Examines identity federation, user access management, and internal service-to-service
    authentication models. Curator insight details mapping cluster roles directly
    to organizational single sign-on identities. Live grounding indicates that decentralized
    identity and modern authentication are critical to maintaining least privilege
    in high-scale infrastructure.
  language: en
  resource_type: article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: 823362f9564345fdbbff53890279176349ab7077c7d23a6108394ff8d5fa81f8
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  discovered_at: '2026-05-17T18:15:07.069754+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
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  tags:
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  v1_locations:
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https://thenewstack.io/cloud-native/3-reasons-why-you-cant-afford-to-ignore-cloud-native-computing:
  title: "thenewstack.io: 3 Reasons Why You Can’t Afford to Ignore Cloud Native Computing
    \U0001F31F"
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Highlights the business-critical benefits of transitioning to a cloud-native
    compute model. Focuses on cloud-provider independence via portable API standards,
    massive efficiency gains from auto-scaling resources, and drastically improved
    fault tolerance compared to traditional legacy VMs.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Industry Standards
  - Market Trends
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[LEGACY]'
  v1_locations: []
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https://thenewstack.io/cloud-native/the-cloud-native-landscape-platforms-explained:
  title: 'thenewstack.io: The Cloud Native Landscape: Platforms Explained'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Demystifies the CNCF cloud-native interactive landscape by categorizing
    platform layer elements. Distinguishes Kubernetes distributions, managed Kubernetes
    offerings, private clouds, and application-level platform abstractions (PaaS)
    to aid enterprise architects in technology selection.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - CNCF Ecosystem
  - Platform Engineering
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/cloud-native/the-most-popular-cloud-native-storage-solutions:
  title: "thenewstack.io: The most popular cloud native solutions \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A comprehensive market landscape report detailing leading cloud-native
    storage technologies. It provides a strategic comparison of software-defined storage
    (SDS) frameworks, helping architects choose between hyper-converged, container-attached,
    or external enterprise storage arrays.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Storage Architecture
  - Storage Architecture & Engines
  - Ecosystem Trends
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/cloudian-cto-kubernetes-standardization-key-to-edge:
  title: 'thenewstack.io: Cloudian CTO: Kubernetes, Standardization Key to Edge'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An executive perspective from Cloudian highlighting Kubernetes standardization
    as the foundational component of modern edge architecture. It analyzes strategies
    to coordinate hybrid storage clusters safely across remote zones.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Edge Computing
  - Standards
  - Cloudian
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - edge-computing.md
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https://thenewstack.io/cluster-api-offers-a-way-to-manage-multiple-kubernetes-deployments:
  title: 'thenewstack.io: Cluster API Offers a Way to Manage Multiple Kubernetes Deployments'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An introductory technical overview of the Kubernetes Cluster API (CAPI)
    subproject. The article clarifies how CAPI leverages the Kubernetes operator pattern
    to deliver declarative, API-driven cluster creation, configuration, and management
    across heterogeneous cloud providers, establishing a unified control plane for
    multi-cluster operations.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
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  - Cluster API
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/cncf-prometheus-agent-could-be-a-game-changer-for-edge:
  title: 'thenewstack.io: CNCF Prometheus Agent Could Be a ‘Game Changer’ for Edge'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes the operational and cost-efficiency impacts of deploying Prometheus
    Agent Mode at edge scale. Reviews real-world tests illustrating drastic RAM reductions
    during dynamic cloud metrics forwarding.
  language: None
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Prometheus Ecosystem
  - Edge Architectures
  tags:
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  v1_locations: []
  v2_locations:
  - prometheus.md
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https://thenewstack.io/cncf-working-group-sets-some-standards-for-gitops:
  title: 'thenewstack.io: CNCF Working Group Sets Some Standards for ‘GitOps’'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Explains the founding and objectives of the CNCF GitOps Working Group
    (OpenGitOps). Identifies the official principles of GitOps: declarative configurations,
    versioned and immutable, pulled automatically, and continuously reconciled.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - GitOps
  - Standards
  - CNCF
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://thenewstack.io/conductor-why-we-migrated-from-kubernetes-to-nomad:
  title: 'thenewstack.io: Conductor: Why We Migrated from Kubernetes to Nomad'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Conductor's migration case study detailing their pivot from Kubernetes
    to Nomad. Cites improvements in scheduling speeds, cluster maintenance overhead,
    and developer iteration cycles.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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https://thenewstack.io/configuring-for-high-availability-in-google-cloud-platform:
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  ai_summary: Architectural playbook on designing high-availability systems on GCP,
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https://thenewstack.io/container-best-practices-what-they-are-and-why-you-should-care:
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https://thenewstack.io/container-images-the-easy-way-with-cloud-native-buildpacks:
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  year: '2026'
  stars: 0
  ai_summary: This New Stack overview details how Cloud Native Buildpacks simplify
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    of writing and maintaining optimized Dockerfiles. It covers the mechanics of builder
    configurations, run images, and layer rebasing—allowing immediate security patching
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  status: online
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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https://thenewstack.io/containers/container-best-practices-what-they-are-and-why-you-should-care:
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  year: '2022'
  stars: 0
  ai_summary: A comprehensive catalog of enterprise-level design guidelines for developing
    containerized workloads. It focuses on minimized base images, rootless execution
    models, multi-stage compilation patterns, environment variable isolation, and
    automated vulnerability scanning at the repository layer.
  language: None
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  hierarchy:
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https://thenewstack.io/containers/how-to-share-data-between-docker-containers:
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  year: '2021'
  stars: 0
  ai_summary: An operational guide on sharing directories across container environments.
    Compares named volumes and host bind mounts, detailing permission and isolation
    boundaries.
  language: English
  resource_type: Tutorial
  complexity: Intermediate
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  status: online
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  hierarchy:
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  - Docker Networking & Volumes
  - Volumes
  tags:
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https://thenewstack.io/crossplane-a-kubernetes-control-plane-to-roll-your-own-paas:
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  stars: 0
  ai_summary: Describes the strategic value proposition of leveraging Crossplane to
    design highly tailored, enterprise-grade internal Platform-as-a-Service (PaaS)
    engines. Explains how platform teams can abstract away raw cloud-provider APIs,
    presenting developers with simplified, customized APIs (Compositions) that ensure
    automated compliance and operational consistency.
  language: Agnostic
  resource_type: Conceptual Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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  - Control Planes
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https://thenewstack.io/culture-vulnerabilities-and-budget-why-devs-and-appsec-disagree:
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    Disagree'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This article explores organizational conflicts between software developers
    and Application Security teams. Evaluates how toolchain fragmentation, speed-driven
    deadlines, and lack of common telemetry lead to security debt, proposing integrated
    IDE-level feedback loops.
  language: English
  resource_type: Technical Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://thenewstack.io/cycle-io-a-container-orchestration-platform-aimed-at-developers:
  title: 'thenewstack.io: Cycle.io: A Container Orchestration Platform Aimed at Developers'
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  year: '2021'
  stars: 0
  ai_summary: Outlines Cycle.io's developer-focused abstractions. Covers native DNS
    setup, cluster security, and private container registries without relying on K8s
    operators.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Cycle.io
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https://thenewstack.io/cycle-io-meet-the-team-on-a-mission-to-replace-kubernetes:
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  stars: 0
  ai_summary: Interview covering Cycle.io's structural strategy to bypass Kubernetes
    orchestration entirely. Emphasizes unified UI and declarative container deployments.
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  complexity: Intermediate
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  hierarchy:
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https://thenewstack.io/data-on-kubernetes-operators-tools-need-standardization:
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  stars: 0
  ai_summary: Discusses the standardization movements inside the Data on Kubernetes
    Community (DoKC). Outlines the need for common operator API interfaces, uniform
    lifecycle states, and shared storage specifications for databases.
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  resource_type: Technical Commentary
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  hierarchy:
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https://thenewstack.io/data-on-kubernetes-the-next-frontier:
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  stars: 0
  ai_summary: Tracks the expansion of the 'Data on Kubernetes' (DoK) movement. Highlights
    how native operator progress and persistent storage plugins are enabling enterprise
    organizations to containerize databases, stream analytics, and run ML model pipelines
    directly on K8s clusters.
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  hierarchy:
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https://thenewstack.io/database-as-a-service-a-key-technology-for-agile-growth:
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  stars: 0
  ai_summary: Investigates how the adoption of cloud-native DBaaS increases deployment
    velocity for modern, distributed engineering organizations by abstracting routine
    scaling and maintenance behind APIs.
  language: English
  resource_type: Market Analysis
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  hierarchy:
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https://thenewstack.io/database-load-balancing-and-the-delusion-of-3-tiered-architecture:
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  ai_summary: Deconstructs the traditional 3-tier architecture to detail why decoupling
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  hierarchy:
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https://thenewstack.io/databases-finally-get-containerized:
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  ai_summary: Reviews the technological shift from simple stateless containerized
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    using persistent storage interfaces (CSI) and local persistent volumes.
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  resource_type: Historical Analysis
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  hierarchy:
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https://thenewstack.io/defend-the-core-kubernetes-security-at-every-layer:
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  stars: 0
  ai_summary: Provides an architectural approach to layered container defense. Examines
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  hierarchy:
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https://thenewstack.io/defining-a-different-kubernetes-user-interface-for-the-next-decade:
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  stars: 4
  ai_summary: Discusses the evolution of the Kubernetes API and the growing necessity
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  language: English
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  addition_method: manual
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  hierarchy:
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  tags:
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https://thenewstack.io/demystifying-distributed-traces-in-opentelemetry:
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  stars: 0
  ai_summary: Deep-dive publication illuminating the mechanics of trace context propagation
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  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  hierarchy:
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https://thenewstack.io/deploy-a-kubernetes-cluster-on-ubuntu-server-with-microk8s:
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  stars: 0
  ai_summary: A step-by-step guide outlining how to install, configure, and scale
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  resource_type: Article
  complexity: Beginner
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  status: online
  addition_method: manual
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  hierarchy:
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  tags:
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https://thenewstack.io/deploy-a-persistent-kubernetes-application-with-portainer:
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  stars: 0
  ai_summary: This step-by-step article illustrates how Portainer's web UI can be
    utilized to deploy a persistent application (e.g., WordPress with MySQL) onto
    a Kubernetes cluster. It demystifies the setup of Persistent Volume Claims (PVCs),
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  resource_type: Article
  complexity: Medium
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  status: online
  addition_method: manual
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  hierarchy:
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https://thenewstack.io/deploy-gremlin-to-amazon-eks-using-aws-cloudformation:
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  stars: 0
  ai_summary: Explains how to orchestrate the deployment of the Gremlin chaos engineering
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    proactively identify infrastructure failure modes through controlled agent-driven
    network and CPU stress tests.
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  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  hierarchy:
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  tags:
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https://thenewstack.io/deploy-microk8s-and-the-kubernetes-dashboard-for-k8s-development:
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  year: '2020'
  stars: 0
  ai_summary: A practical tutorial covering the setup of Canonical's MicroK8s on local
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    observability and bootstrapping for developers.
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  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  - Kubernetes Distributions
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  tags:
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https://thenewstack.io/deploy-mongodb-in-a-container-access-it-outside-the-cluster:
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  year: '2022'
  stars: 4
  ai_summary: Addresses networking patterns required to expose in-cluster containerized
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    external LoadBalancers, and routing constraints.
  language: YAML
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://thenewstack.io/deploy-mysql-and-phpmyadmin-with-docker:
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  description: ''
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  stars: 0
  ai_summary: Practical tutorial for setting up local developer environments with
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    prototyping and database visualization.
  language: YAML
  resource_type: Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://thenewstack.io/deploy-stateful-workloads-on-kubernetes-with-ondat-and-fluxcd:
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  year: '2022'
  stars: 3
  ai_summary: Explores deploying resilient, stateful microservices using Ondat (formerly
    StorageOS) as a persistent software-defined storage layer combined with Flux for
    deployment state synchronization. Live Grounding notes that while Ondat offered
    advanced CSI-driven capabilities, consolidation in the cloud-native storage sector
    has shifted focus toward alternatives like Longhorn, Rook/Ceph, or cloud-managed
    block storage.
  language: Markdown
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Storage & Databases
  - Cloud-Native Storage
  - Stateful GitOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - flux.md
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https://thenewstack.io/deploying-microsofts-new-linux-distribution-as-a-vm-is-not-easy:
  title: 'thenewstack.io: Deploying Microsoft’s New Linux Distribution as a VM is
    Not Easy'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Critical technical evaluation of deploying Microsoft's CBL-Mariner (Azure
    Linux) inside standalone virtual environments. Highlights physical complexity
    patterns against containerized native benefits.
  language: None
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operating Systems
  - Azure Linux
  - CBL-Mariner
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - azure.md
  youtube_mosaic: {}
https://thenewstack.io/develop-a-daily-reporting-system-for-chaos-mesh-to-improve-system-resilience:
  title: 'thenewstack.io: Develop a Daily Reporting System for Chaos Mesh to Improve
    System Resilience'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details the development of a daily scheduled reporting workflow for
    Chaos Mesh. Explains how to parse and visualize test experiment outcomes, providing
    automated resilience scores and history charts for technical stakeholders.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Resilience
  - Chaos Engineering
  - Telemetry Systems
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - chaos-engineering.md
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https://thenewstack.io/developer-beware-the-3-api-security-risks-you-cant-overlook:
  title: 'thenewstack.io: Developer, Beware: The 3 API Security Risks You Can’t Overlook'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: 'Highlights three critical, often-overlooked API vulnerabilities: Broken
    Object Level Authorization (BOLA), logging/monitoring failures, and missing rate
    limit configurations.'
  language: Agnostic
  resource_type: Analysis
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - API Security
  - Threat-Modeling
  - Risks
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
https://thenewstack.io/developers-put-ai-bots-to-the-test-of-writing-code:
  title: 'thenewstack.io: Developers Put AI Bots to the Test of Writing Code'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 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.
  language: English
  resource_type: Empirical Study
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: d401f0db0ded98671a117bf8fcf8d5f0aa08ceb65ff1a5d608e6105c4ccb3300
  health_score: 100.0
  last_checked: 1779032289
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:38:09.788508+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - AI-Assisted Operations
  - Code Generation Quality
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/chatgpt.md
  v2_locations:
  - chatgpt.md
  youtube_mosaic: {}
https://thenewstack.io/development-introduction-to-git-logging:
  title: 'thenewstack.io: Development: Introduction to Git Logging'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A beginner's guide to git log features. Covers command-line options
    like `--oneline`, `--graph`, `--author`, and date filtering to easily search project
    history.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Version Control
  - Git Logging
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://thenewstack.io/devops-at-the-crossroads-the-future-of-software-delivery:
  title: 'thenewstack.io: DevOps at the Crossroads: The Future of Software Delivery'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines the future of software delivery, highlighting platforms that
    reduce developer friction. Discusses using Kubernetes operators, declarative configurations,
    and AI-assisted deployment systems to handle hybrid-cloud setups.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps Methodology
  - Industry Trends
  - Platform Engineering
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://thenewstack.io/devops-burnout-try-platform-engineering:
  title: 'thenewstack.io: DevOps Burnout? Try Platform Engineering'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Analyzes the systemic developer and operator burnout under traditional
    DevOps 'you build it, you run it' mandates when misapplied. Proposes platform
    engineering as the structural remedy, introducing cognitive load reduction via
    paved paths and automated self-service layers.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Organizational Culture
  - DevOps Evolution
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
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https://thenewstack.io/devops-devapps-and-the-death-of-infrastructure:
  title: 'thenewstack.io: DevOps, DevApps and the Death of Infrastructure'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Discusses the paradigm shift toward absolute infrastructure abstraction
    under serverless, edge runtime, and 'DevApps' architectures. Critically analyzes
    how shifting infrastructure concerns to managed platforms permits developers to
    execute pure, decoupled business logic without runtime overhead.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Serverless
  - Developer Experience
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
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https://thenewstack.io/devops-is-fed-by-a-tools-culture-loop:
  title: 'thenewstack.io: DevOps Is Fed by a Tools Culture Loop'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: An analytical piece exploring the recursive feedback loop between DevOps
    tooling evolution and organization culture. It details how daily engineering workflows
    drive tool adoption, which recursively shapes collaboration patterns and deployment
    philosophies.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & Platform Engineering
  - Methodology & Culture
  - Industry Analysis
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops-tools.md
  youtube_mosaic: {}
https://thenewstack.io/devops-observability-from-code-to-cloud:
  title: 'thenewstack.io: DevOps Observability from Code to Cloud'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Explores the end-to-end integration of monitoring from local development
    runtime environments, continuous integration tests, through final production multi-cluster
    footprints. Curator Insight: Comprehensive code-to-runtime lineage. Live Grounding:
    Provides the model for developers looking to add tracing metrics directly into
    source code repos.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Observability
  - Continuous Telemetry
  - Code to Cloud
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
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https://thenewstack.io/devsecops-teams-need-application-consistent-backups-for-kubernetes-workloads:
  title: 'thenewstack.io: DevSecOps Teams Need Application-Consistent Backups for
    Kubernetes Workloads'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Advocates for implementing database-consistent backup workflows within
    DevSecOps delivery pipelines. Details the structural flaws of restoring crash-consistent
    volumes, pushing for runtime isolation during live backup sessions.
  language: Markdown
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Data Protection
  - Application Consistency
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-backup-migrations.md
  youtube_mosaic: {}
https://thenewstack.io/devspace-designed-to-lower-the-kubernetes-learning-curve:
  title: 'thenewstack.io: DevSpace Designed to Lower the Kubernetes Learning Curve'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Explains how DevSpace simplifies cluster testing for backend teams by
    replacing complex kubectl calls and image building scripts with high-performance,
    real-time file-reloading profiles.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Developer Experience
  - Inner-Loop Automation
  - DevSpace Analysis
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-based-devel.md
  youtube_mosaic: {}
https://thenewstack.io/digitalocean-app-platform-eases-kubernetes-deployments-for-developers:
  title: 'thenewstack.io: DigitalOcean App Platform Eases Kubernetes Deployments for
    Developers'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: This technical review evaluates how the DigitalOcean App Platform utilizes
    native Kubernetes under the hood. It explains how DO managed to build a serverless
    PaaS that hides operational complexities like ingress configurations and TLS certificate
    rotation. The platform simplifies containerized app pipelines for teams without
    dedicated platform engineers.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - PaaS
  - DigitalOcean
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - digitalocean.md
  youtube_mosaic: {}
https://thenewstack.io/disaster-recovery-is-different-for-the-cloud:
  title: 'thenewstack.io: Disaster Recovery Is Different for the Cloud'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Highlights the key differences between legacy cold-standby disaster
    recovery models and modern, cloud-native active-active paradigms. Highlights regional
    replication, automatic failover orchestration, and chaotic failure injection.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Disaster Recovery
  - Cloud-Native
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/distributed-database-architecture-what-is-it:
  title: 'thenewstack.io: Distributed Database Architecture: What Is It?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A high-density theoretical guide investigating distributed database
    mechanics. Explores horizontal database partitioning (sharding), multi-region
    replication architectures, network split mitigation, and consistency profiles
    matching the CAP Theorem.
  language: English
  resource_type: Conceptual Analysis
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Database Architecture
  - Distributed Systems
  - Core Concepts
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - databases.md
  youtube_mosaic: {}
https://thenewstack.io/diving-into-aws-databases-amazon-rds-and-dynamodb-explained:
  title: 'thenewstack.io: Diving into AWS Databases: Amazon RDS and DynamoDB Explained'
  description: ''
  year: N/A
  stars: 0
  ai_summary: Curator Insight compares relational databases (RDS) and non-relational
    databases (DynamoDB) on AWS. Live Grounding emphasizes the trade-offs of relational
    constraints and ACID compliance against horizontal scaling and key-value performance.
    Recommended for architects mapping domain data requirements to cloud storage options.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: f2a136927cd8de34b8bd9de732ccec16ca9d779cee153e1e254742849018629d
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  last_checked: 1779033976
  needs_ai_refresh: true
  discovered_at: '2026-05-17T18:06:16.672261+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Databases
  - Architectural Patterns
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/aws-databases.md
  v2_locations:
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  youtube_mosaic: {}
https://thenewstack.io/do-i-really-need-kubernetes:
  title: "thenewstack.io: Do I Really Need Kubernetes? \U0001F31F"
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Offers a pragmatic architectural counter-argument to automatic Kubernetes
    adoption. Evaluates alternatives such as managed serverless containers (ECS, Cloud
    Run) and PaaS solutions, analyzing whether the infrastructure scale justifies
    K8s operational complexity and platform engineering overhead.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Kubernetes Orchestration
  - Technology Assessment
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes-alternatives.md
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  youtube_mosaic: {}
https://thenewstack.io/does-kubernetes-really-perform-better-on-bare-metal-vs-vms:
  title: "thenewstack.io: Does Kubernetes Really Perform Better on Bare Metal vs.
    VMs? \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Investigates performance metrics, latency bottlenecks, and hypervisor
    overhead costs. Compares control plane efficiency on bare-metal architectures
    versus standard virtualization structures.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Infrastructure Sizing
  - Bare Metal vs VM
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://thenewstack.io/dont-pause-your-kubernetes-adoption-paas-it-instead:
  title: 'thenewstack.io: Don’t Pause Your Kubernetes Adoption ― PaaS It Instead!'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Examines the strategic pivot from raw Kubernetes orchestration to internal
    Developer Platforms (IDPs) and Platform-as-a-Service (PaaS) abstraction layers.
    It outlines how modern organizations mitigate administrative complexity and boost
    developer velocity by embedding platform engineering paradigms over raw manifest
    management, preventing 'Kubernetes fatigue' while retaining foundational orchestrator
    capabilities.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - PaaS
  - Adoption Strategy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://thenewstack.io/ebooks/kubernetes/ci-cd-with-kubernetes:
  title: "thenewstack.io: CI/CD with kubernetes \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: An extensive technical eBook detailing the evolution of CI/CD systems
    towards native Kubernetes integrations. Covers GitOps patterns, isolated build
    containers, pipeline security principles, and multi-tenant resource controls.
  language: English
  resource_type: Book
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
  - Deployment & Delivery
  - CI/CD & Delivery
  - Kubernetes Native
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cicd.md
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https://thenewstack.io/embracing-database-deployments-in-ci-cd-practices-with-git:
  title: 'thenewstack.io: Embracing Database Deployments in CI/CD Practices with Git'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Explores how to incorporate database changes into GitOps pipelines.
    Focuses on integrating declarative schema tools like Liquibase and Flyway to execute
    database rollouts and rollbacks safely.
  language: English
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Database Deployments
  - GitOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cicd.md
  youtube_mosaic: {}
https://thenewstack.io/end-user-tracing-in-a-skywalking-observed-browser:
  title: 'thenewstack.io: End-User Tracing in a SkyWalking-Observed Browser'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
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  complexity: null
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: 16d66ac3dbf3f2683a3a8d2bf2cea953c4cbe90ea1098b0672583e44bc0b25ca
  health_score: 100.0
  last_checked: 1779030228
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:03:48.437685+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
  - docs/monitoring.md
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  youtube_mosaic: {}
https://thenewstack.io/error-handling-from-backends-to-the-frontend:
  title: 'thenewstack.io: Error Handling from Backends to the Frontend'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A comprehensive guide on structuring robust API error propagation from
    backend databases to frontend applications. Explores standardization of status
    payloads to ensure consistent client-side recovery states.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  hierarchy:
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  v2_locations:
  - qa.md
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https://thenewstack.io/exploring-the-new-kubernetes-maturity-model:
  title: 'thenewstack.io: Exploring the New Kubernetes Maturity Model'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Breaks down the Kubernetes Maturity Model, detailing how enterprise
    organizations advance through distinct phases: from initial installation, custom
    configuration, security hardening, to multi-cluster orchestration and automated
    operational models.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Strategy
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  - Enterprise Adoption
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  - '[COMMUNITY-TOOL]'
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  v2_locations:
  - kubernetes.md
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https://thenewstack.io/extending-kubernetes-services-with-multi-cluster-services-api:
  title: 'thenewstack.io: Extending Kubernetes Services with Multi-Cluster Services
    API'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Explores the Multi-Cluster Services (MCS) API. Analyzes cross-cluster
    traffic routing mechanisms and explains how to publish and consume services spanning
    multiple Kubernetes environments.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Networking
  - Multi-Cluster
  - MCS-API
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://thenewstack.io/find-vulnerabilities-in-container-images-with-docker-scan:
  title: 'thenewstack.io: Find Vulnerabilities in Container Images with Docker Scan'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Reviews the legacy integration of Snyk''s scanning engine directly
    within the Docker engine using the `docker scan` command. Guides developers on
    optimizing local feedback loops to identify and patch system flaws immediately
    at build time. Note: While docker scan syntax has evolved, the architectural concept
    of local auditing remains standard.'
  language: N/A
  resource_type: Article
  complexity: Basic
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Vulnerability Management
  - Container Scanning
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - devsecops.md
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https://thenewstack.io/finout-gets-a-handle-on-kubernetes-costs:
  title: 'thenewstack.io: Finout Gets a Handle on Kubernetes Costs'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Reviews Finout's capability to combine multiple cloud invoices (such
    as AWS, Snowflake, Datadog) and Kubernetes metrics into a single interface. Demonstrates
    how to link infrastructure spend directly to actual business unit metrics.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - FinOps & Cloud Cost
  - Kubernetes FinOps
  - Cost Platforms
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - finops.md
  youtube_mosaic: {}
https://thenewstack.io/four-best-practices-to-drive-successful-adoption-of-ci-cd:
  title: 'thenewstack.io: 4 Best Practices to Drive Successful Adoption of CI/CD'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Highlights four practices key to successful organizational adoption
    of CI/CD, highlighting incremental changes, container isolation, comprehensive
    testing suites, and KPI tracking.
  language: English
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - CI-CD Pipelines
  - Best Practices
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cicd.md
  youtube_mosaic: {}
https://thenewstack.io/from-devops-to-devapps:
  title: "thenewstack.io: From DevOps to DevApps. Event-Driven Architecture \U0001F31F"
  description: ''
  year: '2020'
  stars: 2
  ai_summary: Highlights the adoption of asynchronous architectures. Demonstrates
    how event-driven loops alter traditional deployments, replacing synchronous HTTP
    endpoints with resilient event streaming pipelines.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Microservices
  - Event-Driven
  - Application Delivery
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://thenewstack.io/garden-the-configure-once-kubernetes-platform-for-seamless-dev-prod-integration:
  title: 'thenewstack.io: Garden: The Configure-Once Kubernetes Platform for Seamless''
    Dev/Prod Integration'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An analytical article examining Garden's approach to developer workflow
    automation on Kubernetes. It explains how Garden utilizes graph-based build-test-deploy
    cycles to unify development environments with production-grade setups.
  language: Markdown
  resource_type: Article / Case Study
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 6138359827ec7deae5180bd8db1920cacf98607503f65131de8825cfce9f4dca
  health_score: 100.0
  last_checked: 1779030346
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:05:46.333916+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Lifecycle
  - Deployment Frameworks
  - Developer Platforms
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/kubernetes-tools.md
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  - kubernetes-tools.md
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https://thenewstack.io/getting-open-policy-agent-up-and-running:
  title: 'thenewstack.io: Getting Open Policy Agent Up and Running'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A pragmatic guide detailing bootstrap procedures for deploying Open
    Policy Agent (OPA) inside production systems. Guides the reader through daemon
    configuration, loading external data contexts, and integrating policy enforcement
    into Kubernetes via the Gatekeeper admission controller framework.
  language: Rego
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
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  last_ai_eval: null
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  hierarchy:
  - Cloud-Native Platforms
  - Security & Compliance
  - Policy-as-Code
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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https://thenewstack.io/getting-started-with-gitops:
  title: 'thenewstack.io: Getting Started with GitOps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An introductory technical primer on GitOps methodologies. Details the
    fundamental mechanics of Git acting as the single source of truth for declarative
    systems. Illustrates reconciliation loops, automated state synchronization, and
    active software agents constantly pulling configuration updates directly from
    remote version-control systems.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: duplicate
  addition_method: manual
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  hierarchy:
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  - Introduction
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  v1_locations: []
  v2_locations:
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  duplicate_of: https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep
https://thenewstack.io/getting-started-with-go-and-influxdb:
  title: 'thenewstack.io: Getting Started with Go and InfluxDB'
  description: ''
  year: N/A
  stars: 0
  ai_summary: A practical introduction to pushing time-series metrics from Go applications
    to InfluxDB. Essential for engineering robust observability pipelines inside distributed
    microservices.
  language: en
  resource_type: Guide
  complexity: Intermediate
  is_microservice: true
  status: online
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  content_hash: d6a82f687e26bc392bf007f481444b8a88e32779ea78f9c94ab175b46a9944f9
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  last_checked: 1779033503
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  hierarchy:
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  - Storage Integration
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  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations:
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https://thenewstack.io/git-for-managing-small-projects:
  title: "thenewstack.io: Git for Managing Small Projects \U0001F31F"
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Explains how to scale down Git processes to streamline individual workflows
    and small-team projects. Emphasizes maintaining lightweight branch schemes without
    the overhead of heavy enterprise processes.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/github-copilot-a-powerful-controversial-autocomplete-for-developers:
  title: 'thenewstack.io: GitHub Copilot: A Powerful, Controversial Autocomplete for
    Developers'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A critical overview of the productivity opportunities and structural
    controversies introduced by the early deployment of Copilot. Examines the tension
    between automated code reuse and copyright licensing schemes. Explores the initial
    legal definitions of AI-generated content.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  hierarchy:
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  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/gitops-as-an-evolution-of-kubernetes:
  title: 'thenewstack.io: GitOps as an Evolution of Kubernetes'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Traces the structural evolution of continuous delivery. Evaluates how
    traditional imperative deployment systems naturally paved the way for declarative,
    Kubernetes-native GitOps reconciliation engines as systems grew in complexity.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Evolution
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  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/gitops-at-home-automate-code-deploys-with-kubernetes-and-flux:
  title: 'thenewstack.io: GitOps at Home: Automate Code Deploys with Kubernetes and
    Flux'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A practical walkthrough for setting up self-hosted GitOps pipelines
    on homelabs or small clusters using Flux. Highlights automated deployment routines
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  language: YAML
  resource_type: Technical Article
  complexity: Medium
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
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  v2_locations:
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https://thenewstack.io/gitops-on-kubernetes-deciding-between-argo-cd-and-flux:
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  description: ''
  year: '2022'
  stars: 4
  ai_summary: 'Evaluates the architectural differences, strengths, and trade-offs
    of the two dominant GitOps controllers: ArgoCD and FluxCD. Compares ArgoCD''s
    powerful web UI and multi-tenancy model against Flux''s lightweight, decentralized,
    and Kubernetes-native approach.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Tool Comparison
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  v2_locations:
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https://thenewstack.io/gitops-use-cases-you-may-not-have-considered:
  title: 'thenewstack.io: GitOps Use Cases You May Not Have Considered'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes non-standard use cases for GitOps beyond basic Kubernetes resource
    syncing, including infrastructure-as-code management, security policy enforcement,
    and database schema migrations. Emphasizes utilizing git commits as an audit trail
    for non-traditional operations.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Advanced Use Cases
  tags:
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  v2_locations:
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https://thenewstack.io/gitpod-brings-automated-environments-to-jetbrains-ides:
  title: 'thenewstack.io: Gitpod Brings Automated Environments to JetBrains IDEs'
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  year: N/A
  stars: 0
  ai_summary: null
  language: null
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  addition_method: manual
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  last_checked: 1779031327
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:22:07.259139+02:00'
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  v1_locations:
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https://thenewstack.io/gitpod-open-sources-a-holistic-ide:
  title: ==Gitpod Open Sources a ‘Holistic IDE’==
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Chronicles Gitpod's transition to open source, highlighting pre-configured,
    ephemeral development environments running as secure containerized workspaces.
    It serves as a core model for modern cloud-based development environments (CDE).
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 402885f7f87b78cd77d25093e48eeefb8def24726a41d0342d73f5bb7f6325b8
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  last_checked: 1779030846
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  discovered_at: '2026-05-17T17:14:06.626551+02:00'
  last_ai_eval: null
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  hierarchy:
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  v1_locations:
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https://thenewstack.io/gitpod-openvscode-server-brings-visual-studio-code-to-the-browser:
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    Browser'
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  year: N/A
  stars: 0
  ai_summary: null
  language: null
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  discovered_at: '2026-05-17T17:02:52.326332+02:00'
  last_ai_eval: null
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https://thenewstack.io/godaddys-innovative-project-to-secure-and-rotate-kubernetes-secrets:
  title: "thenewstack.io: GoDaddy’s Project to Secure, Rotate Kubernetes Secrets \U0001F31F"
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  year: N/A
  stars: 0
  ai_summary: null
  language: null
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  health_score: 100.0
  last_checked: 1779032971
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:49:31.094057+02:00'
  last_ai_eval: null
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  hierarchy: []
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  v1_locations:
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https://thenewstack.io/google-and-oracle-cloud-adoption-doubles-among-enterprises-3:
  title: 'thenewstack.io: Are Private Clouds Proliferating?'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: Examines enterprise hybrid cloud data, highlighting why many organizations
    continue to maintain, build, or modernize private clouds alongside public cloud
    footprints. Looks at compliance, data sovereignty, predictable workloads, and
    hybrid architectures (e.g. Anthos, Outposts).
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Hybrid Cloud Strategy
  tags:
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https://thenewstack.io/google-axion-kubernetes-arm:
  title: A year in, Google wants its Axion processors to feel like a scheduling decision
  description: Evaluating Google's custom, Arm-based Axion CPU inside Google Kubernetes
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  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: A key operational analysis of custom cloud CPU scaling,
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    show that GKE''s compute classes enable seamless dynamic routing between Axion
    and x86 node pools, drastically optimizing cluster operations by focusing on cost-efficiency
    metrics like tokens per watt for high-throughput workloads.'
  language: English
  resource_type: article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 51f44d47bf673c4be9444300d252711505558e30a705969bd68aea9fcfd1a873
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  last_checked: 1780352705
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  discovered_at: '2026-06-02T00:25:05.314724+02:00'
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  company: null
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  hierarchy:
  - Cloud Infrastructure
  - Kubernetes Platforms
  - Custom Silicon and ARM
  tags:
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  v1_locations: []
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  category: kubernetes
  reputation_status: Vetted
  reputation_summary: Highly valued resource in cloud-native circles, illustrating
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  social_preview_url: https://cdn.thenewstack.io/media/2026/04/b24017f0-thumbnail-5.png
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https://thenewstack.io/google-introduces-clusterfuzzlite-security-tool-for-ci-cd:
  title: 'thenewstack.io: Google Introduces ClusterFuzzLite Security Tool for CI/CD'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Architectural review covering Google's release of ClusterFuzzLite, highlighting
    its strategic value in shifting fuzz testing left directly into GitHub Actions
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  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Static Analysis
  - Fuzzing
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - qa.md
  youtube_mosaic: {}
https://thenewstack.io/google-sre-site-reliability-engineering-at-a-global-scale:
  title: 'thenewstack.io: Google SRE: Site Reliability Engineering at a Global Scale'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines Google's massive-scale SRE methodologies. Detail-oriented profile
    covering how Google applies engineering to operations, manages error budgets across
    global infrastructures, and structures on-call shifts to protect engineering sanity.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Site Reliability Engineering
  - Enterprise Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
  youtube_mosaic: {}
https://thenewstack.io/google-traffic-director-and-the-l7-internal-load-balancer-intermingles-cloud-native-and-legacy-workloads:
  title: '**Google Traffic Director** and the **L7 Internal Load Balancer** Intermingles
    **Cloud Native** and **Legacy Workloads**'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: Details how Traffic Director and L7 internal load balancers connect
    Kubernetes workloads with legacy VM clusters. Enables smooth migration paths and
    consistent service discovery across hybrid networks.
  language: None
  resource_type: article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Service Mesh
  - Managed Services
  - Integration
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - servicemesh.md
  youtube_mosaic: {}
https://thenewstack.io/googles-new-autopilot-for-kubernetes:
  title: 'thenewstack.io: Google’s New ‘Autopilot’ for Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An analytical comparison contrasting GKE Standard and GKE Autopilot
    models. Outlines the security boundaries imposed by Autopilot (restricting root-level
    DaemonSets and direct SSH access) in exchange for hands-off resource optimization.
    Highly relevant for platform architects auditing cluster governance models.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Providers
  - Google Kubernetes Engine (GKE)
  - Operational Tradeoffs
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - managed-kubernetes-in-public-cloud.md
  youtube_mosaic: {}
https://thenewstack.io/governance-risk-and-compliance-with-kubernetes:
  title: 'thenewstack.io: Governance, Risk and Compliance with Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines the intersection of standard IT compliance frameworks (such
    as SOC 2 and ISO 27001) with Kubernetes infrastructure. Details how to implement
    policy-as-code controllers (OPA, Kyverno) to programmatically validate compliance
    policies in real-time.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Compliance
  - Governance
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://thenewstack.io/grafana-7-5-controversial-pie-charts-and-loki-alerts:
  title: 'thenewstack.io: Grafana 7.5: Controversial Pie Charts and Loki Alerts'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details the product enhancements shipped in Grafana 7.5, specifically
    focusing on native alert rule management inside Grafana Loki. It explains how
    these features simplified developer logging workflows and improved basic dashboard
    presentation elements.
  language: English
  resource_type: Article
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Visualization
  - Product Updates
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://thenewstack.io/grafana-8-0-rethinks-alerts-and-visualizations:
  title: 'thenewstack.io: Grafana 8.0 Rethinks Alerts and Visualizations'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An technical review examining Grafana 8.0's visualization panel system
    and unified alerting engine. The article details how these visual rendering upgrades
    improved dashboard performance and standardized monitoring logic across multiple
    telemetry backends.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Visualization
  - Unified Alerting
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://thenewstack.io/grafana-adds-logging-to-its-enterprise-observability-stack:
  title: "thenewstack.io: Grafana Adds Logging to Its Enterprise Observability Stack
    \U0001F31F"
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Highlights the commercial introduction of Grafana Loki as part of the
    Grafana Enterprise Observability Stack. This development unified metrics and logging
    in a single pane of glass, accelerating incident root-cause analysis for operations
    engineering teams.
  language: English
  resource_type: Article
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Log Management
  - Grafana Loki
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://thenewstack.io/grafana-is-not-worried-about-aws-commercialization:
  title: 'thenewstack.io: Grafana Is Not Worried About AWS Commercialization'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes the strategic relationship between Grafana Labs and AWS regarding
    the Managed Grafana service. Live grounding verifies that despite initial fears
    of commercial erosion, AWS partnership validated Grafana's cloud-native dominance
    and expanded its enterprise reach, establishing a co-existence model.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Monitoring
  - Grafana Ecosystem
  - Cloud & Enterprise Partnerships
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://thenewstack.io/grafana-wants-to-democratize-cloud-native-metrics:
  title: 'thenewstack.io: Grafana 8.2 Wants to ‘Democratize’ Cloud Native Metrics'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Overview of Grafana 8.2’s features aiming to democratize access to metrics
    modeling. Focuses on integrated Prometheus alerting logic and simplification of
    visual dashboards for standard dev teams.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Monitoring
  - Grafana Ecosystem
  - Platform Evolution
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://thenewstack.io/grafana-wants-to-help-you-avoid-getting-dinged-by-kubernetes-costs:
  title: 'thenewstack.io: Grafana Wants to Help You Avoid Getting Dinged by Kubernetes
    Costs'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Discusses Grafana's work to build native cost-monitoring tools directly
    into standard monitoring dashboards. Explores using Prometheus metrics from OpenCost
    to display cluster financial trends alongside hardware utilization data.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - FinOps & Cloud Cost
  - Kubernetes FinOps
  - Observability Integrations
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - finops.md
  youtube_mosaic: {}
https://thenewstack.io/growing-adoption-of-observability-powers-business-transformation:
  title: 'thenewstack.io: Growing Adoption of Observability Powers Business Transformation'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Discusses the business impact of transitioning from legacy IT system
    silo monitoring to real-time, unified observability, showing direct correlation
    to improved MTTR and customer satisfaction. Curator Insight: Business-case advocacy
    for modernizing monitoring. Live Grounding: Helps senior managers secure financial
    backing for large-scale APM transformations.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Business Strategy
  - Adoption
  - Value Realization
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://thenewstack.io/guido-van-rossums-ambitious-plans-for-improving-python-performance:
  title: 'thenewstack.io: Guido van Rossum’s Ambitious Plans for Improving Python
    Performance'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Curator Insight: Analyzes the planned compiler optimizations and structural
    runtime revisions designed by Guido van Rossum to accelerate CPython.

    Live Grounding: Evaluates the bytecode specialization mechanisms, tier-based optimization
    paths, and modern JIT integration designed to double standard runtime performance.'
  language: Python
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Python Runtime
  - Performance Tuning
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - python.md
  youtube_mosaic: {}
https://thenewstack.io/guis-cli-apis-learn-basic-terms-of-infrastructure-as-code:
  title: 'thenewstack.io: GUIs, CLI, APIs: Learn Basic Terms of Infrastructure-as-Code'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Clarifies foundational interfaces—GUIs, CLIs, and APIs—used in automated
    provisioning workflows. Details how modern declarative execution pipelines abstract
    these layers to guarantee predictable environment configurations.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Infrastructure as Code
  - Terminology
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - iac.md
  youtube_mosaic: {}
https://thenewstack.io/haproxy-kubernetes-ingress-controller-moves-outside-the-cluster:
  title: 'thenewstack.io: HAProxy Kubernetes Ingress Controller Moves Outside the
    Cluster'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Discusses the design choice of running HAProxy controllers outside the
    boundaries of the core Kubernetes cluster. Exposes cluster services to external
    networks while protecting control-plane components. Live Grounding confirms this
    topology is highly valued by security teams who prefer dedicated edge tiers separating
    internal cluster resources from the public internet.
  language: Markdown
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Networking & Security
  - Kubernetes Networking
  - Ingress & Traffic
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
  youtube_mosaic: {}
https://thenewstack.io/hashicorp-adds-consul-and-vault-to-cloud-platform-for-aws:
  title: 'thenewstack.io: HashiCorp Adds Consul and Vault to Cloud Platform for AWS'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Launches fully managed Consul and Vault offerings on the HashiCorp Cloud
    Platform (HCP) integrated with AWS. This allows engineering teams to leverage
    secure secret storage and high-performance service mesh patterns without operational
    cluster overhead. Architecturally, it integrates seamlessly into AWS VPC routing
    and transit gateway topologies.
  language: English
  resource_type: SaaS Integration
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Security & Service Mesh
  - HashiCorp HCP
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://thenewstack.io/hashicorp-vault-operator-manages-kubernetes-secrets:
  title: 'thenewstack.io: HashiCorp Vault Operator Manages Kubernetes Secrets'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: An analytical study examining security profiles using the Vault Secrets
    Operator. It dissects architectural topologies where dynamic secrets are mirrored
    from external secret hubs to native pods, validating zero-trust posture across
    cloud infrastructures.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Compliance
  - Secret Management
  - Conceptual Overviews
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-operators-controllers.md
  youtube_mosaic: {}
https://thenewstack.io/hashicorps-releases-hcp-vault-to-combat-secrets-management-fatigue:
  title: 'thenewstack.io: HashiCorp Releases HCP Vault to Combat ‘Secrets Management’
    Fatigue'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Evaluates the HashiCorp Cloud Platform (HCP) Vault managed service.
    Grounding analysis confirms HCP Vault successfully combats secrets management
    fatigue by abstracting cluster synchronization, Raft-based storage operations,
    upgrades, and multi-region disaster recovery, presenting a highly scalable option
    for enterprises needing Vault capabilities without the operational overhead.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Secrets Management
  - Cloud Managed Services
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/have-containers-will-travel-why-gitops-is-essential-for-multicloud:
  title: "thenewstack.io: Have Containers Will Travel: Why GitOps Is Essential for
    Multicloud \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Highlights GitOps as the unifying abstraction Layer for multicloud operations.
    By standardizing Kubernetes configurations in Git, enterprises can seamlessly
    migrate, scale, and recover workloads across AWS, Azure, GCP, and bare metal with
    zero vendor lock-in.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - GitOps
  - Multi-Cluster
  - Strategy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://thenewstack.io/how-airbnb-and-twitter-cut-back-on-microservice-complexities:
  title: 'thenewstack.io: How Airbnb and Twitter Cut Back on Microservice Complexities'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: An analysis of how tech giants Airbnb and Twitter optimized their complex
    microservice architectures. Evaluates the strategic shift toward 'macroservices'
    or modular monoliths and the implementation of standardized service templates
    to lower cognitive overload and boost operational stability.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Microservices
  - Platform Engineering
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://thenewstack.io/how-daily-dev-built-a-low-budget-serverless-scraping-pipeline-for-online-articles:
  title: 'thenewstack.io: How Daily.Dev Built a Low-Budget Serverless Scraping Pipeline
    for Online Articles'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Details how daily.dev constructed a cost-efficient article parsing ecosystem
    by combining serverless scraping pipelines, queue storage, and ephemeral container
    tasks.
  language: English
  resource_type: Case Study
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Serverless
  - Case Studies
  tags:
  - '[CASE STUDY]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - serverless.md
  youtube_mosaic: {}
https://thenewstack.io/how-deutsche-telekom-manages-edge-infrastructure-with-gitops:
  title: 'thenewstack.io: How Deutsche Telekom Manages Edge Infrastructure with GitOps'
  description: ''
  year: '2023'
  stars: 5
  ai_summary: Explores how Deutsche Telekom automates and manages thousands of highly-distributed
    edge infrastructure deployments using GitOps paradigms. By defining edge environments
    declaratively in Git and leveraging tools like Argo CD and Flux, they ensure consistency
    and zero-touch provisioning across heterogeneous telecom nodes. This architecture
    significantly minimizes manual field configurations and limits configuration drift.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure Orchestration
  - Edge Computing
  - GitOps Operations
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - customer.md
  youtube_mosaic: {}
https://thenewstack.io/how-do-applications-run-on-kubernetes:
  title: 'thenewstack.io: How do applications run on kubernetes?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An introduction to the mechanics of running containers on Kubernetes.
    Maps the journey of a workload manifest from API parsing through scheduling to
    Kubelet execution.
  language: Go
  resource_type: Article
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Delivery
  - Core Mechanics
  - Runtime Lifecycle
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://thenewstack.io/how-do-authentication-and-authorization-differ:
  title: 'thenewstack.io: How Do Authentication and Authorization Differ?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Establishes clear architectural boundaries separating Authentication
    (AuthN - identity verification) and Authorization (AuthZ - permission validation).
    Maps out the operational mechanics of OIDC, OAuth 2.0, and RBAC models. Critical
    foundational knowledge for constructing clean abstraction boundaries in distributed
    application networks.
  language: N/A
  resource_type: Article
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  status: online
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https://thenewstack.io/how-does-kubernetes-work:
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  year: '2021'
  stars: 0
  ai_summary: Clear, programmatic step-by-step breakdown of container deployment orchestration,
    detailing controller reconciliations, network namespaces, and service routing.
  language: English
  resource_type: Blog
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  is_microservice: true
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://thenewstack.io/how-drift-detection-and-iac-help-maintain-a-secure-infrastructure:
  title: 'thenewstack.io: How Drift Detection and IaC Help Maintain a Secure Infrastructure'
  description: ''
  year: '2023'
  stars: 1
  ai_summary: Details how continuous drift monitoring acts as a primary security perimeter
    control. Validating resource declarations against cloud runtimes prevents bad
    actors from executing persistence actions via untracked configuration edits.
  language: N/A
  resource_type: Article
  complexity: Advanced
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  status: online
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  hierarchy:
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  v1_locations: []
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https://thenewstack.io/how-gitops-benefits-from-security-as-code:
  title: 'thenewstack.io: How GitOps Benefits from Security-as-Code'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Demonstrates the security advantages of GitOps delivery patterns over
    legacy imperative methods. By declaring configurations, networking policies, and
    security controls in Git, platforms can enforce continuous posture compliance
    and automated drift rollback.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
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  hierarchy:
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  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/how-is-platform-engineering-different-from-devops-and-sre:
  title: 'thenewstack.io: How Is Platform Engineering Different from DevOps and SRE?'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Dissects the distinct responsibilities, metrics, and overlaps between
    DevOps, Site Reliability Engineering (SRE), and Platform Engineering. Provides
    a clear taxonomy mapping showing how platform teams deliver the golden paths that
    SRE and DevOps practices operate upon.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - Organizational Taxonomy
  - DevOps vs SRE
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  - '[COMMUNITY-TOOL]'
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  v2_locations:
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https://thenewstack.io/how-k3s-portworx-and-calico-can-serve-as-a-foundation-of-cloud-native-edge-infrastructure:
  title: 'thenewstack.io: How K3s, Portworx, and Calico Can Serve as a Foundation
    of Cloud Native Edge Infrastructure'
  description: ''
  year: '2021'
  stars: 2
  ai_summary: A systems design blueprint exploring how to combine the lightweight
    footprint of K3s with Calico's secure CNI network policies and Portworx's persistent
    distributed block storage at the edge.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
  - Edge & IoT
  - Architecture Patterns
  - Edge Data Store
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  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://thenewstack.io/how-keptn-automatically-configures-prometheus-ecosystems:
  title: 'thenewstack.io: How Keptn Automatically Configures Prometheus Ecosystems'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores how Keptn acts as a declarative orchestrator for Prometheus
    alerting rules and target configurations. Eliminates manual dashboarding by automatically
    auto-generating Prometheus metrics rules based on SLO profiles.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Monitoring Automation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - keptn.md
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https://thenewstack.io/how-kubernetes-and-database-operators-drive-the-data-revolution:
  title: 'thenewstack.io: How Kubernetes and Database Operators Drive the Data Revolution'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Analyzes how the Operator framework solves day-2 operations for complex
    databases. Explores built-in patterns for auto-tuning memory buffers, automated
    logical backups, and self-healing when cluster nodes become degraded.
  language: English
  resource_type: Technical Editorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Kubernetes Operators
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  tags:
  - '[COMMUNITY-TOOL]'
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https://thenewstack.io/how-kubernetes-provides-networking-and-storage-to-applications:
  title: 'thenewstack.io: How Kubernetes provides networking and storage to applications'
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  year: '2020'
  stars: 0
  ai_summary: An foundational architectural piece detailing the convergence of network
    topology and volume storage systems within Kubernetes. It elucidates how the control
    plane decouples resource provisioning from consumption, making it an excellent
    primer for platform operators transitioning to container-native infrastructure.
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  resource_type: Article
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  status: online
  addition_method: manual
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  hierarchy:
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https://thenewstack.io/how-kubernetes-vulnerabilities-have-shifted-since-the-first-api-attacks:
  title: 'thenewstack.io: How Kubernetes vulnerabilities have shifted since the first
    attacks'
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  year: '2023'
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  ai_summary: A historical deep dive tracing the evolution of Kubernetes-native vulnerabilities
    and attack strategies. Explains how common exploits shifted from simple unauthenticated
    API endpoints towards highly sophisticated multi-stage privilege escalations and
    container escapes. Provides actionable insight for platform team threat modeling.
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  status: online
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  hierarchy:
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  - Kubernetes History
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https://thenewstack.io/how-opentelemetry-works-with-kubernetes:
  title: 'thenewstack.io: How OpenTelemetry Works with Kubernetes'
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  stars: 0
  ai_summary: Technical deep-dive explaining OpenTelemetry deployment inside Kubernetes
    environments using collector agents. In 2026, the architectural standard utilizes
    the OpenTelemetry Operator to automatically inject instrumentation sidecars or
    daemons, simplifying distributed telemetry pipelines across microservices.
  language: Go
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2026-05-17T18:10:28.999291+02:00'
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  hierarchy:
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https://thenewstack.io/how-platform-ops-teams-should-think-about-api-strategy:
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  year: '2022'
  stars: 0
  ai_summary: Offers a strategic framework for Platform Operations teams to treat
    APIs as internal products. Emphasizes standardizing API gateways, establishing
    governance via declarative gitops policies, and improving developer experience
    through portal automation.
  language: English
  resource_type: Article
  complexity: Advanced
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  status: online
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  hierarchy:
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https://thenewstack.io/how-radical-api-design-changed-the-way-we-access-databases:
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  description: ''
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  stars: 0
  ai_summary: Explores how modern schema-aware API clients, GraphQL adapters, and
    serverless proxy layers are replacing standard raw driver bindings, simplifying
    secure and high-performance database connection pooling.
  language: English
  resource_type: Architectural Analysis
  complexity: Intermediate
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  status: online
  addition_method: manual
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  hierarchy:
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  tags:
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https://thenewstack.io/how-service-mesh-can-help-devops-achieve-business-goals:
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  stars: 3
  ai_summary: Evaluates the enterprise ROI of adopting a service mesh, connecting
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    to business key performance indicators (KPIs) such as lower MTTR and accelerated
    release cadence.
  language: None
  resource_type: article
  complexity: Beginner
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  status: online
  addition_method: manual
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  hierarchy:
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https://thenewstack.io/how-testcontainers-is-demonstrating-value-as-a-key-ci-tool:
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  stars: 0
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  discovered_at: '2026-05-17T18:15:30.969834+02:00'
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https://thenewstack.io/how-the-sre-experience-is-changing-with-cloud-native:
  title: "thenewstack.io: How the SRE Experience Is Changing with Cloud Native \U0001F31F"
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  year: '2022'
  stars: 0
  ai_summary: Discusses how the shift to highly dynamic microservices and declarative
    Kubernetes operators has changed SRE workloads. SREs now prioritize building internal
    control planes and standardizing platform telemetry over manual server patching.
  language: English
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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https://thenewstack.io/how-to-achieve-api-governance:
  title: 'thenewstack.io: How to Achieve API Governance'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Addresses the practical application of API Governance to prevent API
    sprawl and security vulnerability drift across large enterprises. The article
    recommends deploying automated linter tools (e.g., Spectral) to enforce style
    guides, centralized discovery catalogs, and standardized OAuth2 scopes. Successful
    governance guarantees consistency and predictable API consumption across highly
    distributed development teams.
  language: English
  resource_type: Article
  complexity: Intermediate
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  status: online
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  hierarchy:
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https://thenewstack.io/how-to-analyze-code-and-find-vulnerabilities-with-sonarqube:
  title: 'thenewstack.io: How to Analyze Code and Find Vulnerabilities with SonarQube'
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  year: '2022'
  stars: 4
  ai_summary: Teaches developers how to interpret SonarQube dashboards to discover
    common security vulnerabilities and code smells. Demonstrates optimization rules
    and quality profiles adjustment methods.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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  tags:
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https://thenewstack.io/how-to-choose-and-model-time-series-databases:
  title: 'thenewstack.io: How to Choose and Model Time Series Databases'
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  year: '2023'
  stars: 4
  ai_summary: Deep dive into Time Series Database (TSDB) selection, comparing compression
    algorithms and write-heavy workloads. Discusses optimization techniques like rollups,
    downsampling, and indexing temporal event data.
  language: N/A
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Time Series
  tags:
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  v1_locations: []
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https://thenewstack.io/how-to-deploy-kubernetes-with-kubeadm-and-containerd:
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  year: '2021'
  stars: 0
  ai_summary: A technical deployment guide focusing on initializing Kubeadm-driven
    clusters using containerd as the underlying Container Runtime Interface (CRI)
    instead of Docker. Explains config setup, namespace settings, and systemd integration.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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https://thenewstack.io/how-to-ensure-your-serverless-database-stays-serverless:
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  year: '2023'
  stars: 0
  ai_summary: Focuses on preserving serverless paradigms at the database tier. Explores
    connection pooling, cold-start latency mitigation, dynamic compute scaling, and
    the integration of proxy layers to maintain seamless serverless workload support.
  language: Conceptual
  resource_type: Architectural Reference
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v2_locations:
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https://thenewstack.io/how-to-evaluate-kubernetes-cloud-providers:
  title: 'thenewstack.io: How to Evaluate Kubernetes Cloud Providers'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: A rigorous technical analysis defining the evaluation criteria for choosing
    cloud-managed Kubernetes distributions. Evaluates control plane SLAs, custom networking
    interfaces (CNI), auto-scalers, and node-group provisioning. Live grounding highlights
    its importance as an architectural blueprint for high-density systems.
  language: English
  resource_type: Guide/Reference
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  - Evaluation Framework
  tags:
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  - '[GUIDE]'
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https://thenewstack.io/how-to-get-started-with-data-streaming:
  title: 'thenewstack.io: How to Get Started with Data Streaming'
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  year: '2022'
  stars: 0
  ai_summary: A practical guide outlining how organizations can pivot from classic
    batch workflows to real-time event streaming systems. It highlights the deployment
    phases of streaming platforms and details data integration patterns.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
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https://thenewstack.io/how-to-get-the-most-out-of-gitops:
  title: 'thenewstack.io: How to Get the Most out of GitOps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Investigates operational success factors for GitOps deployments, advocating
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    strategies (using HashiCorp Vault or Sealed Secrets) in continuous deployment
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  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: duplicate
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Optimization
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/how-to-install-the-sonarqube-security-analysis-platform:
  title: 'thenewstack.io: How to Install the SonarQube Security Analysis Platform'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Practical installation guide covering SonarQube deployments in cloud
    environments. Details system prerequisite profiles, host tuning metrics, and database
    integration configurations.
  language: N/A
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  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  v2_locations:
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https://thenewstack.io/how-to-make-the-most-of-kubernetes-environment-variables:
  title: 'thenewstack.io: How to Make the Most of Kubernetes Environment Variables'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Investigates application bootstrap configuration via environment variables.
    Evaluates performance compromises, security trade-offs, and Downward API integration
    to export cluster and pod metadata fields dynamically.
  language: YAML
  resource_type: Article
  complexity: Intermediate
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  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://thenewstack.io/how-to-put-a-gui-on-ansible-using-semaphore:
  title: 'thenewstack.io: How to Put a GUI on Ansible, Using Semaphore'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Detailed, step-by-step tutorial on deploying and managing Semaphore
    UI. Highlights configuration of inventory integration, credential injection, and
    user role management.
  language: English
  resource_type: tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Automation & Orchestration
  - Ansible GUI
  - Semaphore UI
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - ansible.md
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https://thenewstack.io/how-to-run-a-cassandra-operation-in-docker:
  title: 'thenewstack.io: How to Run a Cassandra Operation in Docker'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
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  is_microservice: false
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  addition_method: manual
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  health_score: 100.0
  last_checked: 1779030583
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:09:43.230153+02:00'
  last_ai_eval: null
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  v1_locations:
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https://thenewstack.io/how-to-run-docker-in-rootless-mode:
  title: 'thenewstack.io: How to Run Docker in Rootless Mode'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Detailed guide on running the Docker daemon in rootless mode. Explains
    user namespace remapping techniques that protect the host system from potential
    container breakout exploits.
  language: English
  resource_type: Tutorial
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Security
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  - Rootless Mode
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - docker.md
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https://thenewstack.io/how-to-secure-kubernetes-the-os-of-the-cloud:
  title: 'thenewstack.io: How to Secure Kubernetes, the OS of the Cloud'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Examines the concept of Kubernetes operating as a cloud-native OS, presenting
    strategies for securing core services, container communication, and control plane
    boundaries.
  language: N/A
  resource_type: article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Security
  - Cluster Lifecycle Security
  - Operating System Paradigm
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
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https://thenewstack.io/how-to-share-data-between-docker-containers:
  title: 'thenewstack.io: How to Share Data Between Docker Containers'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
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  complexity: null
  is_microservice: false
  status: duplicate
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  health_score: 100.0
  last_checked: 1779030069
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  discovered_at: '2026-05-17T17:01:09.729828+02:00'
  last_ai_eval: null
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  hierarchy: []
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  v1_locations:
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  duplicate_of: https://thenewstack.io/containers/how-to-share-data-between-docker-containers
https://thenewstack.io/how-we-built-preview-environments-on-kubernetes-and-aws:
  title: 'thenewstack.io: How We Built Preview Environments on Kubernetes and AWS'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An architectural case study illustrating how to dynamically generate
    on-demand sandbox preview environments on AWS EKS. It outlines how custom controllers
    spin up ephemeral namespaces triggered by GitHub pull requests, improving QA workflows.
  language: Markdown
  resource_type: Case Study
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Continuous Delivery
  - Preview Environments
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/iac-cloud-misconfiguration-tools-too-noisy-without-context:
  title: 'thenewstack.io: IaC Cloud Misconfiguration Tools too Noisy without Context'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Analyzes alert noise generated by static security scanners on IaC configurations.
    Argues for context-aware validation engines that cross-reference code anomalies
    with actual live runtime status to accurately prioritize critical security vulnerabilities.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/ibm-red-hat-bring-load-aware-resource-management-to-kubernetes:
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  description: "- [kubernetes-sigs: Trimaran: Load-aware scheduling plugins \U0001F31F](https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran)
    Trimaran is a collection of load-aware scheduler plugins"
  year: '2021'
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  ai_summary: Explores the integration of load-aware scheduling frameworks like Trimaran
    into Kubernetes and OpenShift. Details how the plugin uses real-time telemetry
    metrics instead of passive static limits to balance workloads.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
  - Enterprise Kubernetes
  - Resource Management
  - Advanced Scheduling
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ocp4.md
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https://thenewstack.io/ignore-prior-instructions-ai-still-befuddled-by-basic-reasoning:
  title: 'Ignore Prior Instructions: AI Still Befuddled by Basic Reasoning'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Analyses the logical and mathematical limitations of current autoregressive
    transformers, exploring why basic reasoning and prompt injection vulnerability
    remain major hurdles. It advises deploying robust system-level validation checks
    and structured orchestration frameworks (e.g., semantic gateways) to mitigate
    risk in user-facing production systems.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
  - Artificial Intelligence
  - Large Language Models
  - Evaluation & Safety
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/improve-dev-experience-to-maximize-the-business-value-of-cd:
  title: 'thenewstack.io: Improve Dev Experience to Maximize the Business Value of
    CD'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Explores developer experience (DevEx) as an accelerator for continuous
    deployment initiatives. Details how centralized developer portals and self-service
    pipeline catalogs eliminate delivery friction.
  language: English
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cicd.md
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https://thenewstack.io/infrastructure-as-code-6-best-practices-for-securing-applications:
  title: "thenewstack.io: Infrastructure-as-Code: 6 Best Practices for Securing Applications
    \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Presents six architectural guidelines for securing Infrastructure-as-Code
    setups. Focuses on integrating static linters (such as Checkov and Trivy), avoiding
    credential commits to source state files, and implementing role-based orchestration
    controls.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Infrastructure as Code
  - Security Scanning
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/infrastructure-as-code-increase-security-scale-development:
  title: 'thenewstack.io: Infrastructure-as-Code: Increase Security, Scale Development'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Investigates the role of IaC in improving developer velocity and security
    posture. Shows how code-based peer reviews, automated security policy gates, and
    structured configurations prevent critical misconfigurations prior to target deployment.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/infrastructure-as-code-or-cloud-platforms-you-decide:
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  year: '2022'
  stars: 0
  ai_summary: Analyzes the trade-offs between self-managed IaC templates and fully
    managed native cloud platform services. Evaluates cost models, execution control,
    vendor lock-in, and infrastructure administration over long lifecycles.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
  - DevOps
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  - Strategy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - iac.md
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https://thenewstack.io/ingress-controllers-the-more-the-merrier:
  title: 'thenewstack.io: Ingress Controllers: The More the Merrier'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Presents strategic advantages of operating multiple distinct Ingress
    Controller classes side-by-side within a single cluster. Outlines traffic isolation
    patterns separating internal, public API, and corporate networks.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Infrastructure
  - Networking
  - Ingress
  - Ingress Controllers
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
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https://thenewstack.io/ingress-controllers-the-swiss-army-knife-of-kubernetes:
  title: 'thenewstack.io: Ingress Controllers: The Swiss Army Knife of Kubernetes'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Details how contemporary Ingress controllers have evolved from simple
    HTTP routers into sophisticated API gateways. Covers advanced capabilities such
    as circuit-breaking, direct rate-limiting, and canary deployment control.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Networking
  - Ingress
  - Overview
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
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https://thenewstack.io/intelligent-automation-whats-the-missing-piece-of-aiops:
  title: 'thenewstack.io: Intelligent Automation: What’s the Missing Piece of AIOps?'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Pinpoints the missing component of modern AIOps tools: closing the
    gap between diagnostic analytics and actual infrastructure remediation. Argues
    for event-driven, programmatic automation frameworks to bypass manual engineering
    cycles.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
  - Enterprise Architecture
  - AIOps & Observability
  - Incident Response
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ai.md
  youtube_mosaic: {}
https://thenewstack.io/intention-as-code-making-self-healing-infrastructure-work:
  title: 'thenewstack.io: Intention-as Code: Making Self-Healing Infrastructure Work'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Describes the shift from declarative Infrastructure-as-Code to 'Intention-as-Code,'
    where engineers declare higher-level business expectations and allow self-healing
    loops to continuously resolve deviations. Explains reconciliation loops within
    container orchestrators as the foundational model for autonomous infrastructure
    engines.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - DevOps, Automation & Modern Systems Engineering
  - Infrastructure-as-Code
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  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/introducing-cloneset-production-grade-kubernetes-deployment-crd:
  title: 'thenewstack.io: Introducing CloneSet: A Production-Grade Kubernetes Deployment
    CRD'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Deep dive into CloneSet, a key OpenKruise controller alternative to
    native Deployments. Explains in-place update processes (bypassing pod recreation)
    and selective pod scaling controls.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Management
  - Custom Controllers
  - OpenKruise
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://thenewstack.io/is-a-multicloud-strategy-right-for-your-organization:
  title: 'thenewstack.io: Is a Multicloud Strategy Right for Your Organization?'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: A strategic decision matrix designed to help enterprise leaders assess
    whether a multi-cloud configuration is justified given its steep integration costs.
    It analyses networking overhead and failover constraints. Live grounding verifies
    that its cautionary metrics are highly applicable to modern microservice designs.
  language: English
  resource_type: Case Study/Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Cloud Strategy
  - Workload Portability
  - Decision Matrix
  tags:
  - '[CASE STUDY]'
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://thenewstack.io/is-linkerd-winning-the-service-mesh-race:
  title: 'thenewstack.io: Is Linkerd Winning the Service Mesh Race?'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Analyzes market competition in the service mesh space. Highlights how
    Linkerd's streamlined developer-first experience and low-overhead Rust proxies
    challenge Istio's market position.
  language: Rust
  resource_type: article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Service Mesh
  - Market Trends
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - servicemesh.md
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https://thenewstack.io/istio-1-10-improves-scalability-and-revision-control:
  title: 'thenewstack.io: Istio 1.10 Improves Scalability and Revision Control'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines performance enhancements and lifecycle management tooling introduced
    in Istio 1.10. Specifically reviews canary control plane upgrades and telemetry
    collection optimizations to limit memory overhead in intensive environments.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Service Mesh
  - Release Notes
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://thenewstack.io/jaeger-vs-zipkin-battle-of-the-open-source-tracing-tools:
  title: 'thenewstack.io: Jaeger vs. Zipkin: Battle of the Open Source Tracing Tools'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A historical comparative analysis of Jaeger versus Zipkin for microservice
    tracing. While Zipkin pioneered open-source tracing, Jaeger became a dominant
    CNCF graduate. By 2026, both fully interoperate with OpenTelemetry APIs, but Jaeger
    remains highly preferred for high-performance cloud environments.
  language: Go
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: d224b70982a53247b87afed21d1f7c429bbe4c1c1e99f9a05c26ba31c3dbc009
  health_score: 100.0
  last_checked: 1779034516
  needs_ai_refresh: true
  discovered_at: '2026-05-17T18:15:16.950181+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Observability
  - Distributed Tracing
  tags:
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https://thenewstack.io/jetstack-secure-promises-to-ease-kubernetes-tls-security:
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  ai_summary: Analyzes the release and architecture of Jetstack Secure, which simplifies
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    application downtime caused by unpredicted certificate expirations.
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  status: online
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  hierarchy:
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https://thenewstack.io/just-how-challenging-is-state-in-kubernetes:
  title: "thenewstack.io: Just How Challenging Is State in Kubernetes? \U0001F31F"
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https://thenewstack.io/k8s-backup-and-disaster-recovery-is-more-important-than-ever:
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  year: '2022'
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  ai_summary: Explores the growing ransomware threat vectors targeting cloud-native
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    immutable storage targets and separate configuration backups.
  language: Markdown
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  status: online
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  hierarchy:
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https://thenewstack.io/k8s-resource-management-an-autoscaling-cheat-sheet:
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  ai_summary: A concise, actionable reference sheet summarizing core resources limits,
    request definitions, and autoscaler configuration arguments. A stellar quick-guide
    for DevOps engineers designing production-ready workload templates.
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  resource_type: Article
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/k8spin-provides-multitenant-isolation-for-kubernetes:
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  ai_summary: An article discussing how K8Spin implements virtualized tenant workspaces.
    Reviews performance overheads and resource boundaries of namespace isolation relative
    to physical, heavy, multi-cluster architectures.
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  complexity: Intermediate
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  status: online
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  - Conceptual Overviews
  tags:
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https://thenewstack.io/kafka-on-kubernetes-should-you-adopt-a-managed-solution:
  title: 'thenewstack.io: Kafka on Kubernetes: Should You Adopt a Managed Solution?'
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  year: '2023'
  stars: 0
  ai_summary: An objective operational comparison evaluating self-hosting Apache Kafka
    on Kubernetes via operators (such as Strimzi) against adopting fully managed cloud
    platforms (e.g., Confluent Cloud). Discusses long-term maintenance costs, staff
    expertise requirements, and infrastructure overhead.
  language: English
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/kasten-k10-v4-5-grafana-observability-more-edge-support:
  title: 'thenewstack.io: Kasten K10 V4.5: Grafana Observability, More Edge Support'
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  year: '2021'
  stars: 4
  ai_summary: Explores the Kasten K10 v4.5 software release, introducing native Prometheus-driven
    Grafana monitoring profiles and enhanced protection rules for decentralized Edge
    compute clusters.
  language: Markdown
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Proprietary Platforms
  tags:
  - '[ENTERPRISE-STABLE]'
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https://thenewstack.io/key-basic-principles-to-secure-kubernetes-future:
  title: 'thenewstack.io: Basic Principles Key to Securing Kubernetes’ Future'
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  year: '2022'
  stars: 0
  ai_summary: Examines long-term trends in cloud-native security, arguing for declarative
    and immutable configurations as the main vector of defense. Synthesizes principles
    of software supply chain verification (such as Sigstore/Cosign integration) and
    automated drift detection. Vital for architects planning 3-to-5 year container
    strategies.
  language: English
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Future Trends
  tags:
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  v1_locations: []
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https://thenewstack.io/kserve-a-robust-and-extensible-cloud-native-model-server:
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  description: ''
  year: '2022'
  stars: 4
  ai_summary: Comprehensive technical exploration of KServe (formerly KFServing) on
    Kubernetes. Covers dynamic autoscaling (scaling down to zero via Knative), standardized
    ingress protocols (v2 data plane), advanced traffic routing, model validation
    steps, and canary rollout orchestrations.
  language: Go
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Model Serving
  - Kubernetes
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  tags:
  - '[ENTERPRISE-STABLE]'
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  v2_locations:
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https://thenewstack.io/kubecon-14000-more-engineers-have-their-gitops-basics-down:
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    Down'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Reflects on the massive normalization of GitOps standards across CNCF
    landscapes, documenting the maturation of operators like ArgoCD and FluxCD into
    standard enterprise building blocks for large-scale container platform architectures.
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  resource_type: Article
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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https://thenewstack.io/kubecost-monitor-kubernetes-costs-with-kubectl:
  title: 'thenewstack.io: KubeCost: Monitor Kubernetes Costs with kubectl'
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  year: '2021'
  stars: 0
  ai_summary: Introduces CLI-driven financial observability workflows via the `kubectl-cost`
    plugin. Teaches engineers to quickly isolate resource-heavy configurations and
    run cost analysis commands directly within terminal shells.
  language: N/A
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
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https://thenewstack.io/kubermatic-kubernetes-platform-beats-complexity-through-automation:
  title: 'thenewstack.io: Kubermatic Kubernetes Platform Beats Complexity Through''
    Automation'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: A deep dive into Kubermatic's architectural paradigm, focusing on its
    resource-efficient 'Kubernetes-in-Kubernetes' approach. The article explains how
    hosting tenant control planes as ordinary container workloads inside a central
    administrative cluster solves scaling bottlenecks and reduces costs by up to 5%.
  language: English
  resource_type: Technical Article
  complexity: Medium
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  discovered_at: '2026-05-17T17:06:02.990007+02:00'
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  hierarchy:
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  tags:
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  v1_locations:
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https://thenewstack.io/kubernetes:
  title: 'thenewstack.io: Tigera''s Calico Aims to Ease Connectivity Pain with Kubernetes'
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  stars: 0
  ai_summary: An early architectural analysis detail of Project Calico's approach
    to easing IP-management and network connectivity bottlenecks in scaling clusters.
    It breaks down how Calico bypasses virtual overlay networks by utilizing standard
    BGP route propagation, facilitating direct IP routing while enforcing strict network
    security policies at the Linux kernel level.
  language: English
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  status: online
  addition_method: manual
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  discovered_at: '2016-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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https://thenewstack.io/kubernetes-1-20-enhances-the-operator-experience-and-brings-new-features-to-the-container-runtime:
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    New Features to the Container Runtime'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Curator Insight highlights the operator and container runtime interface
    advancements in 1.20. Live engineering review in 2026 uses this context to study
    early attempts to standardize execution metrics for operational tooling.
  language: English
  resource_type: Article
  complexity: Medium
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  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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https://thenewstack.io/kubernetes-1-20-lands-with-44-enhancements:
  title: 'thenewstack.io: Kubernetes 1.20 Lands with 44 Enhancements'
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  year: '2020'
  stars: 0
  ai_summary: Curator Insight focuses on the 44 enhancements landing with Kubernetes
    1.20. In 2026, this resource provides historic data on the stabilization of volume
    snapshots, PID limits, and early steps toward API deprecation tracking.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
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https://thenewstack.io/kubernetes-1-21-brings-a-new-memory-manager-more-flexible-scheduling:
  title: 'thenewstack.io: Kubernetes 1.21 Brings a New Memory Manager, More Flexible
    Scheduling'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight highlights the introduction of a new Memory Manager
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    frameworks laid the groundwork for modern NUMA-aware multi-core resource allocation
    in HPC/AI setups.
  language: English
  resource_type: Article
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://thenewstack.io/kubernetes-1-23-dual-stack-ipv4-ipv6-cronjobs-ephemeral-volumes:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight summarizes the GA of Dual-stack and CronJobs in 1.23.
    Live engineering analysis in 2026 verifies these features are highly mature, having
    stabilized completely during the 1.23 release cycle.
  language: English
  resource_type: Article
  complexity: Medium
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Kubernetes Core
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  tags:
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  v2_locations:
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https://thenewstack.io/kubernetes-1-27-arrives:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Industry reporting on the release of Kubernetes 1.27, detailing the
    major developer and operator benefits. It focuses on how security stabilization,
    API cleanup, and enhanced cluster control interfaces enable enterprise systems
    to scale more safely and cost-effectively.
  language: English
  resource_type: News Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/kubernetes-1-28-accommodates-the-service-mesh-sudden-outages:
  title: 'thenewstack.io: Kubernetes 1.28 Accommodates the Service Mesh, Sudden Outages'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: An industry report covering Kubernetes 1.28's key updates, notably native
    support for sidecar container lifecycles to aid service mesh deployments, and
    automated recovery controls for sudden node failures. These updates greatly reduce
    the coordination code needed for robust, multi-tenant microservices clusters.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - Releases
  - v1.28 Features
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/kubernetes-an-examination-of-major-attacks:
  title: "thenewstack.io: Kubernetes: An Examination of Major Attacks \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Conducts retrospective post-mortems on major real-world Kubernetes security
    incidents, tracing malicious lateral movements, coin-miner deployments, and critical
    data breaches back to root posture issues.
  language: N/A
  resource_type: article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
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  youtube_mosaic: {}
https://thenewstack.io/kubernetes-and-the-next-generation-of-paas:
  title: 'thenewstack.io: Kubernetes and the Next Generation of PaaS'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Explores how Kubernetes acts as a core engine for modern Platform-as-a-Service
    (PaaS) engines, giving developers streamlined deployment controls without underlying
    cloud complexity. Discusses custom resource definitions (CRDs) and operators as
    tools for generating customized cloud abstraction layers.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Container Orchestration
  - Platform Engineering
  tags:
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https://thenewstack.io/kubernetes-at-scale-without-gitops-is-a-bad-idea:
  title: 'thenewstack.io: Kubernetes at Scale without GitOps Is a Bad Idea'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Addresses the severe configuration drift and maintenance challenges
    of operating large-scale Kubernetes estates without declarative synchronization.
    Synthesizes a case for strict GitOps architectures to automate security posture,
    reduce configuration complexity, and eliminate manual drift errors.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Scale Operations
  tags:
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  v2_locations:
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https://thenewstack.io/kubernetes-ci-cd-pipelines-explained:
  title: 'thenewstack.io: Kubernetes CI/CD Pipelines Explained'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A deep dive into Kubernetes delivery designs, analyzing how declarative
    resources and continuous reconcilers differ from classical build steps. Evaluates
    the use of Helm charts and GitOps loops.
  language: English
  resource_type: Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - CI-CD Pipelines
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/kubernetes-daemonsets-a-detailed-introductory-tutorial:
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https://thenewstack.io/kubernetes/-use-poddisruptionbudgets-for-application-maintenance-and-upgrades:
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https://thenewstack.io/kubernetes/7-tips-for-cutting-down-your-aws-kubernetes-bill:
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  ai_summary: Evaluates architectural techniques to trim EKS clusters expenditures,
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  hierarchy:
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https://thenewstack.io/kubernetes/whats-the-difference-between-kubernetes-and-openshift:
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  year: '2021'
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  ai_summary: This architectural comparison highlights Red Hat's opinionated enterprise
    extensions built atop vanilla Kubernetes. It details how OpenShift integrates
    security defaults, built-in container registries, router mechanisms, and lifecycle
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  hierarchy:
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https://thenewstack.io/kubestack-towards-full-stack-gitops:
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  stars: 0
  ai_summary: A detailed technical review mapping Kubestack's strategies for providing
    complete declarative lifecycle management for both underlying cloud infrastructure
    and application layer resources.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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https://thenewstack.io/laying-the-groundwork-for-kubernetes-security-across-workloads-pods-and-users:
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    Pods and Users'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Analyzes the multi-dimensional security layers required for modern Kubernetes
    deployments, addressing workload isolation, Pod Security Standards (PSS), and
    secure developer workflow patterns.
  language: N/A
  resource_type: article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Security
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  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
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https://thenewstack.io/learn-12-factor-apps-before-kubernetes:
  title: 'thenewstack.io: Learn 12 Factor Apps Before Kubernetes'
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  year: '2022'
  stars: 0
  ai_summary: Argues that mastering cloud-native architectural patterns (such as 12-Factor
    principles) is essential before deploying workloads on complex container orchestration
    fabrics like Kubernetes to prevent broken anti-patterns.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Kubernetes
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  - '[COMMUNITY-TOOL]'
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  - introduction.md
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https://thenewstack.io/less-is-more-with-kubernetes-1-22:
  title: 'thenewstack.io: Less Is More with Kubernetes 1.22'
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  year: '2021'
  stars: 0
  ai_summary: Curator Insight analyzes the 'Less Is More' paradigm of 1.22. Live grounding
    in 2026 reflects on how API cleanliness made the control plane leaner, decreasing
    memory footprint and etcd payload overhead.
  language: English
  resource_type: Article
  complexity: Medium
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://thenewstack.io/lightsteps-opentelemetry-launchers-simplify-integration-to-line-of-code:
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  ai_summary: 'Historical analysis of Lightstep’s OTel Launchers, designed to streamline
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    simplified bootstrappers. Live Grounding: Modern architectures have shifted fully
    to official upstream OpenTelemetry auto-instrumentation packages.'
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  complexity: Beginner
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  hierarchy:
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https://thenewstack.io/linkedin-layered-architecture-minimizes-kafka-scaling-issues:
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  ai_summary: Analyzes LinkedIn's highly optimized, multi-tier layered Kafka architecture.
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    typical partition density and broker replication bottlenecks during massive scaling.
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https://thenewstack.io/linkerd-2-0-the-service-mesh-for-service-owners-platform-architects-sres:
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  year: '2018'
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  ai_summary: Highlights the massive Linkerd 2.0 rewrite, transitioning from Scala
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    Linkerd as a lightweight alternative to heavier meshes.
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  hierarchy:
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  - History
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https://thenewstack.io/living-with-kubernetes-12-commands-to-debug-your-workloads:
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  ai_summary: Curated list of 12 essential kubectl commands designed to streamline
    low-level container and network diagnostics. Targets common day-2 operational
    challenges, addressing resource pressure, storage attachments, and system event
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  complexity: Beginner
  is_microservice: false
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https://thenewstack.io/living-with-kubernetes-api-lifecycles-and-you:
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  ai_summary: A crucial structural review of the Kubernetes API Deprecation Policy.
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    transition from Alpha to Beta to GA.
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https://thenewstack.io/living-with-kubernetes-cluster-upgrades:
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https://thenewstack.io/living-with-kubernetes-debug-clusters-in-8-commands:
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  ai_summary: A highly practical command-line cheat sheet that isolates eight crucial
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https://thenewstack.io/living-with-kubernetes-multicluster-management:
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  stars: 0
  ai_summary: Analyzes the technical trade-offs of multicluster vs single large-tenant
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  complexity: Advanced
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https://thenewstack.io/local-environment-as-code-is-it-possible-yet:
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  ai_summary: Investigates the feasibility of Local Environment-as-Code setups. Evaluates
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    developer workstations and live cloud targets.
  language: English
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  complexity: Intermediate
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  status: online
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  hierarchy:
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https://thenewstack.io/locking-down-kubernetes-containers-with-vcluster:
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  year: '2026'
  stars: 0
  ai_summary: This reference analysis explores locking down container isolation through
    virtual clusters, leveraging vcluster to enforce strict namespace boundaries.
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    eliminate risks associated with standard Kubernetes RBAC. The publication details
    design strategies for container lockdown, credential isolation, and audit compliance.
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https://thenewstack.io/log-management-for-red-hat-openshift:
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  stars: 0
  ai_summary: An analytical piece describing the transition from classic Elasticsearch
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  complexity: Intermediate
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  status: online
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  discovered_at: '2023-06-01T00:00:00+02:00'
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https://thenewstack.io/low-code-for-pro-coders:
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  ai_summary: A review of hybrid development models where professional developers
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    code for complex logic, API integrations, and low-latency workloads.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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https://thenewstack.io/make-a-gitops-workflow-using-influxdb-templates:
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  stars: 0
  ai_summary: Demonstrates how to manage InfluxDB templates inside a GitOps continuous
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    of monitoring components via declarative mechanisms.
  language: YAML
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://thenewstack.io/making-kubernetes-serverless-and-global-with-aws-fargate-on-eks-and-admiralty:
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  stars: 0
  ai_summary: Investigative analysis showcasing how Admiralty can coordinate with
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    applications with low operational overhead.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Multi-Cluster & Edge
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  tags:
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https://thenewstack.io/manage-multicluster-kubernetes-with-operators:
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  year: '2022'
  stars: 0
  ai_summary: Investigates deployment techniques using Kubernetes Operators to automate
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  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
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  hierarchy:
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  v2_locations:
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https://thenewstack.io/managing-kubernetes-secrets-with-aws-secrets-manager:
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  year: '2021'
  stars: 0
  ai_summary: A guide to implementing AWS Secrets Manager inside EKS environments.
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    explaining fine-grained pod IAM identification using IAM Roles for Service Accounts
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  language: English
  resource_type: Tutorial
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  status: online
  addition_method: manual
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  hierarchy:
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https://thenewstack.io/managing-secrets-in-your-devops-pipeline:
  title: 'thenewstack.io: Managing Secrets in Your DevOps Pipeline'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Highlights architectural approaches to secret injection throughout continuous
    integration pipelines. Contrasts early injection techniques (build-time) against
    late runtime injection patterns, evaluating their respective security footprints.
  language: N/A
  resource_type: Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Secrets Management
  - CI/CD Pipelines
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/maria-db-gets-reactive-with-a-non-blocking-connector-for-java:
  title: 'thenewstack.io: Maria DB Gets Reactive with a Non-Blocking Connector for
    Java'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Explores MariaDB's reactive Java driver. Details how non-blocking I/O
    operations and asynchronous connections improve database throughput in highly
    concurrent microservice runtimes.
  language: Java
  resource_type: Technical Announcement
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Databases
  - Relational Databases
  - Database Drivers
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - databases.md
  youtube_mosaic: {}
https://thenewstack.io/maximize-k3s-resource-efficiency-with-calico-ebpf-data-plane:
  title: 'thenewstack.io: Maximize K3s Resource Efficiency with Calico eBPF Data Plane'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Technical review examining performance and resource footprint improvements
    when deploying Calico's eBPF data plane inside lightweight K3s environments. Demonstrates
    significant CPU overhead reductions compared to legacy iptables architectures.
  language: YAML
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Networking
  - eBPF
  - Calico
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://thenewstack.io/maximizing-kubernetes-efficiency-with-opentelemetry-tracing:
  title: 'thenewstack.io: Maximizing Kubernetes Efficiency with OpenTelemetry Tracing'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Examines methodologies for correlating application-level distributed
    traces with Kubernetes underlying node resource exhaustion. Helps SRE teams optimize
    container sizing based on real-world request pathways.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - OpenTelemetry
  - Kubernetes Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - prometheus.md
  youtube_mosaic: {}
https://thenewstack.io/maximizing-the-value-of-containerization-for-devops:
  title: 'thenewstack.io: Maximizing the Value of Containerization for DevOps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores how containerized virtualization architectures secure strict
    consistency across development, staging, and production networks. Analyzes image
    optimization protocols, layer caching mechanisms, secure base images, and container
    orchestrator deployment strategies.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration & Containers
  - Containerization
  - Value Realization
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://thenewstack.io/mercedes-benz-4-reasons-to-sponsor-open-source-projects:
  title: 'thenewstack.io: Mercedes-Benz: 4 Reasons to Sponsor Open Source Projects'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Outlines four strategic motivations for Mercedes-Benz to sponsor open-source
    software. By funding critical up-stream components, the enterprise reduces technical
    debt, improves system security, attracts elite software engineering talent, and
    actively influences standard roadmaps. It provides a blueprint for enterprise
    open-source program offices (OSPOs) seeking to justify upstream contributions.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - System Architecture
  - Open Source Software
  - Strategic Governance
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - customer.md
  youtube_mosaic: {}
https://thenewstack.io/microservices-align-the-pain-with-the-solution:
  title: 'thenewstack.io: Microservices: Align the Pain with the Solution'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A pragmatic critique on microservice adoption, warning against premature
    architectural splitting. It urges engineering leads to identify concrete architectural
    pain points—like independent scaling bottlenecks or delivery team coordination
    failures—before shifting from a monolith, ensuring microservices are adopted to
    solve proven problems rather than follow trends.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Microservices Architecture
  - Fundamentals
  - Best Practices
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - faq.md
  youtube_mosaic: {}
https://thenewstack.io/microservices-transformed-devops-why-security-is-next:
  title: 'thenewstack.io: Microservices Transformed DevOps — Why Security Is Next'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes how microservices require new approaches to security. Details
    how traditional perimeter defense must be replaced with zero-trust architectures,
    service mesh encryption, and continuous pipeline security scans.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Microservices
  - DevSecOps
  - Cloud Native Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://thenewstack.io/microservices-vs-monoliths-an-operational-comparison:
  title: 'thenewstack.io: Microservices vs. Monoliths: An Operational Comparison'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: fd2fa7805264d734a7a5c002e370465477a3faf197a1af4bff006d8cf043e172
  health_score: 100.0
  last_checked: 1779032290
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:38:10.210092+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
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  v2_locations: []
  youtube_mosaic: {}
  duplicate_of: https://thenewstack.io/microservices/microservices-vs-monoliths-an-operational-comparison
https://thenewstack.io/microservices/microservices-vs-monoliths-an-operational-comparison:
  title: 'thenewstack.io: Microservices vs. Monoliths: An Operational Comparison'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: A comprehensive operational comparison of monolithic and microservices
    architectural patterns. It details how the distribution of systems shifts problems
    from single-process memory management to complex network-level routing, distributed
    tracing, eventual consistency, and CI/CD pipelines.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Architecture
  - Microservices
  - Design Patterns
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/microservices/the-future-of-microservices-more-abstractions:
  title: 'thenewstack.io: The Future of Microservices? More Abstractions'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Explores the evolutionary shift of microservices toward higher-level
    abstraction patterns, such as Dapr and WebAssembly, designed to isolate developers
    from network complexities. It details how externalizing cross-cutting concerns
    (state management, pub/sub, service discovery) into sidecars reduces cognitive
    overhead and boilerplate.
  language: English
  resource_type: Analysis
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Microservices & Distributed Systems
  - Architecture Evolution
  - Abstractions & Frameworks
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/microservices/what-is-microservices-architecture:
  title: 'thenewstack.io: What Is Microservices Architecture?'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Introduces microservice-based application design, emphasizing modularity,
    domain boundaries, and decentralized technical footprints. Compares traditional
    monolithic patterns against distributed designs, highlighting structural trade-offs,
    testing models, and continuous integration needs.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Microservices & Distributed Systems
  - Architecture Patterns
  - Fundamentals
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/microsoft-keda-2-0-scales-up-event-driven-programming-on-kubernetes:
  title: 'thenewstack.io: CNCF KEDA 2.0 Scales up Event-Driven Programming on Kubernetes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Explores the architectural evolution of KEDA 2.0, emphasizing its improved
    integration with Kubernetes HPA, support for custom scalers, and upgraded security
    controls. The release solidified KEDA's status as an enterprise-grade component
    for event-driven serverless topologies on Kubernetes.
  language: Go
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure & Platform
  - Autoscaling
  - Event-Driven Scaling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://thenewstack.io/microsoft-takes-kubernetes-to-the-edge-with-aks-lite:
  title: 'thenewstack.io: Microsoft Takes Kubernetes to the Edge with AKS Lite'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Analyzes the release and architecture of AKS Edge Essentials, a lightweight
    managed Kubernetes platform designed to run nested workloads on Windows IoT and
    edge hardware. Focuses on minimal hardware footprint requirements, local network
    routing, and continuous integration with centralized Azure Arc control planes.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Providers
  - Azure Kubernetes Service (AKS)
  - Edge Computing
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - managed-kubernetes-in-public-cloud.md
  youtube_mosaic: {}
https://thenewstack.io/microsoft-takes-practical-approach-to-kubernetes-management:
  title: 'thenewstack.io: Microsoft’s Practical Approach to Kubernetes Management'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An executive-level analysis exploring Microsoft's architecture philosophy
    in streamlining managed Kubernetes operations. Highlights historical shifts towards
    abstraction, fully managed control planes, and hybrid-cloud support via Azure
    Arc. Provides insight into AKS ecosystem management strategies.
  language: Markdown
  resource_type: Analysis Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Strategic Strategy
  - Kubernetes Management
  - AKS Ecosystem
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - managed-kubernetes-in-public-cloud.md
  youtube_mosaic: {}
https://thenewstack.io/misconfiguration-worries-grow:
  title: 'thenewstack.io: Misconfiguration Worries Grow'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Outlines security risks associated with GitOps, specifically the scaling
    propagation of misconfigured YAML files. It advocates for shift-left validation
    strategies, policy-as-code (OPA/Kyverno) integrations, and automated pre-commit
    testing in Git repositories.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - GitOps
  - Security
  - Policy Enforcement
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://thenewstack.io/monitor-your-containers-with-sysdig:
  title: 'thenewstack.io: Monitor Your Containers with Sysdig'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'A walkthrough on utilizing Sysdig''s eBPF and kernel-level trace scraping
    features to surface non-intrusive, granular system call events across active containers.
    Curator Insight: Deep system-call inspection patterns. Live Grounding: Critical
    tool for identifying zero-day container breaches and tracing system performance
    regressions.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Container Orchestration
  - Kubernetes
  - Observability
  - Sysdig
  - Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://thenewstack.io/monitoring-api-latencies-after-releases-4-mistakes-to-avoid:
  title: 'thenewstack.io: Monitoring API Latencies After Releases: 4 Mistakes to Avoid'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Deep technical analysis warning teams against core deployment pitfalls,
    including the misuse of mathematical averages over high-resolution percentile
    histograms (P99/P99.9). Curator Insight: Identical post-release performance warning.
    Live Grounding: Focuses heavily on the structural telemetry issues during rolling
    upgrades.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Observability
  - APIs
  - Latency
  - Releases
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://thenewstack.io/monitoring-as-code-what-it-is-and-why-you-need-it:
  title: "thenewstack.io: Monitoring as Code: What It Is and Why You Need It \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Explains the paradigm of Monitoring as Code (MaC), allowing engineering
    teams to define dashboard schemas, synthetic tests, and alerting thresholds using
    declarative configurations in VCS systems. Curator Insight: Paradigm shift from
    manual dashboard configuration. Live Grounding: Crucial for aligning platform
    metrics with standard CI/CD and GitOps delivery models.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Automation
  - Monitoring as Code
  - GitOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://thenewstack.io/monitoring-vs-observability-whats-the-difference:
  title: 'thenewstack.io: Monitoring vs. Observability: What’s the Difference?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Compares traditional metric-based monitoring (knowing when a failure
    occurs) against structural observability (understanding why it occurs by correlation
    of inputs and outputs). Curator Insight: Conceptual framework comparing telemetry
    methodologies. Live Grounding: Useful for aligning cross-functional teams on why
    modernized tracing platforms require higher initial capital investment.'
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Site Reliability Engineering
  - Observability
  - Terminology
  - Monitoring vs Observability
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://dashbird.io/blog/monitoring-vs-observability
https://thenewstack.io/monolithic-development-practices-kill-powerful-kubernetes-benefits:
  title: "thenewstack.io: Monolithic Development Practices Kill Powerful Kubernetes
    Benefits \U0001F31F\U0001F31F"
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Critiques the common anti-pattern of running tightly-coupled monolithic
    applications on Kubernetes without adjusting architectural paradigms. Demonstrates
    why horizontal scaling and self-healing require loose coupling.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Design Patterns
  - Microservices
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://thenewstack.io/monoliths-to-microservices-4-modernization-best-practices-2:
  title: 'thenewstack.io: Monoliths to Microservices: 4 Modernization Best Practices'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Outlines strategic methodologies for decomposing legacy monolithic architectures.
    Promotes the Strangler Fig pattern, domain-driven boundary definition, database
    decomposition techniques, and the evolutionary transition of data schemas to prevent
    transactional failure.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Microservices
  - Modernization
  - Monolith Migration
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/more-database-analytics-workloads-ran-on-kubernetes-in-2022:
  title: 'thenewstack.io: More Database, Analytics Workloads Ran on Kubernetes in
    2022'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A comprehensive review of the annual survey detailing the exponential
    adoption of running production databases and stateful analytical workloads directly
    on Kubernetes clusters in enterprise spaces.
  language: English
  resource_type: Industry Survey Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data on Kubernetes
  - Market Trends
  - Analytics Workloads
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - databases.md
  youtube_mosaic: {}
https://thenewstack.io/more-python-for-non-programmers:
  title: 'thenewstack.io: More Python for Non-Programmers'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Curator Insight: An educational walkthrough designed to onboard non-engineers
    into Python programming patterns safely.

    Live Grounding: Emphasizes the translation of logic requirements into working
    scripts, touching upon variable assignment, light I/O, and essential script maintenance.'
  language: Python
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Python Fundamentals
  - Onboarding
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - python.md
  youtube_mosaic: {}
https://thenewstack.io/multicloud-challenges-and-solutions:
  title: 'thenewstack.io: Multicloud Challenges and Solutions'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Details the immense architectural friction points of multi-cloud setups,
    from inconsistent IAM paradigms and distinct networking topologies to high egress
    fees. Reviews operational abstractions like cross-cloud controllers and unified
    policy management to reconcile these differences.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Architecture
  - Multi-Cloud Strategy
  - Network & Security
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/multicloud-paves-the-way-for-cloud-native-resiliency-models:
  title: 'thenewstack.io: Multicloud Paves the Way for Cloud Native Resiliency Models'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Examines how a multi-cloud topology acts as the ultimate disaster recovery
    tier for highly critical modern platforms. Analyzes how active-active deployments
    across distinct public cloud providers mitigate regional or cloud-wide service
    provider outages.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Architecture
  - Multi-Cloud Strategy
  - Resilience Patterns
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/multicluster-management-with-kubernetes-and-istio:
  title: 'thenewstack.io: Multicluster Management with Kubernetes and Istio'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes the primary deployment patterns for multi-cluster Kubernetes
    environments running Istio. Compares shared control planes with replicated control
    planes, highlighting the network and operational trade-offs of each design.
  language: English
  resource_type: Article
  complexity: High
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Multi-Cluster
  - Service Mesh
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - istio.md
  youtube_mosaic: {}
  duplicate_of: https://tetrate.io/blog/what-is-istio-and-why-does-kubernetes-need-it
https://thenewstack.io/mutual-tls-microservices-encryption-for-service-mesh:
  title: 'thenewstack.io: Mutual TLS: Securing Microservices in Service Mesh'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: A deep dive into the cryptographic architecture of Mutual TLS (mTLS)
    within service meshes. Details how automatic certificate issuance, rotation, and
    cryptographic trust boundaries secure east-west microservices traffic against
    intercept attacks.
  language: None
  resource_type: article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Service Mesh
  - Security
  - mTLS
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - servicemesh.md
  youtube_mosaic: {}
https://thenewstack.io/no-kubernetes-needed-amazon-ecs-anywhere:
  title: 'thenewstack.io: No Kubernetes Needed: Amazon ECS Anywhere'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores ECS Anywhere, demonstrating hybrid orchestration patterns without
    Kubernetes. Allows managing on-premises hardware and VMs using the native, lightweight
    ECS API model.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - AWS
  - Hybrid Orchestration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-alternatives.md
  youtube_mosaic: {}
https://thenewstack.io/nsa-on-how-to-harden-kubernetes:
  title: 'thenewstack.io: NSA on How to Harden Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A practical review focusing on the security configurations defined within
    the NSA hardening guides. Covers container escape avoidance, using read-only structures,
    and setting up logging patterns. Beneficial for system engineers translating recommendations
    to production setups.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Hardening Standards
  - Government Guidelines
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://thenewstack.io/observability-is-the-new-kubernetes:
  title: "thenewstack.io: Observability Is the New Kubernetes \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Draws parallels between the explosive ecosystem growth of Kubernetes
    and the rapid development and sprawl of the modern observability industry. Curator
    Insight: Industry paradigm comparison. Live Grounding: Illustrates how standardization
    around OpenTelemetry has consolidated tooling across complex clouds.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Industry Trends
  - Technology Evolution
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://thenewstack.io/observability-wont-replace-monitoring-because-it-shouldnt:
  title: "thenewstack.io: Observability Won’t Replace Monitoring (Because It Shouldn’t)
    \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Argues against the displacement myth of monitoring by observability,
    asserting that both play critical roles. Monitoring maintains persistent dashboards
    of known failure vectors, while observability provides reactive exploration tools.
    Curator Insight: Balanced pragmatic perspective on modern telemetry. Live Grounding:
    Helps developers resist unnecessary tooling replacements by leveraging combined
    solutions.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Site Reliability Engineering
  - Observability
  - Theory
  - Monitoring vs Observability
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://thenewstack.io/offloading-authentication-and-authorization-from-application-code-to-a-service-mesh:
  title: 'thenewstack.io: Offloading Authentication and Authorization from Application
    Code to a Service Mesh'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Technical analysis of how to offload authentication and authorization
    out of application code to sidecar proxies. Moving cryptographical verification
    and fine-grained RBAC to a uniform mesh layer enhances compliance and cuts polyglot
    application code drift.
  language: None
  resource_type: article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Service Mesh
  - Security
  - AuthN & AuthZ
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - servicemesh.md
  youtube_mosaic: {}
https://thenewstack.io/open-source-democratized-software-now-lets-democratize-security:
  title: 'thenewstack.io: Open Source Democratized Software. Now Let’s Democratize
    Security'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Advocates for developer-focused open-source security tools. Argues that
    security patterns must be standardized into open, easy-to-integrate libraries
    to protect globally distributed open-source software supply chains.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Open Source
  - Governance standards
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/opentelemetry-gaining-traction-from-companies-and-vendors:
  title: 'thenewstack.io: OpenTelemetry Gaining Traction from Companies and Vendors'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Traces the massive industry shift and vendor adoption toward OpenTelemetry
    (OTel). While early articles focused on initial vendor buy-in, 2026 live grounding
    confirms OpenTelemetry as the absolute de facto standard for multi-language instrumentation,
    rendering older proprietary tracing agents largely legacy.
  language: Markdown
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: 4f86c7cf0d795828559792e0ab37b5e08a28de03a1c19dbef88752adaf59b5ee
  health_score: 100.0
  last_checked: 1779031122
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:18:42.279736+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Observability
  - OpenTelemetry
  tags:
  - '[LEGACY]'
  v1_locations:
  - docs/monitoring.md
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://thenewstack.io/operationalizing-chaos-engineering-with-gitops:
  title: 'thenewstack.io: Operationalizing Chaos Engineering with GitOps'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Proposes the paradigm of GitOps-driven chaos engineering. By declaring
    chaos configurations alongside standard application manifests in Git, engineering
    teams achieve strict auditability, versioning, automated cleanups, and predictable
    pipeline integration.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Resilience
  - Chaos Engineering
  - Continuous Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - chaos-engineering.md
  youtube_mosaic: {}
https://thenewstack.io/operators-and-sidecars-are-the-new-model-for-software-delivery:
  title: Operators and Sidecars Are the New Model for Software Delivery
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Discusses the architectural shift toward using the Sidecar pattern and
    Kubernetes Operators as standard software delivery mechanisms. This architecture
    segregates cross-cutting concerns like proxying, logging, and security away from
    application logic.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Architecture
  - Design Patterns
  - Operators and Sidecars
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/optimizing-app-performance-in-a-multicloud-stack:
  title: 'thenewstack.io: Optimizing App Performance in a Multicloud Stack'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An architectural review addressing latency and replication bottlenecks
    across multi-cloud environments. Proposes specific patterns for distributed edge-caches,
    multi-cluster database setups, and smart load balancers.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Multi-Cloud Strategies
  - Performance Engineering
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - qa.md
  youtube_mosaic: {}
https://thenewstack.io/optimizing-kubernetes-for-peak-traffic-and-avoiding-setbacks:
  title: 'thenewstack.io: Optimizing Kubernetes for Peak Traffic and Avoiding Setbacks'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Presents tactical architectures for tuning Kubernetes to survive extreme,
    unpredictable traffic spikes. Focuses on horizontal pod autoscaler (HPA) algorithm
    sensitivity, proactive load shedding, down-scaling thresholds, and database connection
    pool optimization.
  language: N/A
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Performance Tuning
  - Autoscaling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://thenewstack.io/otomi-container-platform-offers-an-integrated-kubernetes-bundle:
  title: 'thenewstack.io: Otomi Container Platform Offers an Integrated Kubernetes
    Bundle'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Product overview of Otomi, which bundles ingress, security benchmarks,
    network policies, monitoring tools, and service mesh components into a unified,
    installable suite for Kubernetes.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Kubernetes
  - Platform Engineering
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - managed-kubernetes-in-public-cloud.md
  youtube_mosaic: {}
https://thenewstack.io/otterize-intent-based-access-control-for-kubernetes-and-cloud:
  title: 'thenewstack.io: Otterize: Intent-Based Access Control for Kubernetes and
    Cloud'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: An introduction to Intent-Based Access Control (IBAC) patterns using
    Otterize. Explains how developers outline communication intents in declarative
    manifests, which are automatically translated into native CNI policies.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Networking
  - Security
  - Intent-Based Access Control
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
  youtube_mosaic: {}
https://thenewstack.io/owasp-top-10-a-guide-to-the-worst-software-vulnerabilities:
  title: 'thenewstack.io: OWASP Top 10: A Guide to the Worst Software Vulnerabilities'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An introductory guide mapping the core vulnerabilities defined by the
    Open Web Application Security Project (OWASP). Explains attack vectors, exploit
    triggers, and standard prevention patterns like data sanitization and strict transport
    policies. Serves as a perfect onboarding resource for training software engineers.
  language: N/A
  resource_type: Article
  complexity: Basic
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Mitigation Standards
  - OWASP Top 10
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/part-1-the-evolution-of-data-pipeline-architecture:
  title: 'thenewstack.io: Part 1: The Evolution of Data Pipeline Architecture'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An evolutionary study tracing the maturation of data pipelines from
    legacy batch-based ETL architectures to real-time event-streaming topologies.
    It provides key insights into how microservice patterns and cloud infrastructure
    have shifted corporate data strategy toward low-latency stream processing.
  language: N/A
  resource_type: Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Engineering
  - Data Pipelines
  - History
  tags:
  - '[GUIDE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - message-queue.md
  youtube_mosaic: {}
https://thenewstack.io/perform-distributed-tracing-with-zipkin:
  title: 'thenewstack.io: Perform Distributed Tracing with Zipkin'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: 72bffb6ef9fb363a5bfeb4f1abe01b1ad9f664e787ceb31ab8fde59352c888ed
  health_score: 100.0
  last_checked: 1779034155
  needs_ai_refresh: true
  discovered_at: '2026-05-17T18:09:15.632637+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
  - docs/monitoring.md
  v2_locations: []
  youtube_mosaic: {}
https://thenewstack.io/persistent-volumes-separating-compute-and-storage:
  title: 'thenewstack.io: Persistent Volumes: Separating Compute and Storage'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An architectural piece explaining the strategic benefits of separating
    computational logic from stateful storage layers using Persistent Volumes. This
    division facilitates fluid container rescheduling while securing raw historical
    state across hardware failures.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Storage Architecture
  - Storage Fundamentals
  - Conceptual Design
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
  youtube_mosaic: {}
https://thenewstack.io/platform-engineering:
  title: thenewstack.io/platform-engineering
  description: ''
  year: '2025'
  stars: 0
  ai_summary: A curated repository of technical articles, case studies, and editorial
    content analyzing the evolution of Platform Engineering from traditional DevOps.
    Provides critical architectural comparisons, community trends, and technical insights
    on tool adoption in enterprise environments.
  language: English
  resource_type: Portal
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Industry Trends
  - Articles
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://thenewstack.io/platform-engineering-in-2023-dev-first-collaboration-and-apis:
  title: 'thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and''
    APIs'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: This piece delineates the evolution of platform engineering toward a
    developer-first paradigm, focusing on API-driven Internal Developer Platforms
    (IDPs). By treating the internal platform as a discrete product, organizations
    can abstract underlying infrastructure complexities and lower the cognitive load
    for feature teams. The methodology successfully bridges SRE reliability constraints
    with rapid continuous integration, establishing a robust, self-service operational
    model that heavily optimizes the developer experience.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 353bf25e228279ac5edfeab9b7b926e0a43c4f1b110eaf2ba353ed14e6f1285b
  health_score: 100.0
  last_checked: 1779033335
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  last_ai_eval: '2026-08-15T10:16:20.490155+02:00'
  company: null
  geo_region: null
  hierarchy:
  - DevOps & SRE
  - Platform Engineering
  - Internal Developer Platforms
  - Strategy & Evolution
  tags:
  - '[API-FIRST]'
  - '[ARCHITECTURE]'
  - '[DEVELOPER-EXPERIENCE]'
  - '[ENTERPRISE-STABLE]'
  - '[PLATFORM-ENGINEERING]'
  - '[SRE]'
  v1_locations:
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  youtube_mosaic: {}
  is_special: false
  impact_score: 85
  debate_log:
    url: https://thenewstack.io/platform-engineering-in-2023-dev-first-collaboration-and-apis
    title: 'thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration
      and'' APIs'
    initial_score: 80
    final_consensus_score: 85
    fast_pass: true
    justification: The resource demonstrates strong alignment with Developer DX and
      SRE principles, detailing how Internal Developer Platforms (IDPs) mitigate cognitive
      load and operationalize self-service abstractions. While security insights are
      largely implicit within the API-first paradigm and it lacks emerging AI-assisted
      DX coverage, the emphasis on standardized, developer-first tooling directly
      supports core SRE goals of reliability and deployment velocity.
    timestamp: '2026-08-15T08:16:42.244287'
    final_tags:
    - '[PLATFORM-ENGINEERING]'
    - '[DEVELOPER-EXPERIENCE]'
    - '[API-FIRST]'
    - '[SRE]'
    - '[ARCHITECTURE]'
    refined_summary: This piece delineates the evolution of platform engineering toward
      a developer-first paradigm, focusing on API-driven Internal Developer Platforms
      (IDPs). By treating the internal platform as a discrete product, organizations
      can abstract underlying infrastructure complexities and lower the cognitive
      load for feature teams. The methodology successfully bridges SRE reliability
      constraints with rapid continuous integration, establishing a robust, self-service
      operational model that heavily optimizes the developer experience.
    content_hash: fc5727ed35d6a3c5bc1a0c13600fd5f3533a3deaaa1bb78d5961b53999d5a29d
https://thenewstack.io/platform-engineering/-in-2023-dev-first-collaboration-and-apis:
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  description: null
  year: null
  stars: null
  ai_summary: A curated technical resource and architectural guide covering thenewstack.io
    in the Kubernetes Tools ecosystem.
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: null
  health_score: 64.0
  last_checked: 1779130494
  needs_ai_refresh: false
  discovered_at: '2026-05-18T20:54:54.975182+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://thenewstack.io/platform-engineering/architecture-and-design-considerations-for-platform-engineering-teams:
  title: 'thenewstack.io: Architecture and Design Considerations for Platform Engineering
    Teams'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Deep dive into architectural design principles for platform engineering.
    Outlines critical decisions around modular tool chains, declarative configurations,
    open API design, and self-healing systems that form the structural foundation
    of enterprise IDPs.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Design Methodology
  - Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://thenewstack.io/post-pandemic-devops-moves-to-resilient-collaboration:
  title: 'thenewstack.io: DevOps World: DevOps Moves to Resilient Collaboration'
  description: ''
  year: '2020'
  stars: 1
  ai_summary: Evaluates the rise of highly collaborative virtual frameworks in platform
    operations. Details how telemetry sharing stabilizes distributed team response
    performance.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Culture
  - Collaboration Systems
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://thenewstack.io/prepare-to-adopt-the-cloud-a-10-step-cloud-migration-checklist:
  title: "thenewstack.io: Prepare to Adopt the Cloud: A 10-Step Cloud Migration Checklist
    \U0001F31F"
  description: ''
  year: '2020'
  stars: 4
  ai_summary: A comprehensive operational checklist for transitioning enterprise applications
    to public cloud systems. Key steps encompass assessing application dependencies,
    cost-modeling, security boundaries, containerization feasibility, and shifting
    deployment pipelines to modern CI/CD tooling.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Architecture
  - Cloud Strategy
  - Migration Methodology
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/private-vs-public-cloud-how-kubernetes-shifts-the-balance:
  title: 'thenewstack.io: Private vs. Public Cloud: How Kubernetes Shifts the Balance'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Analyzes the architectural shift enabled by Kubernetes in bridging the
    gap between private and public cloud environments. By decoupling applications
    from underlying infrastructure, Kubernetes acts as an abstraction layer that permits
    consistent deployments across heterogeneous footprints, optimizing operational
    costs and security posture.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Architecture & Infrastructure Strategy
  - Deployment Models
  - Hybrid & Private Cloud
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/project-calico-kubernetes-security-as-saas:
  title: 'thenewstack.io: Project Calico: Kubernetes Security as SaaS'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes Project Calico's enterprise security platforms, focusing on
    network segmentation through high-performance eBPF data planes. Details SaaS-driven
    configurations for securing multi-cluster dynamic networking topologies. Explains
    policy design that automatically bridges hybrid structures with local endpoints.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Network Security
  - CNI Data Plane
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/prometheus-and-opentelemetry-just-couldnt-get-along:
  title: Prometheus and OpenTelemetry Compatibility Issues
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Critically analyzes the historical divergence and friction between Prometheus
    metrics conventions and OpenTelemetry metrics data models. Explores alignment
    efforts, such as native OTLP support in Prometheus, to achieve semantic parity
    across enterprise cloud-native telemetry pipelines.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Standards
  - Interoperability
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-monitoring.md
  - monitoring.md
  - servicemesh.md
  youtube_mosaic: {}
https://thenewstack.io/provision-bare-metal-kubernetes-with-the-cluster-api:
  title: 'thenewstack.io: Provision Bare-Metal Kubernetes with the Cluster API'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A deep dive into utilizing Cluster API for declarative provisioning
    on physical hardware. The guide details how Cluster API Provider BYOH (Bring Your
    Own Host) and Metal3 bridge the gap between bare-metal lifecycle management and
    cloud-like declarative workflows, orchestrating native bare-metal nodes through
    Kubernetes CRDs.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Bare Metal
  - Cluster API
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-on-premise.md
  youtube_mosaic: {}
https://thenewstack.io/pulumi-releases-a-kubernetes-operator:
  title: 'thenewstack.io: Pulumi Releases a Kubernetes Operator'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Product launch overview of the Pulumi Kubernetes Operator, showing how
    platform engineers can configure GitOps style synchronization between Git repositories
    and active cloud infrastructure.
  language: Go
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Kubernetes Provisioning
  - Operators
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - pulumi.md
  youtube_mosaic: {}
https://thenewstack.io/push-vs-pull-in-gitops-is-there-really-a-difference:
  title: 'thenewstack.io: Push vs. Pull in GitOps: Is There Really a Difference?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Synthesizes the core debate between push-based CI/CD pipelines (e.g.,
    Jenkins, GitLab CI) and pull-based controllers (e.g., Argo CD, Flux). Details
    security benefits, firewall dynamics, and resource reconciliation advantages inherent
    to the pull-based operational model.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - GitOps
  - Architecture
  - Reconciliation Patterns
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://thenewstack.io/python-for-beginners-when-and-how-to-use-tuples:
  title: 'thenewstack.io: Python for Beginners: When and How to Use Tuples'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Curator Insight: Analyzes immutable sequence collections (tuples) and
    their use-cases compared to dynamic arrays.

    Live Grounding: Highlights internal performance optimizations, tuple hashing mechanics,
    unpack semantics, and low runtime resource allocation profiles.'
  language: Python
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Python Fundamentals
  - Data Structures
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - python.md
  youtube_mosaic: {}
https://thenewstack.io/quickly-install-a-kubernetes-cluster-with-kubekey:
  title: 'thenewstack.io: Quickly Install a Kubernetes Cluster with KubeKey'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: e6d4574bbbc4eba5cc897a7800e6540c136494a4abb2f96f9bf408cd14b02d97
  health_score: 100.0
  last_checked: 1779031850
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:30:50.163717+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
  - docs/managed-kubernetes-in-public-cloud.md
  v2_locations: []
  youtube_mosaic: {}
https://thenewstack.io/rancher-2-5-sets-out-to-be-the-stock-kubernetes-build-for-gitops:
  title: 'thenewstack.io: Rancher 2.5 Sets out to Be the Stock Kubernetes Build for
    GitOps'
  description: ''
  year: '2020'
  stars: 1
  ai_summary: An editorial evaluating Rancher 2.5's ambition to serve as the unified
    standard platform for GitOps continuous deployment, scaling from local systems
    up to millions of edge computing clusters.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Management
  - Product Updates
  - GitOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - rancher.md
  youtube_mosaic: {}
https://thenewstack.io/rancher-donates-its-longhorn-kubernetes-persistent-storage-software-to-cncf:
  title: 'thenewstack.io: Rancher Donates its ‘Longhorn’ Kubernetes Persistent Storage
    Software to CNCF'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Documents the strategic donation of the Longhorn distributed storage
    project to the CNCF by Rancher Labs. This transition secured the tool's collaborative
    open-source roadmap, accelerating its development and integration as a reliable
    storage solution for Kubernetes platform engineers.
  language: English
  resource_type: Article
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Storage
  - Kubernetes Storage
  - Open Source Governance
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
  youtube_mosaic: {}
https://thenewstack.io/react-in-real-time-with-event-driven-apis:
  title: 'thenewstack.io: React in Real-Time with Event-Driven APIs'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Evaluates the shifting architectural landscape towards event-driven
    API patterns. Discusses protocols and specifications like WebSockets, Server-Sent
    Events, and AsyncAPI, analyzing how they enable real-time asynchronous streaming
    and responsive microservice architectures.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Architecture
  - Event-Driven Systems
  - Asynchronous Messaging
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/reasons-to-implement-hashicorp-vault-and-other-zero-trust-tools:
  title: 'thenewstack.io: Reasons to Implement HashiCorp Vault and Other Zero Trust
    Tools'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes the business and architectural drivers behind implementing
    HashiCorp Vault as part of a comprehensive Zero Trust strategy. Details how organizations
    eliminate static credentials, leverage short-lived dynamic credentials, and decouple
    trust from traditional network perimeters to establish identity-driven runtime
    security.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Zero Trust Architectures
  - Modern Secrets Paradigms
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/reasons-to-opt-for-a-multicloud-strategy:
  title: 'thenewstack.io: Reasons to Opt for a Multicloud Strategy'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Outlines key operational drivers supporting a deliberate multi-cloud
    migration strategy, centering on geographic expansion, regional regulatory mandates,
    and optimized billing leverage. The resource emphasizes treating multi-cloud as
    a strategic framework to optimize application delivery across diverse vendor strengths.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Architecture & Infrastructure Strategy
  - Multi-Cloud Strategy
  - Business Drivers
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/red-hat-brings-ansible-automation-to-kubernetes:
  title: "thenewstack.io: Red Hat Brings Ansible Automation to Kubernetes \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Explains how Red Hat bridges legacy VM architecture with container orchestration.
    By utilizing Ansible operators inside Kubernetes, operations teams can trigger
    external automation workflows from cloud-native custom resources, drastically
    simplifying hybrid cloud integrations.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Kubernetes Management
  - Red Hat & Ansible
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://thenewstack.io/red-hat-brings-backup-snapshots-to-openshift-container-storage:
  title: 'thenewstack.io: Red Hat Brings Backup, Snapshots to OpenShift Container
    Storage'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Examines the native storage snapshot and restoration interfaces added
    to Red Hat OpenShift Container Storage (now ODF). Demonstrates policy-driven volume
    protection and native multi-cloud replication architectures.
  language: Markdown
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Storage Systems
  - OpenShift Ecosystem
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes-backup-migrations.md
  youtube_mosaic: {}
https://thenewstack.io/red-hat-delivers-full-gitops-ci-cd-built-on-tekton-and-argo:
  title: 'thenewstack.io: Red Hat Delivers Full GitOps CI/CD Built on Tekton and Argo'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A product release report exploring Red Hat's operationalization of Tekton
    and ArgoCD, demonstrating enterprise-level support pathways and consolidated operator
    integrations inside standard OpenShift environments.
  language: English
  resource_type: Technical News
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Deployment & Delivery
  - OpenShift
  - CI/CD Pipeline
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://thenewstack.io/red-hat-jboss-data-grid-not-just-storing-java-objects-anymore:
  title: "Red Hat JBoss Data Grid is Not Just for Caching Java Objects Anymore \U0001F31F"
  description: ''
  year: '2016'
  stars: 0
  ai_summary: A historical overview detailing JBoss Data Grid's architectural transition.
    It explains how the grid progressed from a simple JVM object store into a high-capacity,
    language-agnostic distributed cache.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2016-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data & Caching
  - Data Grid
  - In-Memory Caching
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - caching.md
  youtube_mosaic: {}
https://thenewstack.io/red-hat-launches-an-openshift-based-marketplace-to-aid-multicloud-portability:
  title: "thenewstack.io: Red Hat Launches an OpenShift-Based Marketplace to Aid Multicloud
    Portability \U0001F31F"
  description: ''
  year: '2020'
  stars: 3
  ai_summary: Analyzes the architecture and distribution mechanics of the Red Hat
    Marketplace built on OpenShift. Provides a standardized environment for running
    certified Kubernetes Operators with built-in multicloud portability, unified metering,
    and automatic lifecycle management.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Kubernetes
  - Platform Ecosystem
  - Multicloud Marketplaces
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ocp4.md
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https://thenewstack.io/red-hat-offers-a-complete-kubernetes-stack-with-openshift-platform-plus:
  title: "thenewstack.io: Red Hat Offers a ‘Complete Kubernetes Stack’ with OpenShift
    Platform Plus \U0001F31F"
  description: ''
  year: '2021'
  stars: 3
  ai_summary: A press review of OpenShift Platform Plus, highlighting the deployment
    convenience of securing distributed enterprise Kubernetes footprints using Quay,
    RHACS, and RHACM from a single console.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Kubernetes
  - Platform Packaging
  - Enterprise Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
https://thenewstack.io/red-hat-openshift-4-8-adds-serverless-functions-pipelines-as-code:
  title: 'thenewstack.io: Red Hat OpenShift 4.8 Adds Serverless Functions, Pipelines-As-Code'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Details key features in OpenShift 4.8, focusing on serverless deployments
    built on Knative, pipelines-as-code models integrated with Tekton, and the orchestration
    of sandboxed runtimes for increased host security.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Kubernetes
  - Release Diagnostics
  - Serverless & CI/CD
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
https://thenewstack.io/reduce-kubernetes-costs-using-autoscaling-mechanisms:
  title: 'thenewstack.io: Reduce Kubernetes Costs Using Autoscaling Mechanisms'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An analysis of how organizations employ automated scaling algorithms
    to control cloud spending. Focuses on dynamic pod scheduling, rightsizing CPU
    constraints, and avoiding expensive compute over-provisioning cycles.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes & Scaling
  - Cost Optimization
  - FinOps Practices
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-autoscaling.md
  youtube_mosaic: {}
https://thenewstack.io/remote-debugging-in-aws-the-missing-link-in-your-debugging-toolset:
  title: 'thenewstack.io: Remote Debugging in AWS: The Missing Link in Your Debugging
    Toolset'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight exposes methodologies for live-debugging cloud-hosted
    microservices without causing disruption. Live Grounding tracks the evolution
    of these techniques into sophisticated cloud-native debugging proxies and observability
    integrations (like OpenTelemetry and Telepresence), bridging local IDEs with remote
    VPC resources.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Testing & Chaos
  - Debugging
  - AWS Troubleshooting
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-miscellaneous.md
  - aws.md
  youtube_mosaic: {}
https://thenewstack.io/removing-the-roadblock-to-continuous-performance-testing:
  title: 'thenewstack.io: Removing the Roadblock to Continuous Performance Testing'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Presents options for automating continuous load and performance tests
    inside active pipelines. Looks at scaling out containerized, ephemeral mock testing
    endpoints to mimic production conditions.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 6d5f9a2746e69e33d3bf76f0cbab79f0f0bdf14259a6b5d37ce8850cb6cc19e7
  health_score: 100.0
  last_checked: 1779030330
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:05:30.066372+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & Quality Assurance
  - Continuous Testing
  - Performance Testing
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations:
  - docs/testops.md
  v2_locations:
  - testops.md
  youtube_mosaic: {}
https://thenewstack.io/repatriation-or-cloud-what-we-need-is-control:
  title: 'thenewstack.io: GitOps and the Cheap Cloud Myth'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Critiques the assumption that cloud migration and GitOps automatically
    lower costs. Focuses on the real value: gaining architectural control, system
    predictability, and operational efficiency over raw resource discount optimizations.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - GitOps
  - FinOps
  - Cloud Economics
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://thenewstack.io/scaling-microservices-on-kubernetes:
  title: "thenewstack.io: Scaling Microservices on Kubernetes \U0001F31F"
  description: "- Horizontally scaling a monolith is much more difficult; and we simply
    can’t independently scale any of the “parts” of a monolith. This isn’t ideal,
    because it might only be a small part of the monolith that causes the performance
    problem. Yet, we would have to vertically scale the entire monolith to fix it.
    Vertically scaling a large monolith can be an expensive proposition.\n    - Instead,
    with microservices, we have numerous options for scaling. For instance, we can
    independently fine-tune the performance of small parts of our system to eliminate
    bottlenecks and achieve the right mix of performance outcomes."
  year: '2021'
  stars: 0
  ai_summary: A systematic review outlining why microservice-based applications on
    Kubernetes scale more efficiently than monolithic equivalents. Details patterns
    for isolating performance-critical application layers and scaling them horizontally
    without bloated infrastructure footprints.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes & Scaling
  - Microservices
  - Scaling Patterns
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-autoscaling.md
  youtube_mosaic: {}
https://thenewstack.io/secops-in-a-post-covid-world-3-security-trends-to-watch:
  title: 'thenewstack.io: SecOps in a Post-COVID World: 3 Security Trends to Watch'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes trends in SecOps driven by remote-first development environments.
    Covers methods for hardening distributed workstations, deploying centralized cloud
    developer workspaces, and migrating to zero-trust networks.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - SecOps
  - Distributed Working
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/secure-your-service-mesh-a-13-item-checklist:
  title: 'thenewstack.io: Secure Your Service Mesh: A 13-Item Checklist'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: A 13-item security checklist aimed at securing the mesh control and
    data planes. Covers limiting external exposure of APIs, dynamic mutual authentication,
    runtime auditing, and restricting sidecar execution permissions.
  language: None
  resource_type: article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Service Mesh
  - Security
  - Best Practices
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - servicemesh.md
  youtube_mosaic: {}
https://thenewstack.io/secured-access-to-kubernetes-from-anywhere-with-zero-trust:
  title: "thenewstack.io: Secured Access to Kubernetes from Anywhere with Zero Trust
    | Tenry Fu \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Analyzes the tactical implementation of Zero Trust Network Access (ZTNA)
    in multi-environment Kubernetes infrastructures. Explores shifting away from classic
    perimeter-based security systems towards context-aware, cryptographic access tokens.
    The guide provides architectural frameworks for dynamic network tunneling, ensuring
    robust authentication of out-of-band operators.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Access Control
  - Zero Trust Network Access
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/securing-access-to-kubernetes-environments-with-zero-trust:
  title: 'thenewstack.io: Securing Access to Kubernetes Environments with Zero Trust'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Discusses securing cloud-native setups using Zero Trust strategies.
    Covers real-time threat assessments, deep access auditing, and replacing static
    certificates with automated network micro-segmentation.
  language: English
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Zero Trust Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://thenewstack.io/securing-istio-workloads-with-auth0:
  title: 'thenewstack.io: Securing Istio Workloads with Auth0'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Step-by-step tutorial on securing microservice workloads by configuring
    Istio RequestAuthentication to validate Auth0-issued JSON Web Tokens (JWT). Offloads
    token validation to the Envoy proxy sidecar, shielding backend services from authorization
    code boilerplates.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Service Mesh
  - Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - istio.md
  youtube_mosaic: {}
https://thenewstack.io/securing-kubernetes-in-a-cloud-native-world:
  title: 'thenewstack.io: Securing Kubernetes in a Cloud Native World'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: This technical analysis explores how security shifts within high-velocity
    cloud-native deployments. Outlines strategies for managing immutable infrastructure,
    dynamic policy updates, and zero-trust routing. Strongly advocates for shifting
    security controls left and using automated gating engines.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Architecture
  - DevSecOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://thenewstack.io/security-insights-into-infrastructure-as-code:
  title: 'thenewstack.io: Security Insights into Infrastructure-as-Code'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Outlines vulnerability mapping and mitigation strategies in Infrastructure-as-Code
    files, emphasizing Terraform, CloudFormation, and Ansible templates. Discusses
    the dangers of utilizing loose public access defaults and unsecured parameters.
    Focuses on the imperative of automated pipeline compliance scanning.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Static Analysis
  - Infrastructure as Code
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/security-will-be-instrumental-for-the-success-of-gitops:
  title: 'thenewstack.io: Security Will Be Instrumental for the Success of GitOps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores the vital link between Git security and production security.
    Outlines how to secure the Git repository itself (via commit signing, branch protection
    rules, and credential scanning) as it becomes the high-value target for supply
    chain attacks.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - GitOps
  - Security
  - Risk Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://thenewstack.io/serverless-needs-more-observability-tools:
  title: 'thenewstack.io: Serverless Needs More Observability Tools'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An analysis of early observability gaps within highly ephemeral, stateless
    serverless workloads (e.g., AWS Lambda). While cold starts and execution tracing
    were historically hard, 2026 live grounding showcases massive improvements using
    lightweight OpenTelemetry layers and eBPF kernel tracing.
  language: Markdown
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: 7ed222a3a13d8677434896b4bdf08f1f163d285f00a671ed723ef199d4a6f283
  health_score: 100.0
  last_checked: 1779029916
  needs_ai_refresh: true
  discovered_at: '2026-05-17T16:58:36.510361+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Observability
  - Serverless
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://thenewstack.io/serverless-vs-kubernetes-the-peoples-vote:
  title: 'thenewstack.io: Serverless vs. Kubernetes: The People’s Vote'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Presents developer survey feedback and architectural trade-offs between
    hosting standard containers in Kubernetes versus deploying logic within serverless
    frameworks.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture Decisions
  - Comparisons
  - Kubernetes vs Serverless
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - serverless.md
  youtube_mosaic: {}
https://thenewstack.io/service-level-objectives-in-kubernetes:
  title: 'thenewstack.io: Service Level Objectives in Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analysis of implementing resilient Service Level Objectives (SLOs) natively
    inside Kubernetes environments. Explains mathematical error-budget calculation
    methodologies, Prometheus alert thresholds, and the strategic alignment of technical
    service indicators with business values.
  language: English
  resource_type: Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Metrics
  - SLO Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-monitoring.md
  youtube_mosaic: {}
https://thenewstack.io/service-mesh-adds-security-observability-and-traffic-control-to-kubernetes:
  title: 'thenewstack.io: Service Mesh Adds Security, Observability and Traffic Control
    to Kubernetes'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: An overview of service mesh implementations, detailing how they abstract
    the communication infrastructure away from the application code. It focuses on
    the delivery of automated mTLS, fine-grained canary rollouts, and holistic tracing
    capabilities.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Service Mesh
  - Kubernetes Networking
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - servicemesh.md
  youtube_mosaic: {}
https://thenewstack.io/service-meshes-in-the-cloud-native-world:
  title: 'thenewstack.io: Service Meshes in the Cloud Native World'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Examines the role of service meshes as a fundamental design pattern
    of the cloud-native ecosystem, highlighting how dynamic runtime topologies are
    sustained, governed, and simplified via standardized control planes.
  language: None
  resource_type: article
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Service Mesh
  - Concepts
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - servicemesh.md
  youtube_mosaic: {}
https://thenewstack.io/sharing-the-operations-burden-centralized-vs-decentralized:
  title: 'thenewstack.io: Centralized vs. Decentralized Operations'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Analyzes the architectural and operational trade-offs of centralized
    operations versus decentralized embedded-SRE teams. Helps platform architects
    structure their engineering departments based on business unit autonomy and release
    velocity.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Organizational Design
  - Operating Models
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
  youtube_mosaic: {}
https://thenewstack.io/shuttleops-no-code-docker-and-kubernetes:
  title: 'thenewstack.io: ShuttleOps: No-Code Docker and Kubernetes'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: A technical feature article reviewing ShuttleOps' attempt to democratize
    containerized application delivery through a drag-and-drop orchestration layer,
    mapping out visually how code transforms to containers without YAML overhead.
  language: English
  resource_type: Article
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Delivery
  - CI-CD Platforms
  - No-Code Delivery
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins-alternatives.md
  youtube_mosaic: {}
https://thenewstack.io/sidecars-are-changing-the-kubernetes-load-testing-landscape:
  title: 'thenewstack.io: Sidecars are Changing the Kubernetes Load-Testing Landscape'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Explores how native sidecar containers (introduced in K8s 1.28) redefine
    load-testing execution. By decoupling helper utilities from core application workloads,
    sidecars simplify performance benchmarking and operational telemetry.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  - Sidecar Pattern
  tags:
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  v1_locations: []
  v2_locations:
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  - kubernetes.md
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https://thenewstack.io/simple-http-load-testing-with-slos:
  title: 'thenewstack.io: Simple HTTP Load Testing with SLOs'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A technical exploration of how modern load testing tools are adopting
    Service Level Objectives (SLOs) as first-class assertions. It contrasts classical
    metric collections against modern SLO-driven assertions (e.g., verifying 95th
    percentile latency is under 100ms), showcasing how to integrate these checks directly
    into automated deployment flows.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Performance Testing
  - Service Level Objectives
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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  - performance-testing-with-jenkins-and-jmeter.md
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https://thenewstack.io/simple-load-testing-with-github-actions:
  title: 'thenewstack.io: Simple Load Testing with GitHub Actions'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Practical engineering guide detailing how to build an automated, zero-infrastructure
    load testing flow using GitHub Actions. It highlights how integrating lightweight
    load generators (like k6 or Vegeta) into standard YAML workflows establishes early
    performance baselines and guards against performance regressions.
  language: YAML
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - GitHub Actions
  - Performance Automation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - performance-testing-with-jenkins-and-jmeter.md
  youtube_mosaic: {}
https://thenewstack.io/slos-in-kubernetes-1-year-later:
  title: 'thenewstack.io: SLOs in Kubernetes, 1 Year Later'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An operational retrospective detailing the practical challenges and
    iterative tuning required to maintain robust SLO metrics over a twelve-month horizon
    in live production environments. Discusses tackling alert fatigue and scaling
    telemetry storage.
  language: English
  resource_type: Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Metrics
  - SLO Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-monitoring.md
  youtube_mosaic: {}
https://thenewstack.io/software-development:
  title: 'thenewstack.io: What Is GitOps and Why It Might Be The Next Big Thing for
    DevOps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Discusses the industry-wide evolution from manual deployment scripting
    toward robust declarative GitOps controllers. By abstracting execution environments
    inside the cluster, security risks and operational overhead are dramatically reduced.
    It highlights how GitOps enables faster onboarding of junior developers.
  language: None
  resource_type: Technical Blog
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Delivery
  - Continuous Deployment
  - GitOps
  - DevOps Culture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://thenewstack.io/solo-io-istio-is-winning-the-service-mesh-war:
  title: 'thenewstack.io: Solo.io: Istio Is Winning the Service Mesh War'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A comprehensive market analysis examining Istio's technical and community
    dominance over competitor service meshes. Highlights how deep integration with
    Kubernetes, rich feature sets, and aggressive industry backing cemented Istio
    as the dominant standard for service-to-service connectivity.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Service Mesh
  - Industry Analysis
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - istio.md
  youtube_mosaic: {}
https://thenewstack.io/sre-vs-devops-successful-platform-engineering-needs-both:
  title: 'thenewstack.io: SRE vs. DevOps? Successful Platform Engineering Needs Both'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Argues that successful modern Platform Engineering requires marrying
    DevOps velocity patterns with SRE reliability practices inside the developer platform
    tooling layer.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Platform Engineering
  - Strategic Alignment
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
  youtube_mosaic: {}
https://thenewstack.io/ssh-made-easy-with-ssh-agent-and-ssh-config:
  title: 'thenewstack.io: SSH Made Easy with SSH Agent and SSH Config'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Hands-on walk-through explaining SSH Agent operation, keystore lifecycle
    management, and optimizing the SSH client using advanced configuration constructs
    to minimize verbose CLI flags.
  language: English
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Networking
  - SSH Management
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - linux.md
  youtube_mosaic: {}
https://thenewstack.io/stackrox-kubelinter-brings-security-linting-to-kubernetes:
  title: 'thenewstack.io: StackRox KubeLinter Brings Security Linting to Kubernetes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Introduces KubeLinter's launch under the StackRox banner. Illustrates
    how integrating security check loops early in the software development lifecycle
    (Shift-Left) reduces misconfigurations in cluster deployments. Details basic CLI
    operation, customization of checks, and custom rule design.
  language: N/A
  resource_type: Article
  complexity: Basic
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/stateful-workloads-on-kubernetes-with-container-attached-storage:
  title: "thenewstack.io: Stateful Workloads on Kubernetes with Container Attached
    Storage \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An exploration of Container Attached Storage (CAS) architectures, where
    storage software itself runs inside microservices to present local drives as resilient
    distributed storage pools. This approach, exemplified by OpenEBS and Portworx,
    maximizes hyper-converged agility.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Storage Architecture
  - Storage Architecture & Engines
  - Container Attached Storage
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
  youtube_mosaic: {}
https://thenewstack.io/stop-technical-debt-before-it-damages-your-company:
  title: 'thenewstack.io: Stop Technical Debt Before It Damages Your Company'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Outlines proactive governance models to identify and mitigate tech debt
    before it stunts organizational velocity. Advocates for clear code quality baselines,
    integrated CI/CD linter pipelines, and dedicated refactoring sprints.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
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https://thenewstack.io/streaming-data-and-the-modern-real-time-data-stack:
  title: 'thenewstack.io: Streaming Data and the Modern Real-Time Data Stack'
  description: '|  | **Modern Data Stack** | **Modern Real-Time Data Stack** |'
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  stars: 0
  ai_summary: This technical comparison contrasts the offline batch processing of
    the Modern Data Stack with the low-latency Modern Real-Time Data Stack. It details
    the mechanics of utilizing Kafka, Pulsar, or Redpanda to feed continuous pipeline
    architectures.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Engineering
  - Event Streaming
  - Real-Time Data
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - message-queue.md
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https://thenewstack.io/struggling-with-it-staff-leaving-try-infrastructure-as-code:
  title: "thenewstack.io: Struggling with IT Staff Leaving? Try Infrastructure as
    Code \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Discusses the organizational value of IaC in codifying systems architecture
    and retaining tribal knowledge. Helps mitigate risks associated with staff transitions
    and streamlines onboarding for new engineering hires.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/study-silos-are-chief-impediment-to-it-and-business-value:
  title: 'thenewstack.io: Study: Silos Are the Chief Impediment to IT and Business
    Value'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: Analyzes survey data proving how organizational and technological silos
    directly impede software delivery velocity and downstream business value. Argues
    that introducing modern container technology without breaking down departmental
    silos leads to failed platform transformations.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  - DevOps Culture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/supercharge-coredns-with-cluster-addons:
  title: "thenewstack.io: Supercharge CoreDNS with Cluster Addons \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explains how to optimize and expand CoreDNS utilizing custom cluster
    addons and selective plugin combinations. Details core performance profiles and
    caching methodologies to supercharge name resolution in dense, highly dynamic
    cloud environments.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Networking
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://thenewstack.io/swimm-helps-new-dev-hires-stay-afloat-with-continuous-documentation:
  title: 'thenewstack.io: Swimm Helps New Dev Hires Stay Afloat with Continuous Documentation'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines how continuous documentation practices supported by Swimm accelerate
    engineering onboarding, ensuring new developers have real-time, context-aware
    code blueprints.
  language: English
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Developer Productivity
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  tags:
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  v1_locations: []
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https://thenewstack.io/terraform-1-0-reflects-what-hashicorp-has-learned-about-infrastructure-as-code:
  title: 'thenewstack.io: Terraform 1.0 Reflects What HashiCorp Has Learned About
    Infrastructure-as-Code'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An executive retrospection of the lessons that shaped the landmark Terraform
    1.0 milestone. Highlights improvements in state file handling, custom provider
    interfaces, and the maturation of HCL syntax semantics.
  language: English
  resource_type: Retrospective Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Infrastructure as Code
  - Major Releases
  tags:
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  v1_locations: []
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https://thenewstack.io/terraform-on-aws-multi-account-setup-and-other-advanced-tips:
  title: 'thenewstack.io: Terraform on AWS: Multi-Account Setup and Other Advanced
    Tips'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Explores enterprise Terraform architectures focusing on multi-account
    AWS structures and secure assume-role paradigms. Details how to coordinate backend
    state files and implement workspace isolations across organizations.
  language: HCL
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - AWS
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/terraforms-best-practices-and-pitfalls:
  title: 'thenewstack.io: Terraform’s Best Practices and Pitfalls'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A diagnostic review examining common Terraform design errors, including
    monolithic state layouts and static credentials hardcoding. Provides engineering
    strategies to partition large state networks, establishing solid boundary scopes
    for cloud infrastructure.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Best Practices
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  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/testcontainers-integration-library-gets-commercial-backing-with-atomicjar:
  title: 'thenewstack.io: Testcontainers Integration Library Gets Commercial Backing''
    with AtomicJar'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
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  addition_method: manual
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  discovered_at: '2026-05-17T18:13:42.748997+02:00'
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  hierarchy: []
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https://thenewstack.io/testkube-a-new-approach-to-cloud-native-testing:
  title: 'thenewstack.io: TestKube: A New Approach to Cloud Native Testing'
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  year: '2021'
  stars: 3
  ai_summary: An editorial introduction to Testkube's decoupled test-runner architecture.
    The piece explains how running test suites inside Kubernetes clusters eliminates
    the need to expose private APIs to external runner environments like GitHub Actions
    or GitLab CI.
  language: English
  resource_type: Technical Article
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2026-05-17T17:03:19.270963+02:00'
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  company: null
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  hierarchy:
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  - Industry Reviews
  tags:
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  v1_locations:
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https://thenewstack.io/testkube-cloud-native-testing-framework-for-kubernetes:
  title: 'thenewstack.io: Testkube: A Cloud Native Testing Framework for Kubernetes'
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  year: '2022'
  stars: 3
  ai_summary: A follow-up analysis focusing on Testkube's integration with popular
    GitOps tooling. The article details how treating tests as Kubernetes custom resources
    ensures test pipelines automatically sync alongside the corresponding microservices.
  language: English
  resource_type: Technical Article
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 1b9c1b501be2135dc3ee22d69bd84e50519a23f65fd9adbd151a1ae68284aa81
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  discovered_at: '2026-05-17T17:10:58.370142+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  v1_locations:
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https://thenewstack.io/the-4-definitions-of-multicloud-part-1-data-portability:
  title: 'thenewstack.io: The 4 Definitions of Multicloud: Part 1 — Data Portability'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Evaluates the concept of data portability within multi-cloud configurations.
    Focuses on the architectural mechanisms of synchronizing state across varying
    proprietary cloud databases, minimizing network egress latency, and utilizing
    modern cloud-native storage interfaces (CSI) for storage flexibility.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
  - Cloud Architecture
  - Multi-Cloud Strategy
  - Data Management
  tags:
  - '[ENTERPRISE-STABLE]'
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https://thenewstack.io/the-6-pillars-of-platform-engineering-part-1-security:
  title: 'thenewstack.io: The 6 Pillars of Platform Engineering: Part 1 — Security'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Outlines the security pillar of Platform Engineering, showing how to
    bake access control, compliance, vulnerability scanning, and secrets management
    directly into the paved path. This strategy ensures security compliance is passive
    and frictionless for product developers.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
  - Platform Engineering
  - Pillars
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  tags:
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https://thenewstack.io/the-benefits-and-drawbacks-of-dataops-in-practice:
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  ai_summary: Explores the practical benefits and deployment drawbacks of DataOps.
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https://thenewstack.io/the-best-site-reliability-engineering-tools-in-2021:
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  ai_summary: An evaluative overview of top-tier reliability platforms. Focuses on
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https://thenewstack.io/the-challenges-of-monitoring-kubernetes-and-openshift:
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  duplicate_of: https://thenewstack.io/category/kubernetes
https://thenewstack.io/the-cloud-native-landscape-platforms-explained:
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  year: N/A
  stars: 0
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https://thenewstack.io/the-coming-era-of-data-as-code:
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  year: '2021'
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  ai_summary: Presents the 'Data as Code' philosophy, where datasets are treated with
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    source code. The author argues that data pipelines must have rigorous validation
    tests before execution. Live enterprise analytics frameworks validate this trend,
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://thenewstack.io/the-devsecops-skillsets-required-for-cloud-deployments:
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  ai_summary: Identifies core competencies required to bridge the gap between application
    engineering, infrastructure management, and information security. Explores training
    approaches for policy-as-code linting, automated vulnerability triage, and team
    threat modeling.
  language: English
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://thenewstack.io/the-future-of-microservices-more-abstractions:
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  year: N/A
  stars: 0
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  duplicate_of: https://thenewstack.io/microservices/the-future-of-microservices-more-abstractions
https://thenewstack.io/the-future-of-ops-careers:
  title: "thenewstack.io: The Future of Ops Careers \U0001F31F\U0001F31F"
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  year: '2020'
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  ai_summary: Analyzes the evolution of systems careers, mapping the rise of specialized
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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https://thenewstack.io/the-growth-of-state-in-kubernetes:
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  ai_summary: A historical and architectural analysis of the growth of stateful applications
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  hierarchy:
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https://thenewstack.io/the-hidden-costs-of-service-meshes:
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  ai_summary: An essential architectural analysis of the hidden performance costs
    of deploying service meshes. Details resource overhead limits (CPU/RAM per proxy),
    network latency penalties, and cognitive overhead for platform engineering teams.
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  hierarchy:
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  tags:
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https://thenewstack.io/the-kubernetes-network-security-effect:
  title: "thenewstack.io: The Kubernetes Network Security Effect \U0001F31F"
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  ai_summary: Explores the industry paradigm shift toward dynamic microsegmentation.
    Discusses the downstream security benefits of adopting strict default-deny postures
    in multi-tenant environments.
  language: English
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  hierarchy:
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https://thenewstack.io/the-latest-owasp-top-10-looks-a-lot-like-the-old-owasp:
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  ai_summary: Analyzes shifts within the OWASP Top 10 web application vulnerabilities
    list. Highlights the prominence of Broken Access Control and Cryptographic Failures,
    showing a clear shift from simple code-level bugs (like injection) toward systemic
    architectural logic failures. Useful for security steering groups updating development
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  hierarchy:
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https://thenewstack.io/the-most-popular-cloud-native-storage-solutions:
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  stars: 0
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https://thenewstack.io/the-new-stacks-top-kubernetes-stories-of-2021:
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  description: ''
  year: '2021'
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  ai_summary: A retro collection of tech journalism covering Kubernetes security vulnerabilities,
    runtime deprecations, and API improvements. Essential history context of cloud-native
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  language: English
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  status: online
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https://thenewstack.io/the-next-kubernetes-management-frontier-automation:
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  year: '2022'
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  ai_summary: Analyzes automation frameworks as the definitive management frontier
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  status: online
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  hierarchy:
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  tags:
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https://thenewstack.io/the-next-step-after-devops-and-gitops-is-cloud-engineering-pulumi-says:
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  year: '2021'
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  ai_summary: A foundational examination of the shift from legacy DevOps models to
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  language: English
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  hierarchy:
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  tags:
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https://thenewstack.io/the-nsa-can-help-you-secure-your-kubernetes-clusters:
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  stars: 0
  ai_summary: Evaluates the joint security guidance on Kubernetes hardening issued
    by the NSA and CISA. Translates government recommendations into actionable steps
    for enterprise IT administrators. Focuses on separation of credentials and configuring
    audit pathways.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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  tags:
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https://thenewstack.io/the-path-to-getting-the-full-data-stack-on-kubernetes:
  title: 'thenewstack.io: The Path to Getting the Full Data Stack on Kubernetes'
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  year: '2022'
  stars: 0
  ai_summary: This article reviews the architectural evolution of running stateful
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    (CSI) and specialized Operators now safely support stateful structures next to
    stateless applications.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
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  hierarchy:
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  - Kubernetes
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  tags:
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https://thenewstack.io/the-rise-of-event-driven-architecture:
  title: 'thenewstack.io: The Rise of Event-Driven Architecture'
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  year: '2021'
  stars: 0
  ai_summary: This article documents the architectural factors that made event-driven
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    HTTP calls cause cascade failures and presents asynchronous patterns as the default
    design choice for complex topologies.
  language: English
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://thenewstack.io/the-rise-of-the-event-streaming-database:
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  year: '2021'
  stars: 0
  ai_summary: This piece explores the architectural rise of specialized event streaming
    databases (such as ksqlDB or Materialize). It details how traditional read-centric
    DB engines struggle under continuous live streams, and contrasts them with stream-first
    engines designed for real-time continuous query materialization.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://thenewstack.io/the-rush-to-fix-the-kubernetes-failover-problem:
  title: 'thenewstack.io: The Rush to Fix the Kubernetes Failover Problem'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Examines architectural deficiencies in standard Kubernetes multi-cluster
    failover mechanisms. Analyzes modern active-active cross-cluster traffic routing
    strategies and external DNS synchronization tools that resolve cloud provider
    and region-level disasters.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Failover Mechanics
  tags:
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  v2_locations:
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https://thenewstack.io/the-scalability-myth:
  title: 'thenewstack.io: The Scalability Myth'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Deconstructs the architectural fixation on infinite scaling patterns,
    exposing the operational costs and technical debt of prematurely optimizing for
    hyper-scale. Explores real-world performance tuning, database indexing, and efficient
    code paths as more cost-effective alternatives.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Performance Optimization
  - System Architecture
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://thenewstack.io/the-site-reliability-engineering-tool-stack:
  title: 'thenewstack.io: The Site Reliability Engineering Tool Stack'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores the fundamental tooling categories necessary for robust SRE
    practices, spanning declarative Infrastructure as Code (IaC), performance profiling,
    on-call management, and automated monitoring integrations.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Tooling
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://thenewstack.io/the-state-of-kubernetes-key-challenges-and-the-role-of-ai:
  title: 'thenewstack.io: The State of Kubernetes: Key Challenges and the Role of
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  description: ''
  year: '2023'
  stars: 3
  ai_summary: Examines the growing operational complexities in Kubernetes and the
    emergence of Artificial Intelligence for IT Operations (AIOps). Discusses how
    machine learning can automate anomaly detection, resource sizing recommendations,
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  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - AI Operations
  - Kubernetes Management
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/the-time-to-decide-on-docker-desktop-has-arrived:
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  year: '2021'
  stars: 0
  ai_summary: Strategic evaluation analyzing how Docker Desktop's commercial subscription
    timeline impacts enterprise operations, helping organizations choose between purchasing
    licenses or migrating to open-source alternatives.
  language: English
  resource_type: Analysis
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://thenewstack.io/the-top-5-secrets-management-mistakes-and-how-to-avoid-them:
  title: 'thenewstack.io: The Top 5 Secrets Management Mistakes and How to Avoid Them'
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  year: '2022'
  stars: 0
  ai_summary: Identifies critical anti-patterns in cloud secrets administration, detailing
    the hazards of static credential rotation, environment variable exposure, and
    Git commits. Recommends implementing ephemeral credentials via HashiCorp Vault,
    dynamic injection, and scoped role access.
  language: English
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
  - Security
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
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https://thenewstack.io/the-urgency-driving-aiops-into-your-enterprise:
  title: 'thenewstack.io: The Urgency Driving AIOps into Your Enterprise'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Analyzes the business and technology drivers forcing rapid enterprise
    integration of AIOps platforms. Addresses the challenge of telemetry overload
    and details how automated correlation engines optimize modern cloud networks.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
  - Enterprise Architecture
  - AIOps & Observability
  - Strategic IT Ops
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ai.md
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https://thenewstack.io/this-week-in-programming-all-hail-visual-studio-code:
  title: 'thenewstack.io: This Week in Programming: All Hail Visual Studio Code'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: This programmatic review explores VS Code's ascent to market dominance.
    It analyzes the underlying lightweight Electron architecture, dynamic ecosystem
    scaling, and multi-language support that enable the platform to function effectively
    across diverse programming environments.
  language: N/A
  resource_type: Article
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  discovered_at: '2026-05-17T16:45:13.299091+02:00'
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  hierarchy:
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  - Ecosystem & General Productivity
  tags:
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  v1_locations:
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https://thenewstack.io/this-week-in-programming-aws-completes-elasticsearch-fork-with-opensearch:
  title: 'thenewstack.io: This Week in Programming: AWS Completes Elasticsearch Fork
    with OpenSearch'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Discusses the initial release milestones of OpenSearch 1.0. Focuses
    on the decoupling of proprietary Elastic modules to ensure a community-driven,
    open-source path forward for cloud providers and developers.
  language: None
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Observability
  - Log Management
  - OpenSearch
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/this-week-in-programming-can-you-feel-the-burn:
  title: 'thenewstack.io: This Week in Programming: Can You Feel the Burn?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This analysis focuses on developer burnout within accelerated release
    environments. It outlines organizational remedies to alleviate continuous delivery
    stress, advocating for structural changes in planning, tooling automation, and
    mental well-being initiatives inside technical orgs.
  language: English
  resource_type: article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Developer Wellness
  - Burnout Prevention
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - recruitment.md
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https://thenewstack.io/this-week-in-programming-kubernetes-from-day-one:
  title: "thenewstack.io: This Week in Programming: Kubernetes from Day One? \U0001F31F"
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  year: '2021'
  stars: 3
  ai_summary: Debates the architectural trade-offs of starting projects on Kubernetes
    from inception versus migrating legacy monoliths. Evaluates how early adoption
    influences software delivery pipelines and containerizes early infrastructure.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Application Lifecycle
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://thenewstack.io/this-week-in-programming-the-elasticsearch-saga-continues:
  title: 'thenewstack.io: This Week in Programming: The ElasticSearch Saga Continues'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Evaluates the technical and legal friction generated by Elastic's license
    change. Discusses how this licensing pivot forced major enterprises and open-source
    ecosystems to migrate infrastructure to OpenSearch or accept SSPL/Elastic licenses.
  language: None
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Industry Shifts
  tags:
  - '[COMMUNITY-TOOL]'
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https://thenewstack.io/this-week-in-programming-windows-opens-up-to-android-developers:
  title: 'thenewstack.io: This Week in Programming: Windows Opens Up to Android Developers'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details the integration of Android application virtualization inside
    the Windows developer workflow. Bridges target compilation and execution environments
    using native Windows subsystems for a streamlined developer experience.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Mobile Development
  - Windows Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - azure.md
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https://thenewstack.io/tigera-aims-ease-connectivity-pain-kubernetes:
  title: 'thenewstack.io: Tigera''s Calico Aims to Ease Connectivity Pain with Kubernetes'
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  year: N/A
  stars: 0
  ai_summary: null
  language: null
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  status: duplicate
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  last_checked: 1779032179
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  discovered_at: '2026-05-17T17:36:19.875021+02:00'
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  v1_locations:
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  duplicate_of: https://thenewstack.io/category/kubernetes
https://thenewstack.io/tracing-why-logs-arent-enough-to-debug-your-microservices:
  title: "thenewstack.io: Tracing: Why Logs Aren’t Enough to Debug Your Microservices
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores the technical limitations of traditional centralized logging
    in cloud-native microservices. Highlights how distributed tracing bridges context
    gaps, tracing request flow across network boundaries.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Distributed Tracing
  - Methodology
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
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https://thenewstack.io/transform-and-future-proof-your-architecture-with-mach:
  title: 'thenewstack.io: Transform and Future-Proof Your Architecture with MACH'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Introduces MACH (Microservices, API-first, Cloud-native, Headless) as
    a modern enterprise blueprint for agile digital experience platforms. This modular
    paradigm allows businesses to scale individual pieces independently, facilitating
    seamless integrations and preventing monolithic vendor lock-in.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Modern Architectural Paradigms
  - MACH Architecture
  tags:
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  v2_locations:
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https://thenewstack.io/tricks-for-cloud-cost-optimization:
  title: 'thenewstack.io: Tricks for Cloud Cost Optimization | Pavan Belagatti'
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  year: '2021'
  stars: 0
  ai_summary: Discusses key tactical tricks for managing cloud infrastructure billing.
    Focuses on the implementation of modern open-source Kubernetes cost observability
    tools (such as Kubecost) alongside active container rightsizing strategies to
    optimize compute expenditures.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  tags:
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https://thenewstack.io/triggermesh-open-sourcing-event-driven-applications:
  title: 'thenewstack.io: TriggerMesh: Open Sourcing Event-Driven Applications'
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  year: '2020'
  stars: 3
  ai_summary: Strategic overview of TriggerMesh's transition to open-source event-driven
    application integration utilizing Knative. Curator insights focus on its multi-cloud
    connectivity. Live 2026 grounding shows that although TriggerMesh underwent corporate
    restructuring and licensing shifts, its codebase remains a key reference for cloud-native
    integration paradigms.
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  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
  - Cloud-Native
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  tags:
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  v1_locations: []
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https://thenewstack.io/true-success-in-process-automation-requires-microservices:
  title: 'thenewstack.io: True Success in Process Automation Requires Microservices'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores the convergence of Business Process Management (BPM) and microservices
    architecture. Argues that workflow orchestration must be decoupled into independent,
    scalable microservices to achieve resilience and avoid monolithic bottlenecks.
  language: English
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Microservices
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  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/trusted-delivery-policy-based-compliance-the-gitops-way:
  title: 'thenewstack.io: Trusted Delivery: Policy-Based Compliance the GitOps Way'
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  year: '2022'
  stars: 0
  ai_summary: Explores the fusion of Policy-as-Code (such as Kyverno and Open Policy
    Agent) with declarative GitOps pipelines. Curator Insight focuses on standard
    deployment setups, but Live Grounding emphasizes its critical security value in
    shift-left patterns. By verifying resource compliance within the pull-request
    flow before manifests are synced by controllers, organizations prevent cluster
    configurations from violating operational guardrails.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Policy & Compliance
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/turbocharging-aks-networking-with-calico-ebpf:
  title: 'thenewstack.io: Turbocharging AKS Networking with Calico eBPF'
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  year: '2021'
  stars: 0
  ai_summary: Explores the performance enhancements derived from running Calico's
    eBPF data plane over AKS cluster topologies. Discusses how bypassing traditional
    iptables routing overhead reduces connection latency and CPU usage. It remains
    a relevant comparative benchmark for high-performance networks.
  language: Bash
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Networking & CNI
  - Calico eBPF
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://thenewstack.io/tutorial-configure-cloud-native-edge-infrastructure-with-k3s-calico-portworx:
  title: 'thenewstack.io: Tutorial - Configure Cloud Native Edge Infrastructure with
    K3s, Calico, Portworx'
  description: ''
  year: '2021'
  stars: 2
  ai_summary: A step-by-step tutorial configuring a complete edge topology. Leverages
    K3s orchestration, Calico eBPF-driven networking policies, and resilient Portworx
    data storage systems.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Edge & IoT
  - Architecture Patterns
  - Edge Data Store
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - rancher.md
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https://thenewstack.io/tutorial-connect-amazon-eks-and-azure-aks-clusters-with-google-anthos:
  title: 'Tutorial: Connect Amazon EKS and Azure AKS Clusters with Google Anthos'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Multi-cloud tutorial explaining cluster federation workflows using Google
    Anthos. Coordinates the management, communication policies, and service mesh definitions
    across Amazon EKS and Microsoft Azure AKS clusters.
  language: Markdown
  resource_type: Tutorial
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Hybrid Cloud Platforms
  - Anthos
  - Multi-Cluster Mesh
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
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  v2_locations:
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https://thenewstack.io/tutorial-deploy-anthos-apps-from-gcp-marketplace-into-amazon-eks-cluster:
  title: 'Tutorial: Deploy Anthos Apps from GCP Marketplace into Amazon EKS Cluster'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Demonstrates cross-cloud portability by deploying Google Cloud Marketplace
    containerized applications directly into Amazon EKS clusters via Anthos. Discusses
    multi-cloud identity mappings, ingress controller configurations, and registration
    procedures required to bridge GCP's service ecosystem into AWS workloads.
  language: YAML
  resource_type: Tutorial
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Hybrid Cloud Solutions
  - Multi-Cloud Architectures
  - Anthos with EKS
  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
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https://thenewstack.io/tutorial-gitops-in-multicluster-environments-with-anthos-config-management:
  title: 'Tutorial: GitOps in Multicluster Environments with Anthos Config Management'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A comprehensive guide on establishing declarative configuration management
    in multi-cluster environments using Anthos Config Management (ACM). The tutorial
    details Git-to-cluster synchronization protocols, security policies via Config
    Controller, and cluster-state reconciliation mechanisms, representing a stable
    paradigm for enterprise hybrid-cloud control planes.
  language: YAML
  resource_type: Tutorial
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Multi-Cluster GitOps
  - Anthos Config Management
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/tutorial-host-a-local-podman-image-registry:
  title: "thenewstack.io: Tutorial: Host a Local Podman Image Registry \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An operations tutorial detailing how to host and secure a local container
    image registry on a Podman development node. This blueprint outlines container
    networking setups, systemd integration, and storage mounting strategies, facilitating
    offline local image building and rapid microservice prototyping loops.
  language: Shell
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Container Infrastructure
  - Container Tooling
  - Local Registries
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - container-managers.md
  youtube_mosaic: {}
https://thenewstack.io/tutorial-install-and-configure-openebs-on-amazon-elastic-kubernetes-service:
  title: 'thenewstack.io: Install and Configure OpenEBS on Amazon Elastic Kubernetes
    Service'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Technical tutorial on running OpenEBS as a local containerized block
    storage provider within Amazon EKS node groups, optimizing performance for persistent
    enterprise workloads.
  language: English
  resource_type: Tutorial
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - AWS EKS
  - Storage Solutions
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - managed-kubernetes-in-public-cloud.md
  youtube_mosaic: {}
https://thenewstack.io/understand-the-aws-shared-responsibility-model-for-kubernetes:
  title: 'thenewstack.io: The AWS Shared Responsibility Model for Kubernetes'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: An analytical overview dissecting the limits of responsibility when
    managing containerized infrastructure on AWS. It contrasts the delineation of
    security controls between self-managed EC2 EKS node groups, managed node groups,
    and AWS Fargate abstractions.
  language: N/A
  resource_type: Article
  complexity: Intermediate
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  hierarchy:
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https://thenewstack.io/understanding-gitops-the-latest-tools-and-philosophies:
  title: 'thenewstack.io: Understanding GitOps: The Latest Tools and Philosophies'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Synthesizes emerging GitOps technologies and delivery paradigms. It
    focuses on how modern sync engines handle connectivity losses in hybrid environments
    and manage multi-tenant boundaries. It serves as a great tool for architects planning
    future-proof application delivery frameworks.
  language: None
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/unifying-kubernetes-service-networking-again-with-the-gateway-api:
  title: "thenewstack.io: Unifying Kubernetes Service Networking (Again) with the
    Gateway API \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A critical industry analysis discussing the reunification of layer 4
    and layer 7 service networking. Highlights the collaborative benefits of separating
    cluster ops configurations from developer route manifests.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  geo_region: null
  hierarchy:
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  - Gateway API
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/upgrade-helm-if-you-dont-want-to-share-your-username-and-password:
  title: "thenewstack.io: Upgrade Helm if You Don’t Want to Share Your Username and
    Password (Helm’s CVE-2021-32690) \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Critical analysis of Helm security vulnerability CVE-2021-32690. Investigates
    how auth credentials could be inadvertently leaked to third-party domains during
    chart installations, emphasizing immediate upgrades to safe client versions.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Cloud Native
  - Security
  - Vulnerabilities
  - CVE-2021-32690
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - helm.md
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https://thenewstack.io/use-chaos-engineering-to-strengthen-your-incident-response:
  title: 'thenewstack.io: Use Chaos Engineering to Strengthen Your Incident Response'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores how structured chaos experiments improve an organization's
    incident response systems. By executing planned simulations, teams refine alert
    routing, on-call page distributions, incident runbooks, and cross-functional post-mortems.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Operations Strategy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/use-low-code-to-reduce-friction-for-cloud-operations-teams:
  title: 'thenewstack.io: Use Low Code to Reduce Friction for Cloud Operations Teams'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Explores how operations teams can build internal operational dashboards
    and trigger-action automation scripts using low-code tools. It emphasizes using
    visual drag-and-drop orchestration to decrease the engineering backlog for infrastructure
    maintenance.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
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  geo_region: null
  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/using-chaos-engineering-to-improve-the-resilience-of-stateful-applications-on-kubernetes:
  title: 'thenewstack.io: Using Chaos Engineering to Improve the Resilience of Stateful
    Applications on Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes specific failure paradigms and risk mitigation patterns when
    practicing chaos engineering on stateful Kubernetes applications. Evaluates how
    databases, storage queues, and shared volumes respond to network latency, node
    crashes, and storage attachment failures.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Resilience
  - Chaos Engineering
  - Stateful Systems
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - chaos-engineering.md
  youtube_mosaic: {}
https://thenewstack.io/using-chatgpt-for-questions-specific-to-your-company-data:
  title: 'thenewstack.io: Using ChatGPT for Questions Specific to Your Company Data'
  description: ''
  year: N/A
  stars: 0
  ai_summary: Technical deep-dive on Retrieval-Augmented Generation (RAG). Outlines
    how to query private corporate document indexes using semantic vector databases
    paired with ChatGPT-style APIs securely.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  health_score: 100.0
  last_checked: 1779030020
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  discovered_at: '2026-05-17T17:00:20.739732+02:00'
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  geo_region: null
  hierarchy:
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  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations:
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https://thenewstack.io/using-traefik-ingress-controller-with-istio-service-mesh:
  title: 'thenewstack.io: Using Traefik Ingress Controller with Istio Service Mesh'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An architectural examination of combining Traefik's edge ingress capabilities
    with the granular micro-segmentation of the Istio Service Mesh. This dual-layer
    approach optimizes ingress pathing while maintaining strict mTLS and telemetry
    enforcement across internal pod networks.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Kubernetes Ingress Controllers
  - Traefik Ingress
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/validate-service-level-objectives-of-rest-apis-using-iter8:
  title: 'thenewstack.io: Validate Service-Level Objectives of REST APIs Using Iter8'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Demonstrates utilizing Iter8 to execute programmatic SLO assertions
    on REST endpoints. Ideal for modern CI/CD patterns validating performance bounds
    before traffic transitions to production.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Continuous Delivery
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  - REST APIs
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
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https://thenewstack.io/vfunction-transforms-monolithic-java-to-microservices:
  title: 'thenewstack.io: vFunction Transforms Monolithic Java to Microservices'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Deep-dive case study covering how vFunction automates the decomposition
    of complex legacy Java application structures into modern cloud-native APIs. Illustrates
    mapping monolithic complexity to decoupled Domain-Driven Design (DDD) boundaries.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Modernization
  - Monolith to Microservices
  - Case Studies
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - introduction.md
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https://thenewstack.io/waf-securing-applications-at-the-edge:
  title: 'thenewstack.io: WAF: Securing Applications at the Edge'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An analysis of Web Application Firewall (WAF) deployments at the edge
    of cloud-native systems. It details how WAFs inspect layer-7 traffic and block
    malicious payloads before they can exploit application vulnerabilities. This edge
    defense layer is highly effective for protecting exposed APIs and microservices.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Network Security
  - Web Application Firewall
  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/wait-do-we-need-to-hold-up-on-gitops:
  title: 'thenewstack.io: Wait, Do We Need to Hold Up on GitOps?'
  description: ''
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  stars: 0
  ai_summary: Provides cautionary guidance about blindly adopting GitOps without solving
    core infrastructure bottlenecks. Urges teams to evaluate if their organization
    is ready for automated reconciliation and absolute commit-level audit trails.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Architecture
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  tags:
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  v1_locations: []
  v2_locations:
  - gitops.md
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https://thenewstack.io/walkthrough-bitwardens-new-secrets-manager:
  title: 'thenewstack.io: Walkthrough: Bitwarden’s New Secrets Manager'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Examines Bitwarden's specialized Secrets Manager. Evaluates its zero-knowledge
    architecture, CLI, programmatic API tokens, and SDK accessibility, highlighting
    its viability as an alternative to complex secrets management engines for distributed
    development teams.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Security
  - Secrets Management
  - Bitwarden Ecosystem
  tags:
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  v1_locations: []
  v2_locations:
  - devsecops.md
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https://thenewstack.io/want-real-cybersecurity-progress-redefine-the-security-team:
  title: 'thenewstack.io: Want Real Cybersecurity Progress? Redefine the Security
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: Proposes restructuring legacy security organizations into collaborative
    platform engineering units. Focuses on embedding security experts with development
    teams to co-author automated guardrails, replacing manual governance gates with
    programmatic validations.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
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  - Organizational Culture
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/wave-goodbye-to-release-nights:
  title: 'thenewstack.io: Wave Goodbye to Release Nights'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A guide on using remote configuration and canary rollouts to move away
    from high-stakes, off-hours deployments. Outlines how routing-layer switches let
    developers quickly isolate bugs and roll back releases with minimal user impact.
  language: Markdown
  resource_type: Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Software Engineering
  - Feature Management
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  tags:
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  - '[GUIDE]'
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  v2_locations:
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https://thenewstack.io/we-pushed-helm-to-the-limit-then-built-a-kubernetes-operator:
  title: "thenewstack.io: We Pushed Helm to the Limit, then Built a Kubernetes Operator
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A real-world case study outlining the transition from Helm charts to
    custom Go operators. It discusses the scaling limitations of template parsing
    when implementing complex state machines.
  language: N/A
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Resources
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  - Migration
  - Operators
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenewstack.io/weave-gitops-core-integrates-git-with-kubernetes:
  title: 'thenewstack.io: Weave GitOps Core Integrates Git with Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Historical technical overview detailing Weave GitOps Core's launch and
    design paradigm. It explains how the core controller establishes declarative reconciliation
    to manage standard deployments using Flux engines under the hood.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cluster Management
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  - Legacy Tools
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://thenewstack.io/weave-gitops-trusted-delivery-a-road-to-kubernetes-sanity:
  title: 'thenewstack.io: Weave GitOps Trusted Delivery: A Road to Kubernetes Sanity?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An archived analytical exploration highlighting Weave's 'Trusted Delivery'
    framework, emphasizing secure supply chain integration with OPA policies and cryptographically
    verified pipelines inside Kubernetes environments.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cluster Management
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  - Legacy Tools
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://thenewstack.io/weaveworks-adds-policy-as-code-to-secure-kubernetes-apps:
  title: 'thenewstack.io: Weaveworks Adds Policy as Code to Secure Kubernetes Apps''
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Reports on Weaveworks' acquisition and integration of Magalix to embed
    Policy-as-Code directly into GitOps pipelines. Details how declarative governance
    policies can be evaluated in continuous-delivery cycles prior to deployment, preventing
    misconfigured resources from ever entering a live cluster.
  language: Go
  resource_type: News
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 464e95b3fc55b3d93cc5fff93f4e6bf1ca1feb8cc23533b2cb204805530f090a
  health_score: 100.0
  last_checked: 1779031110
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:18:30.988417+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud-Native Platforms
  - Kubernetes Security
  - GitOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  - securityascode.md
  youtube_mosaic: {}
https://thenewstack.io/web3-architecture-and-how-it-compares-to-traditional-web-apps:
  title: 'thenewstack.io: Web3 Architecture and How It Compares to Traditional Web
    Apps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A detailed technical breakdown comparing the architecture of traditional
    Web2 web applications (database-to-backend-to-frontend) with Web3 decentralized
    topologies. It outlines the role of blockchain consensus layers, smart contracts,
    RPC providers, client wallets, and distributed file stores (such as IPFS and Arweave).
  language: N/A
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Emerging Paradigms
  - Web3 Architecture
  - Decentralized Systems
  - System Comparison
  tags:
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  v1_locations: []
  v2_locations:
  - web3.md
  youtube_mosaic: {}
https://thenewstack.io/what-david-flanagan-learned-fixing-kubernetes-clusters:
  title: 'thenewstack.io: What David Flanagan Learned Fixing Kubernetes Clusters'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This synthesis highlights critical real-world lessons from fixing broken
    Kubernetes clusters under pressure, illustrating how misconfigurations lead to
    spectacular outages. It emphasizes that basic oversights in DNS configuration,
    RBAC permissions, and resource constraints cause the majority of cluster-wide
    failures. This post-mortem review serves as a warning and a guide to preventative
    cluster maintenance.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - Troubleshooting
  - Case Study
  tags:
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  v1_locations: []
  v2_locations:
  - kubernetes-troubleshooting.md
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https://thenewstack.io/what-does-it-take-to-manage-hundreds-of-kubernetes-clusters:
  title: 'thenewstack.io: What Does It Take to Manage Hundreds of Kubernetes Clusters?'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Examines the challenges of managing large fleets of Kubernetes clusters
    in production. Evaluates key strategies for GitOps-driven deployment automation,
    programmatic RBAC enforcement, policy propagation, and consolidated fleet telemetry
    across environments.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Multi-Cluster Management
  - Fleet Orchestration
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://thenewstack.io/what-is-cloud-automation-and-how-does-it-benefit-it-teams:
  title: "thenewstack.io: What Is Cloud Automation and How Does It Benefit IT Teams?
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Demystifies cloud automation paradigms, describing how automated resource
    provisioning, scaling, and configuration reduce operational overhead and human
    error. Key focus is placed on programmatic API orchestration and infrastructure-as-code.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Automation
  - Concepts
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/what-is-container-monitoring:
  title: 'thenewstack.io: What Is Container Monitoring?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Details the core components of container-level metric collection, explaining
    the collection layers between host OS kernels, container runtimes (containerd),
    and container orchestrators. Curator Insight: Structural baseline for container
    runtimes. Live Grounding: Invaluable context for engineers trying to diagnose
    performance issues when transitioning from VMs to bare-metal containers.'
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Container Orchestration
  - Containers
  - Observability
  - Basics
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://thenewstack.io/what-is-data-management-in-the-kubernetes-age:
  title: 'thenewstack.io: What Is Data Management in the Kubernetes Age?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Redefines how data management must adapt to the API-first, declarative
    paradigm of Kubernetes. Highlights key criteria including multi-cloud data transportability,
    self-healing database engines, and policy-driven backups.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data on Kubernetes
  - Data Governance
  - Infrastructure
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - databases.md
  youtube_mosaic: {}
https://thenewstack.io/what-is-gitops-and-why-it-might-be-the-next-big-thing-for-devops:
  title: 'thenewstack.io: What Is GitOps and Why It Might Be The Next Big Thing for''
    DevOps'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: 489203d7c644a615dd8c991690faeec1a09c7b7699df5401d74e958dc09808c7
  health_score: 100.0
  last_checked: 1779032034
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:33:54.642614+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
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  v2_locations: []
  youtube_mosaic: {}
  duplicate_of: https://thenewstack.io/software-development
https://thenewstack.io/what-is-istio-and-why-does-kubernetes-need-it:
  title: "thenewstack.io: What Is Istio and Why Does Kubernetes Need it? \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An introductory overview focusing on how Istio decouples communication
    concerns from business logic. Explains the operational benefits of shifting circuit
    breaking, telemetry collection, and dynamic routing into Envoy proxies.
  language: English
  resource_type: Article
  complexity: Low
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Service Mesh
  - Fundamentals
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - istio.md
  youtube_mosaic: {}
https://thenewstack.io/what-is-the-modern-cloud-native-stack:
  title: "thenewstack.io: What is the modern cloud native stack? \U0001F31F\U0001F31F"
  description: ''
  year: '2020'
  stars: 5
  ai_summary: Maps out the components of the modern Cloud Native Computing Foundation
    (CNCF) stack. From container runtimes (containerd) and orchestration (Kubernetes)
    to service meshes (Istio/Linkerd) and GitOps deployment paradigms (ArgoCD), this
    serves as an essential reference architecture.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - CNCF Ecosystem
  - Platform Engineering
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/what-we-learned-from-enabling-developer-self-service:
  title: 'thenewstack.io: What We Learned from Enabling Developer Self-Service'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Analyzes the lessons learned from deploying internal developer platforms.
    Emphasizes that successful self-service portals require careful user-research,
    avoiding over-automation, and continuous developer feedback loops.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Self-Service
  - Case Studies
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thenewstack.io/what-workloads-do-businesses-run-on-kubernetes:
  title: 'thenewstack.io: What Workloads Do Businesses Run on Kubernetes?'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Surveys modern workload distribution patterns on Kubernetes. Identifies
    the progressive shift from purely stateless microservices to highly data-intensive
    stateful applications like database instances, AI/ML pipelines, and data queues.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Workloads
  - Enterprise Use-Cases
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://thenewstack.io/whats-the-biggest-gap-in-kubernetes-storage-architecture:
  title: 'thenewstack.io: The Biggest Gap in Kubernetes Storage Architecture?'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An analytical deep dive exposing systemic architectural gaps in early
    Kubernetes CSI iterations, focusing on data protection, consistency, and disaster
    recovery. It tracks how vendors and the community resolved these limits through
    CSI snapshotting and backup controller patterns.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Storage Architecture
  - Storage Fundamentals
  - Platform Overview
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
  youtube_mosaic: {}
https://thenewstack.io/when-is-decentralized-storage-the-right-choice:
  title: 'thenewstack.io: When Is Decentralized Storage the Right Choice?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An analytical evaluation of decentralized, blockchain-inspired storage
    networks for enterprise cloud-native systems. It contrasts traditional localized
    SAN/NAS setups with distributed network topologies, focusing on data privacy,
    redundancy, and regional compliance factors.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Storage Architecture
  - Storage Architecture & Engines
  - Storage Paradigms
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
  youtube_mosaic: {}
https://thenewstack.io/when-you-need-or-dont-need-service-mesh:
  title: 'thenewstack.io - Service Mesh: The Gateway to Cloud Migration'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Pragmatic decision matrix exploring when to adopt a service mesh versus
    when standard Kubernetes networking abstractions suffice. Analyzes traffic control,
    security, and team capability variables.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Service Mesh
  - Architecture
  - Strategic Planning
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - istio.md
  youtube_mosaic: {}
https://thenewstack.io/where-are-you-on-the-devsecops-maturity-curve:
  title: 'thenewstack.io: Where Are You on the DevSecOps Maturity Curve?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Evaluates the transition stages of DevSecOps maturity in modern organizations.
    Focuses on moving from retrospective scanning audits to declarative, fully automated
    Security-as-Code setups integrated directly into delivery pipelines to enable
    metric-driven risk reduction.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - DevSecOps
  - Maturity Frameworks
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/where-the-site-reliability-engineer-role-overlaps-with-devops:
  title: 'thenewstack.io: Where Site Reliability Engineering Overlaps with DevOps'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Examines the functional overlaps between SREs and DevOps professionals.
    Highlights how monitoring, CI/CD automation, and shared configuration management
    unify these roles into a cohesive system reliability and deployment delivery vehicle.
  language: English
  resource_type: blog
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Reliability Engineering
  - SRE vs DevOps
  - Synergies
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - sre.md
  youtube_mosaic: {}
https://thenewstack.io/who-needs-a-dashboard-why-the-kubernetes-command-line-is-not-enough:
  title: 'thenewstack.io: Who Needs a Dashboard? Why the Kubernetes Command Line Is
    Not Enough'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: A high-level systems analysis of cognitive load in Kubernetes operations.
    Compares direct CLI administration to modern visual dashboards, highlighting why
    visual layouts are necessary to map complex resource topology and debug quickly.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - UI & Dashboards
  - Philosophy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-based-devel.md
  youtube_mosaic: {}
https://thenewstack.io/why-and-how-you-should-manage-json-with-sql:
  title: 'thenewstack.io: Why (and How) You Should Manage JSON with SQL'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Explains the paradigm shift of managing schema-flexible JSON payloads
    directly inside relational database systems using standard SQL queries. Evaluates
    performance compromises, indexing techniques, and JSONB implementation within
    modern Postgres engines.
  language: SQL
  resource_type: Technical Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Architecture
  - JSON & YAML Serialization
  - Data Modeling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - yaml.md
  youtube_mosaic: {}
  is_special: true
https://thenewstack.io/why-argo-cd-is-the-lifeline-of-gitops:
  title: 'thenewstack.io: Why ArgoCD Is the Lifeline of GitOps'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Evaluates the architectural superiority of ArgoCD as a pull-based GitOps
    operator. Focuses on its continuous reconciliation loop, granular cluster state
    visualization, and out-of-the-box self-healing capabilities that minimize human
    intervention.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - GitOps & CD
  - ArgoCD
  - Concepts & Practices
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - argo.md
  youtube_mosaic: {}
https://thenewstack.io/why-backend-developers-should-fall-in-love-with-graphql-too:
  title: 'thenewstack.io: Why Backend Developers Should Fall in Love with GraphQL
    too'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Explains why backend developers should adopt GraphQL. Highlights schema-driven
    contract design, data orchestration capabilities, and how it simplifies version
    management compared to REST.
  language: Agnostic
  resource_type: Analysis
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - API Architectures
  - GraphQL
  - Adoption
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
https://thenewstack.io/why-businesses-want-to-enable-no-code-and-low-code-automation:
  title: 'thenewstack.io: Why Businesses Want to Enable ‘No-Code’ and ‘Low-Code’ Automation'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Investigates the enterprise drive behind adopting citizen development
    frameworks. It outlines how no-code integration patterns help businesses automate
    routine business logic quickly, despite raising governance and shadow-IT concerns.
  language: English
  resource_type: Technical Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Development Paradigms
  - Low Code
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - lowcode-nocode.md
  youtube_mosaic: {}
https://thenewstack.io/why-chaos-engineering-isnt-just-for-operations:
  title: 'thenewstack.io: Why Chaos Engineering Isn’t Just for Operations'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores why resilience engineering is a collaborative software development
    responsibility rather than an operational afterthought. Discusses using simulated
    outages to expose application logic flaws, API dependency assumptions, and downstream
    cascading failures in production.
  language: English
  resource_type: Opinion / Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Resilience
  - Chaos Engineering
  - DevOps Culture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - chaos-engineering.md
  youtube_mosaic: {}
https://thenewstack.io/why-choose-a-nosql-database-there-are-many-great-reasons:
  title: 'thenewstack.io: Why Choose a NoSQL Database? There Are Many Great Reasons'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Analyzes functional arguments for adopting NoSQL engines within enterprise
    tech stacks. Explores rapid schema iterations, telemetry data streaming integration,
    and multi-datacenter active-active high-availability patterns.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Architecture
  - NoSQL Databases
  - Decision Frameworks
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - nosql.md
  youtube_mosaic: {}
https://thenewstack.io/why-cloud-native-systems-demand-a-zero-trust-approach:
  title: 'thenewstack.io: Why Cloud Native Systems Demand a Zero Trust Approach'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Explains why dynamic microservice scheduling demands a transition from
    traditional perimeter security to zero-trust architectures. Covers using cryptographically
    verified workload identities (via SPIFFE/SPIRE), mandatory mTLS, and end-to-end
    request context validation.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Cloud-Native
  - Zero Trust Architectures
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/why-compute-and-storage-should-be-decoupled-for-log-management-at-scale:
  title: 'thenewstack.io: Compute and Storage Should Be Decoupled for Log Management
    at Scale'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An architectural case study advocating for the strict decoupling of
    compute nodes and storage backends within log-aggregation systems. This pattern,
    exemplified by Loki and Elasticsearch, ensures that volatile search workloads
    do not degrade raw historical index durability.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Storage Architecture
  - Storage Fundamentals
  - Storage Paradigms
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
  youtube_mosaic: {}
https://thenewstack.io/why-developers-should-learn-kubernetes:
  title: 'thenewstack.io: Why developers should learn kubernetes'
  description: ''
  year: '2021'
  stars: 2
  ai_summary: Analyzes the business and architectural reasons developers must understand
    container orchestrators. Highlights how local-to-cloud parity and declarative
    environment configurations boost team velocity and service reliability.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Fundamentals
  - Advocacy
  - Developer Workflows
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://thenewstack.io/why-do-you-need-istio-when-you-already-have-kubernetes:
  title: "thenewstack.io: Why Do You Need Istio When You Already Have Kubernetes?
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A deep discussion outlining why standard Kubernetes routing resources
    fall short of handling sophisticated application-level routing. Demonstrates how
    Istio implements intelligent weight-based splitting, distributed tracing, and
    zero-trust policies out of the box.
  language: English
  resource_type: Article
  complexity: Low
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Service Mesh
  - Fundamentals
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - istio.md
  youtube_mosaic: {}
https://thenewstack.io/why-kubernetes-has-emerged-as-the-os-of-the-cloud:
  title: 'thenewstack.io: Why Kubernetes Has Emerged as the ‘OS’ of the Cloud'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A conceptual piece detailing how Kubernetes has evolved from a container
    scheduler into the universal control plane for modern cloud infrastructure. Analyzes
    its extensible API design (CRDs) and operator pattern as the core mechanisms enabling
    it to manage storage, VMs, databases, and network topologies uniformly.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://thenewstack.io/why-open-source-project-maintainers-are-reluctant-to-use-digital-signatures-two-factor-authentication:
  title: 'thenewstack.io: Why Open Source Project Maintainers are Reluctant to use
    Digital Signatures, Two-Factor Authentication'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores the workflow friction and usability issues surrounding GPG/SSH
    commit signing and multi-factor authentication (MFA) in open-source projects.
    Examines the trade-offs between supply-chain security mandates and developer velocity.
  language: English
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  hierarchy:
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  - Version Control
  - Security and Authentication
  tags:
  - '[COMMUNITY-TOOL]'
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https://thenewstack.io/will-grafana-become-easier-to-use-in-2022:
  title: 'thenewstack.io: Will Grafana Become Easier to Use in 2022?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Examines Grafana's platform roadmap toward simplifying visual dashboarding,
    query building, and exploration. Focuses on low-barrier UI paradigms to democratize
    data analytics without reducing technical expressiveness.
  language: English
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
  - Observability & Monitoring
  - Grafana Ecosystem
  - User Experience & Usability
  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
  - grafana.md
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https://thenewstack.io/yet-another-log4j-security-problem-appears:
  title: 'thenewstack.io: Yet Another Log4j Security Problem Appears'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This article tracks the emergence of subsequent vulnerabilities discovered
    within early Log4j patch updates. It analyzes why partial mitigations and incomplete
    configurations failed to resolve the issues, highlighting the need for comprehensive
    updates. It provides crucial context for managing complex software supply chain
    threats.
  language: None
  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Security
  - Vulnerabilities
  - Log4j Evolution
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thenewstack.io/yor-automates-tagging-for-infrastructure-as-code:
  title: 'thenewstack.io: Yor Automates Tagging for Infrastructure as Code'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Outlines the capabilities of Yor, an automated tagging engine designed
    to apply consistent metadata to IaC assets (Terraform, CloudFormation). Tracks
    resource ownership, drift, and git commit history through auto-injected tags,
    improving traceability and cloud financial operations (FinOps).
  language: Go
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: a986652d7b5cb4f8f08fd4b5ba434346d871af68c4c6f194e1b5dd537fb5bc12
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  last_checked: 1779032232
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  discovered_at: '2026-05-17T17:37:12.087889+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud-Native Platforms
  - Infrastructure-as-Code
  - Tagging & Auditing
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
https://thenewstack.io/you-dont-need-a-blockchain-you-need-a-time-series-database:
  title: 'thenewstack.io: You Don’t Need a Blockchain, You Need a Time-Series Database'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An analytical architectural article arguing against the systemic misuse
    of blockchain technologies for transactional audit logging. Demonstrates that
    time-series databases provide equivalent historic immutability, superior indexing
    speed, and scalable writes.
  language: N/A
  resource_type: Article
  complexity: Beginner
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Databases
  - Time-Series
  - Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - databases.md
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https://thenewstack.io/zero-trust-security-with-service-mesh:
  title: 'thenewstack.io: Zero-Trust Security with Service Mesh'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: This article explores how a service mesh constructs a zero-trust network
    topology within Kubernetes. By utilizing cryptographic service identity certificates,
    active namespace isolation, and strict SPIFFE/SPIRE integrations, it implements
    seamless mutual TLS authentication (mTLS) across the cluster.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Service Mesh
  - Security
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - servicemesh.md
  youtube_mosaic: {}
https://thenewstack.io/zerolb-a-new-decentralized-pattern-for-load-balancing:
  title: 'thenewstack.io: ZeroLB, a New Decentralized Pattern for Load Balancing'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Introduces the architectural paradigm of ZeroLB, targeting the complete
    elimination of centralized software or hardware load balancers. Shifts proxy decisions
    directly onto local sidecars, minimizing hops and eliminating centralized single
    points of failure.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
  - Infrastructure
  - Networking
  - Load Balancing
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenextweb.com/news/6-practical-tricks-every-python-developer-should-have:
  title: 'thenextweb.com: 6 practical tricks every Python developer should have'
  description: ''
  year: '2016'
  stars: 0
  ai_summary: Explores highly pragmatic coding techniques in Python, including clean
    list comprehensions, multiple assignments, unpacking expressions, and dict lookups
    to streamline backend codebase efficiency and developer onboarding speed.
  language: English
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  discovered_at: '2016-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenextweb.com/news/a-beginners-guide-to-the-most-popular-git-commands:
  title: 'thenextweb.com: A beginner’s guide to the most popular Git commands'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An onboarding guide detailing essential commands such as clone, checkout,
    add, commit, and push. Focuses on safe, non-destructive path manipulations and
    branch tracking configurations to help developers avoid common working directory
    traps.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Version Control
  - Git CLI Basics
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://thenextweb.com/readme/2020/09/23/6-practical-tricks-every-python-developer-should-have:
  title: 'thenextweb.com: 6 practical tricks every Python developer should have'
  description: ''
  year: N/A
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  discovered_at: '2026-05-17T17:24:19.103500+02:00'
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  duplicate_of: https://thenextweb.com/news/6-practical-tricks-every-python-developer-should-have
https://thenextweb.com/syndication/2020/09/02/a-beginners-guide-to-the-most-popular-git-commands:
  title: 'thenextweb.com: A beginner’s guide to the most popular Git commands'
  description: ''
  year: N/A
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  discovered_at: '2026-05-17T17:26:49.388407+02:00'
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  v1_locations:
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  duplicate_of: https://thenextweb.com/news/a-beginners-guide-to-the-most-popular-git-commands
https://thenucleargeeks.com/2021/03/22/introduction-to-pods-in-kubernetes:
  title: 'thenucleargeeks.com: Introduction to Kubernetes Pods'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An educational guide into the foundational anatomy of Kubernetes Pods.
    Explains how Pods map namespaces, IP allocations, and host resources down to execution
    runtimes.
  language: YAML
  resource_type: Technical Blog
  complexity: Beginner
  is_microservice: false
  status: duplicate
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Orchestration
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://www.cloudtechtwitter.com/2022/05/dont-miss-next-article-be-first-to-be.html
https://thenucleargeeks.com/2021/03/28/taints-and-tolerations-in-kubernetes:
  title: 'thenucleargeeks.com: Taints and Tolerations in Kubernetes'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering thenucleargeeks.com:
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  language: English
  resource_type: Reference
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  is_microservice: false
  status: null
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  content_hash: null
  health_score: 80.0
  last_checked: 1779031800
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  discovered_at: '2026-05-17T17:30:00.241631+02:00'
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  hierarchy:
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  tags:
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https://thenucleargeeks.com/2021/06/26/taints-and-tolerations-in-kubernetes-edit:
  title: 'thenucleargeeks.com: Taints and Tolerations in Kubernetes'
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  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering thenucleargeeks.com:
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  language: English
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  content_hash: null
  health_score: 80.0
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  duplicate_of: https://thenucleargeeks.com/2021/03/28/taints-and-tolerations-in-kubernetes
https://therecord.media/nsa-cisa-publish-kubernetes-hardening-guide:
  title: "therecord.media: NSA, CISA publish Kubernetes hardening guide \U0001F31F\U0001F31F"
  description: "- Scan containers and Pods for vulnerabilities or misconfigurations.\n
    \   - Run containers and Pods with the least privileges possible.\n    - Use network
    separation to control the amount of damage a compromise can cause.\n    - Use
    firewalls to limit unneeded network connectivity and encryption to protect confidentiality.\n
    \   - Use strong authentication and authorization to limit user and administrator
    access as well as to limit the attack surface.\n    - Use log auditing so that
    administrators can monitor activity and be alerted to potential malicious activity.\n
    \   - Periodically review all Kubernetes settings and use vulnerability scans
    to help ensure risks are appropriately accounted for and security patches are
    applied."
  year: '2021'
  stars: 0
  ai_summary: Detailed breakdown of the NSA/CISA Kubernetes Hardening Guide. Emphasizes
    container sandboxing, running applications with minimal privilege bounds, and
    dividing networks to limit damage. A vital reference point for regulatory compliance
    projects.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Hardening Standards
  - Government Guidelines
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://therecord.media/uk-government-plans-to-release-nmap-scripts-for-finding-vulnerabilities:
  title: 'therecord.media: UK government plans to release Nmap scripts for finding
    vulnerabilities'
  description: '- [ncsc.gov.uk: Introducing Scanning Made Easy](https://www.ncsc.gov.uk/information/page-removed)
    Trial project makes vulnerability scanning easier.'
  year: '2021'
  stars: 0
  ai_summary: This article outlines a UK National Cyber Security Centre (NCSC) initiative
    to release standardized Nmap scripts under the 'Scanning Made Easy' program. These
    scripts simplify vulnerability identification on public-facing networks. This
    initiative provides security teams with reliable, automated tools for finding
    security weaknesses.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Threat Detection
  - Scanning Utilities
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thevaluable.dev/vim-advanced:
  title: 'thevaluable.dev: A Vim Guide for Advanced Users'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: An excellent advanced guide explaining complex Vim paradigms including
    registers, markers, text objects, global commands, and multi-file project refactoring
    techniques designed to maximize developer efficiency.
  language: English
  resource_type: Tutorial
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Productivity
  - Text Editors
  - Vim
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - linux.md
  youtube_mosaic: {}
https://thewokesalaryman.com/2022/02/11/why-people-leave-even-the-most-high-paying-jobs:
  title: "thewokesalaryman.com: Why people leave even the most high paying jobs \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An illustrated guide detailing why high compensation cannot offset toxic
    team environments or chronic burnout. It highlights the importance of matching
    developer autonomy, boundaries, and alignment over raw salary figures.
  language: English
  resource_type: article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Professional Development
  - Developer Wellness
  - Financial Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - recruitment.md
  youtube_mosaic: {}
https://thinking-cities.readthedocs.io:
  title: Telefonica Thinking Cities
  description: ''
  year: N/A
  stars: 0
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  discovered_at: '2026-05-17T17:12:12.134795+02:00'
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  duplicate_of: https://thinking-cities.readthedocs.io/en/latest
https://thinking-cities.readthedocs.io/en/latest:
  title: Telefonica Thinking Cities
  description: ''
  year: '2026'
  stars: 3
  ai_summary: A comprehensive documentation portal explaining Telefónica's IoT architecture
    and FIWARE-based 'Thinking Cities' platform. It provides guidelines for streaming,
    mapping, and aggregating sensors telemetry to build urban monitoring environments.
  language: English
  resource_type: Documentation Portal
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Domain APIs
  - IoT
  - Smart Cities
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://thinkinglabs.io/talks/2016/10/29/feature-branching-considered-evil.html:
  title: 'thinkinglabs.io: Feature Branching considered Evil'
  description: "- [youtube: Feature Branching is Evil (Thierry de Pauw, Belgium)](https://www.youtube.com/watch?v=h4DM-Wa0aDQ&t=38s&ab_channel=XPDaysUkraine)\n
    \   - Feature branching is again gaining in popularity due to the rise of distributed
    version control systems. Although branch creation has become very easy, it comes
    with a certain cost. Long living branches break the flow of the software delivery
    process, impacting throughput and stability.\n    - This session explores why
    teams are using feature branches, what problems are introduced by using them and
    what techniques exist to avoid them altogether. It explores exactly what’s evil
    about feature branches, which is not necessarily the problems they introduce -
    but rather, the real reasons why teams are using them."
  year: '2016'
  stars: 0
  ai_summary: A critical analysis of the hidden architectural costs of isolated development
    branches. Explains how long-lived branches defer integration testing, increase
    deployment risk, and slow down release cycles, while presenting techniques to
    help teams shift to continuous integration.
  language: Markdown
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: duplicate
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  discovered_at: '2016-06-01T00:00:00+02:00'
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  hierarchy:
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  - Version Control Systems
  - Git Workflows
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://thinkinglabs.io/talks/feature-branching-considered-evil.html
https://thinkinglabs.io/talks/feature-branching-considered-evil.html:
  title: "thinkinglabs.io: Feature Branching considered evil \U0001F31F"
  description: ''
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? https://thomasthornton.cloud/2022/04/13/analyze-your-kubernetes-yaml-files-and-helm-charts-to-ensure-best-practices-using-kuberlinter-in-azure-devops-pipeline
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? https://thomasthornton.cloud/2022/11/09/building-and-deploying-to-an-aks-cluster-using-terraform-and-azure-devops-with-kubernetes-and-helm-providers
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? https://thomasthornton.cloud/2024/01/31/enforcing-kubernetes-best-practices-and-simplifying-kubernetes-configuration-validation-with-kube-linter-and-github-actions
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? https://thomasthornton.cloud/2024/03/28/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform
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https://thomasthornton.cloud/2024/04/25/using-terraform-tfvars-for-environment-agnostic-deployments:
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https://thomasthornton.cloud/deploy-terraform-using-azure-devops:
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https://thomasthornton.cloud/deploy-terraform-using-github-actions-into-azure:
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https://thomasthornton.cloud/deploying-azure-aks-gitops-flux-extension-with-terraform:
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https://thomasthornton.cloud/deploying-mkdocs-to-github-pages-with-github-actions:
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https://thomasthornton.cloud/displaying-terraform-plans-in-github-prs-with-github-actions:
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https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using:
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https://thomasthornton.cloud/ensuring-your-terraform-is-correctly-formatted-using-terraform-fmt-and-github-actions:
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https://thomasthornton.cloud/error-spawn-terraform-enoent-when-running-terraform-in-azure-devops-pipeline:
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https://thomasthornton.cloud/if-elseif-or-else-in-github-actions:
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https://thomasthornton.cloud/scout-suite-reports-using-azure-devops-pipeline:
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https://thomasthornton.cloud/using-terraform-tfvars-for-environment-agnostic-deployments:
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https://thorsten-hans.com/azure-arc-enabled-kubernetes-digital-ocean:
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https://towardsdatascience.com/7-must-know-data-wrangling-operations-with-python-pandas-849438a90d15:
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  ai_summary: Technical deep dive into high-efficiency Pandas data-wrangling techniques.
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https://towardsdatascience.com/a-git-cheatsheet-that-all-coders-need-bf8ad4d91576:
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  ai_summary: Synthesizes essential syntax and common CLI combinations into an easily
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https://towardsdatascience.com/a-kubernetes-architecture-for-machine-learning-web-application-deployments-632f7765ef29:
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  ai_summary: Outlines a highly resilient architectural blueprint for deploying machine
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https://towardsdatascience.com/all-the-important-features-and-changes-in-python-3-10-e3d1fe542fbf:
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  ai_summary: Explores architectural features introduced in Python 3.10, centering
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https://towardsdatascience.com/apache-airflow-architecture-496b9cb28288:
  title: "towardsdatascience.com: Apache Airflow Architecture \U0001F31F"
  description: ''
  year: '2020'
  stars: 3
  ai_summary: An architectural breakdown exploring the foundational components of
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https://towardsdatascience.com/apache-airflow-for-containerized-data-pipelines-4d7a3c385bd:
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  stars: 3
  ai_summary: Explains how to design modern, isolated data ingestion pipelines inside
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  hierarchy:
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https://towardsdatascience.com/at-its-core-hows-a-graph-database-different-from-a-relational-8297ca99cb8f:
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https://towardsdatascience.com/automatically-generate-machine-learning-code-with-just-a-few-clicks-7901b2334f97:
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? https://towardsdatascience.com/build-machine-learning-pipelines-with-airflow-and-mlflow-reservation-cancellation-forecasting-da675d409842
: title: 'towardsdatascience.com: Build Machine Learning Pipelines with Airflow and
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  ai_summary: Describes the convergence of Apache Airflow DAG orchestration with MLflow
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https://towardsdatascience.com/can-githubs-copilot-replace-developers-b89f28007c05:
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  ai_summary: Critically addresses the hypothesis that AI assistants like Copilot
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https://towardsdatascience.com/create-your-first-ci-cd-pipeline-with-jenkins-and-github-6aefe21c9240:
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  ai_summary: Curator Insight identifies this article as a starter guide for constructing
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https://towardsdatascience.com/data-domains-and-data-products-64cc9d28283e:
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https://towardsdatascience.com/datastore-choices-sql-vs-nosql-database-ebec24d56106:
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  ai_summary: A high-density taxonomic guide that compares 12 distinct database variants
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https://towardsdatascience.com/deploying-an-ml-model-with-fastapi-a-succinct-guide-69eceda27b21:
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  ai_summary: A step-by-step technical implementation guide utilizing FastAPI for
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https://towardsdatascience.com/deploying-llm-apps-to-aws-the-open-source-self-service-way-c54b8667d829:
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  ai_summary: Presents a self-service architectural framework for deploying LLM microservices
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https://towardsdatascience.com/fall-in-love-with-your-environment-setup-779dfbf047ba:
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  ai_summary: 'Curator Insight: Promotes a highly optimized local workspace utilizing
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? https://towardsdatascience.com/from-dev-to-deployment-an-end-to-end-sentiment-classifier-app-with-mlflow-sagemaker-and-119043ea4203
: title: 'towardsdatascience.com: From Dev to Deployment: An End to End Sentiment
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  ai_summary: Walks through a complete MLOps workflow deploying a sentiment classifier.
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https://towardsdatascience.com/from-devops-to-mlops-integrate-machine-learning-models-using-jenkins-and-docker-79034dbedf1:
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  ai_summary: This technical guide bridges DevOps and MLOps by demonstrating how to
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https://towardsdatascience.com/from-jupyter-notebooks-to-real-life-mlops-9f590a7b5faa:
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  ai_summary: Addresses the operational chasm between exploratory research in Jupyter
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https://towardsdatascience.com/generating-python-scripts-with-openais-github-copilot-da0b3fdd989:
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  ai_summary: A hands-on exploration demonstrating code generation strategies for
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https://towardsdatascience.com/git-commands-cheat-sheet-software-developer-54f6aedc1c46:
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  ai_summary: 'Curator Insight: Experiential digest detailing high-value commands
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https://towardsdatascience.com/heroku-docker-in-10-minutes-f4329c4fd72f:
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  ai_summary: A deployment guide detailing how to host containerized applications
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https://towardsdatascience.com/how-not-to-use-python-lists-d06cbe8e593:
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https://towardsdatascience.com/how-to-use-sql-cross-joins-5653fe7d353:
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https://towardsdatascience.com/jenkins-for-ci-is-dead-why-do-people-hate-it-and-whats-the-alternative-8d8b6b88fdba:
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https://towardsdatascience.com/kubernetes-serverless-differences-84699f370609:
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https://towardsdatascience.com/master-class-inheritance-in-python-c46bfda63374:
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  ai_summary: 'Curator Insight: Evaluates inheritance concepts in Python including
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    Live Grounding: Deep-dives into subclassing mechanics, resolving method chains
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https://towardsdatascience.com/maximizing-the-utility-of-scarce-ai-resources-a-kubernetes-approach-0230ba53965b:
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https://towardsdatascience.com/memoizing-dataframe-functions-7a27dff532f7:
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https://towardsdatascience.com/overview-of-ui-tools-for-monitoring-and-management-of-apache-kafka-clusters-8c383f897e80:
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https://towardsdatascience.com/practical-introduction-to-postgresql-5f73d3d394e:
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https://towardsdatascience.com/python-iterables-vs-iterators-688907fd755f:
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https://towardsdatascience.com/python-linked-lists-c3622205da81:
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https://towardsdatascience.com/requirements-vs-setuptools-python-ae3ee66e28af:
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? https://towardsdatascience.com/scalable-efficient-big-data-analytics-machine-learning-pipeline-architecture-on-cloud-4d59efc092b5
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https://towardsdatascience.com/step-by-step-approach-to-build-your-machine-learning-api-using-fast-api-21bd32f2bbdb:
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  ai_summary: Practical guide outlining the architectural components needed to design
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https://towardsdatascience.com/the-easiest-way-to-debug-kubernetes-workloads-ff2ff5e3cc75:
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  ai_summary: Practical overview detailing baseline approaches to troubleshooting
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https://towardsdatascience.com/the-strange-size-of-python-objects-in-memory-ce87bdfbb97f:
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  ai_summary: Inspects the underlying memory footprint of native Python objects (ints,
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https://towardsdatascience.com/there-is-more-to-pandas-read-csv-than-meets-the-eye-8654cb2b3a03:
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  ai_summary: Explores advanced configuration options of `pandas.read_csv()`. Focuses
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https://towardsdatascience.com/unlimited-scientific-libraries-and-applications-in-kubernetes-instantly-b69b192ec5e5:
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  ai_summary: Curator Insight explores execution pipelines for scientific workloads
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https://towardsdatascience.com/using-kafka-with-avro-in-python-da85b3e0f966:
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  ai_summary: Technical analysis of schema-driven streaming pipelines using Apache
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https://towardsdatascience.com/work-with-sql-in-python-using-sqlalchemy-and-pandas-cd7693def708:
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https://towardsdatascience.com/you-dont-need-sample-data-you-need-python-faker-fa87c2a119a9:
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  ai_summary: 'Curator Insight: Explores synthetic data generation for testing pipelines
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https://towardsdatascience.com/you-should-use-this-to-visualize-sql-joins-instead-of-venn-diagrams-ede15f9583fc:
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https://towardsdatascience.com/yq-mastering-yaml-processing-in-command-line-e1ff5ebc0823:
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https://vectorized.io:
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https://waswani.medium.com/microservices-data-sharing-using-database-an-antipattern-35e0196ee2ad:
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  ai_summary: 'A curated technical resource and architectural guide covering waswani.medium.com:
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https://web.archive.org/web/20160716182152/http://cloudacademy.com/blog/cloud-computing-salary:
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? https://web.archive.org/web/20240204010037/http://www.michaelburge.us/2017/09/10/injecting-shellcode-to-speed-up-amazon-redshift.html
: title: Injecting a Chess Engine into Amazon Redshift
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https://webhookrelay.com/blog/2017/11/23/github-jenkins-guide:
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  duplicate_of: https://webhookrelay.com/blog/github-jenkins-guide
https://webhookrelay.com/blog/github-jenkins-guide:
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https://webhooks.app:
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https://webpagetest.org:
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  ai_summary: A curated technical resource and architectural guide covering webpagetest.org
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https://writersbyte.com/4-key-python-data-structures-e-very-beginner-must-know:
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? https://www.20minutos.es/tecnologia/actualidad/amazon-web-services-vuelve-a-romper-internet-se-ha-caido-ya-tres-veces-en-el-mismo-mes-y-le-llueven-las-criticas-4931834
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https://www.accurics.com/blog/terrascan-blog/terraform-security-improving-iac-scans-with-terraform-plan-output:
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  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
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  status: duplicate
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  hierarchy: []
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  v1_locations:
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  duplicate_of: https://www.ansible.com
https://www.ansible.com/products/automation-services-catalog:
  title: 'ansible.com: Automation services catalog, the newest addition to the Ansible''
    Automation Platform'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: 1f2be9e4a54c3c09d38c4f816e569c9d6d61d91946b8438789034eb7be2bb3d4
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  last_checked: 1779030390
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  discovered_at: '2026-05-17T17:06:30.905528+02:00'
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  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
  - docs/ansible.md
  v2_locations: []
  youtube_mosaic: {}
  duplicate_of: https://www.redhat.com/en/technologies/management/ansible
https://www.ansible.com/products/tower:
  title: Ansible Tower
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: online
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  last_checked: 1779032282
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  discovered_at: '2026-05-17T17:38:02.468831+02:00'
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  company: null
  geo_region: null
  hierarchy: []
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  v1_locations:
  - docs/ansible.md
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https://www.ansible.com/resources/whitepapers/ansible-in-depth:
  title: 'ansible.com: Ansible whitepaper'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: This authoritative whitepaper dissects Ansible's agentless, push-based
    architecture, demonstrating its reliance on standard SSH and WinRM for secure,
    low-overhead execution. It illustrates how declarative YAML playbooks drive idempotent
    configuration management and orchestration across hybrid infrastructure. Essential
    for Site Reliability Engineers, the text bridges foundational automation concepts
    with enterprise-scale Day-2 operational realities.
  language: English
  resource_type: Whitepaper
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 440d1522e09abda13d45d5d1fe8d4299c86215e0c2daf0bb0c8a4e587fdb69f5
  health_score: 100.0
  last_checked: 1779033421
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:57:01.800223+02:00'
  last_ai_eval: '2026-08-15T10:16:20.490276+02:00'
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Configuration Management
  - Ansible
  - Architecture & Orchestration
  tags:
  - '[CASE STUDY]'
  - '[ENTERPRISE-STABLE]'
  v1_locations:
  - docs/ansible.md
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
  is_special: false
  impact_score: 88
  debate_log:
    url: https://www.ansible.com/resources/whitepapers/ansible-in-depth
    title: 'ansible.com: Ansible whitepaper'
    initial_score: 80
    final_consensus_score: 88
    fast_pass: true
    justification: Provides high SRE value through robust configuration management
      and infrastructure automation techniques. Security benefits from the agentless
      design, minimizing edge attack surfaces. However, Developer DX is somewhat constrained
      by the limitations of YAML-based DSLs for complex, logic-heavy infrastructure
      coding compared to modern programmatic IaC frameworks.
    timestamp: '2026-08-15T08:17:15.910372'
    final_tags:
    - ENTERPRISE-STABLE
    - GUIDE
    - IAC
    - CONFIGURATION-MANAGEMENT
    - AUTOMATION
    refined_summary: This authoritative whitepaper dissects Ansible's agentless, push-based
      architecture, demonstrating its reliance on standard SSH and WinRM for secure,
      low-overhead execution. It illustrates how declarative YAML playbooks drive
      idempotent configuration management and orchestration across hybrid infrastructure.
      Essential for Site Reliability Engineers, the text bridges foundational automation
      concepts with enterprise-scale Day-2 operational realities.
    content_hash: d4ddb3ff3f8de958411f450072c973bbfcb54366ef6eee127ead5e18c23f6f02
https://www.ansiblefordevops.com:
  title: ansiblefordevops.com
  description: ''
  year: '2025'
  stars: 0
  ai_summary: Companion portal for "Ansible for DevOps" by Jeff Geerling, widely recognized
    as the definitive handbook on automation. It provides architectural examples,
    source repositories, and deployment guides covering bare-metal, VM, and cloud
    environments.
  language: N/A
  resource_type: Book Companion
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Ansible
  - Education
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.ansibleforkubernetes.com:
  title: "ansibleforkubernetes.com \U0001F31F"
  description: ''
  year: '2025'
  stars: 0
  ai_summary: Reference site for Jeff Geerling's "Ansible for Kubernetes" book. It
    showcases advanced architectural patterns using Ansible to orchestrate cloud-native
    Kubernetes systems, write custom operators, and manage application lifecycles
    inside pods.
  language: N/A
  resource_type: Book Companion
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Container Orchestration
  - Kubernetes
  - Ansible Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  - kubectl-commands.md
  youtube_mosaic: {}
https://www.anthropic.com/engineering/how-we-contain-claude:
  title: How We Contain Claude Across Products
  description: An engineering deep-dive into sandboxing, gVisor containers, and security
    boundaries at Anthropic.
  year: '2026'
  stars: 4
  ai_summary: 'A highly transparent, authoritative engineering analysis by Anthropic
    detailing the multi-tiered sandboxing techniques used to secure Claude.

    - **Architectural Value**: Addresses the security blast radius of autonomous AI
    agents interacting with environments.

    - **Key Features**: Contrasts the use of gVisor for claude.ai, Seatbelt/Bubblewrap
    for Claude Code, and full hypervisor virtual machines for Cowork.

    - **Technical Significance**: Breaks down historical security breaches (e.g.,
    domain-based egress bypasses and config parsing injection), establishing best
    practices for implementing robust agent egress filters and least-privilege mounts.'
  language: en
  resource_type: article
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: f9b1830b5fcde2d73a52801c4316f641493d4a51b76af3ba6b3e4d7daaa65a50
  health_score: null
  last_checked: 1780352544
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:22:24.370655+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI Security
  - Agent Sandboxing
  - Container Security
  - Anthropic Containment Strategy
  tags:
  - '[DE FACTO STANDARD]'
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Widely praised on Reddit and Hacker News as one of the most
    transparent, high-depth security analyses of AI agent containment and sandboxing
    architecture.
  social_preview_url: https://cdn.sanity.io/images/4zrzovbb/website/82d2262129af025d98a46411fbd42ee970a95cb4-2400x1260.heif
  source_provenance: X.com (AnthropicAI)
  suggested_new_category: ''
https://www.anthropic.com/news/anthropic-acquires-stainless:
  title: Anthropic Acquires Stainless to Accelerate SDK and MCP Tooling
  description: Anthropic's strategic acquisition of Stainless, a developer tools startup
    specializing in automated, production-ready SDK and Model Context Protocol (MCP)
    server generation, aiming to enhance developer integration and agent connectivity
    for Claude.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: This acquisition secures a crucial developer-facing
    SDK and protocol generation layer that rival models previously leveraged.


    Live Grounding: Official announcements verify that Stainless converts API specifications
    into production-ready SDKs across TypeScript, Python, Go, and Java, while natively
    facilitating token-efficient Model Context Protocol (MCP) server generation, directly
    scaling Claude''s agentic integrations.'
  language: en
  resource_type: news
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: abb25de57e6b3068744c0e9f0108f10b3c5cc6db1a91c0e425a9ab655fff3ae3
  health_score: null
  last_checked: 1780352158
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:15:58.263314+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI
  - Developer Tools
  - SDK Generation
  - Model Context Protocol
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly praised developer tool ecosystem; strategic acquisition
    by Anthropic validated by top-tier community engagement.
  social_preview_url: https://www.anthropic.com/api/opengraph-illustration?name=Node%20Shapes&amp;backgroundColor=coral
  source_provenance: X.com (AnthropicAI)
  suggested_new_category: ''
https://www.anthropic.com/news/chris-olah-pope-leo-encyclical:
  title: Anthropic co-founder Chris Olah's remarks on Pope Leo XIV's encyclical "Magnifica
    humanitas"
  description: Full remarks of Anthropic co-founder Chris Olah at the Vatican City
    presentation of Pope Leo XIV's AI encyclical, addressing the commercial, geopolitical,
    and ethical incentives of frontier AI labs.
  year: '2026'
  stars: 4
  ai_summary: This address by Anthropic co-founder Chris Olah outlines the structural
    incentives, competitive pressures, and ethical imperatives facing frontier AI
    labs in the wake of Pope Leo XIV's encyclical, 'Magnifica humanitas.' It argues
    that commercial, geopolitical, and personal ambitions often conflict with safety
    mandates, requiring independent, values-driven external oversight. Olah advocates
    for sustained, multi-faith and multi-disciplinary ethical dialogue to constrain
    and guide model alignment toward human flourishing.
  language: en
  resource_type: article
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 19ca05ba34231874a8ebc3bc6df7d2eb4efcebab918633e45ef7eded5f6253b5
  health_score: null
  last_checked: 1780352561
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:22:41.468464+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI and Agents
  - AI Safety
  - AI Ethics and Alignment
  tags:
  - '[CASE STUDY]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Official address by Anthropic co-founder Chris Olah regarding
    AI ethics and papal encyclical Magnifica Humanitas.
  social_preview_url: https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Quill&amp;backgroundColor=heather
  source_provenance: X.com (AnthropicAI)
  suggested_new_category: ''
https://www.anthropic.com/news/model-context-protocol:
  title: 'anthropic.com: Introducing the Model Context Protocol'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Anthropic's release document introducing the Model Context Protocol
    (MCP), an open-standard protocol enabling LLM agents to securely interact with
    external tools and data sources. MCP standardizes the JSON-RPC interface between
    hosts and servers, resolving the integration fragmentation that previously plagued
    generative AI integrations and agentic workflows.
  language: None
  resource_type: Announcement
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI Engineering
  - Model Context Protocol
  - Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ai-agents-mcp.md
  youtube_mosaic: {}
https://www.anthropic.com/news/series-h:
  title: Anthropic raises $65B in Series H funding at $965B post-money valuation
  description: Anthropic closes a historic $65 billion Series H funding round on the
    back of crossing a self-reported $47 billion annualized revenue run-rate.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: A monumental capital event that officially positions
    Anthropic as the highest-valued private AI laboratory in the world, shifting the
    market landscape past OpenAI. Live Grounding (MCP): Market analysis highlights
    that this $65 billion injection directly fuels massive infrastructure expansions
    (including 5GW contracts with Amazon and Google Cloud) and supports the deep enterprise
    adoption of Claude Code and long-running agent workflows.'
  language: English
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 8597fd0a1712740dc882882bea9dc7ff58ed27e9a03c44627f329206d3c1749e
  health_score: null
  last_checked: 1780352705
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:25:05.314657+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI and Machine Learning
  - Industry News
  - Corporate Milestones
  tags:
  - CASE STUDY
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: A massive, widely vetted market event covered by major tech
    and finance journals, establishing Anthropic's unprecedented commercial and technical
    growth.
  social_preview_url: https://www.anthropic.com/api/opengraph-illustration?name=Object%20Growth&amp;backgroundColor=coral
  source_provenance: X.com (AnthropicAI)
  suggested_new_category: ''
https://www.anthropic.com/news/widening-conversation-ai:
  title: Widening the conversation on frontier AI
  description: Anthropic details its ongoing dialogues with scholars, philosophers,
    clergy, and ethicists exploring how of model values and 'good' character form
    in AI assistants.
  year: '2026'
  stars: 4
  ai_summary: '**Curator Insight:** Anthropic outlines the crucial intersection of
    technical model alignment, structural safety feedback loops, and humanistic value
    systems.

    **Live Grounding:** This official news brief chronicles Anthropic’s structured
    dialogues with philosophers, clergy, and ethicists to design robust constitutional
    parameters for frontier systems.

    *   **Architectural Value:** Demonstrates how non-technical ethical constraints
    are systematically translated into model training guidelines and reward structures.

    *   **Technical Takeaways:** Focuses on character formation mechanisms, reducing
    bias drift, and defining the systemic boundaries of autonomous model behavior.'
  language: en
  resource_type: article
  complexity: intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 6059c274c1d5597510ae25587a007167549872986a3c6464ef2396b44b6a1422
  health_score: null
  last_checked: 1780352272
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:17:52.994106+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - AI Safety
  - AI Ethics and Governance
  tags:
  - EMERGING
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly vetted. Official Anthropic communications focusing on
    policy and AI alignment, widely praised in the safety community.
  social_preview_url: https://www.anthropic.com/api/opengraph-illustration?name=Object%20Chat&amp;backgroundColor=sky
  source_provenance: X.com (AnthropicAI)
  suggested_new_category: ''
https://www.anthropic.com/research/glasswing-initial-update:
  title: 'Project Glasswing: An initial update - Anthropic'
  description: Anthropic's first empirical progress report on Project Glasswing, an
    alliance using Claude Mythos Preview to discover and secure critical global software
    vulnerabilities.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: Anthropic''s Project Glasswing provides the first
    massive empirical demonstration of AI-driven defensive security pipelines, uncovering
    over 10,000 high- or critical-severity issues in critical systems.


    Live Grounding: By deploying the unreleased Claude Mythos Preview model with commercial
    partners, the project highlights that the ultimate bottleneck in software security
    has shifted from vulnerability identification to the speed of validation, disclosure,
    and patching.'
  language: English
  resource_type: Research
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: bc149ddf48eb86e5ce09c06595272e7392a66e6af8e646327b774d582c48fc74
  health_score: null
  last_checked: 1780352404
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:20:04.147713+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - AI Security
  - Vulnerability Discovery
  tags:
  - EMERGING
  - CASE STUDY
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: devsecops
  reputation_status: Vetted
  reputation_summary: Highly cited, groundbreaking industry research publication with
    wide coverage across cybersecurity and engineering sectors.
  social_preview_url: https://cdn.sanity.io/images/4zrzovbb/website/8831fc381f1087ce855b4fbb4f080b2685ea38ec-1200x630.jpg
  source_provenance: X.com (AnthropicAI)
  suggested_new_category: ''
https://www.apidays.co/api-landscape:
  title: API Landscape
  description: ''
  year: N/A
  stars: 0
  ai_summary: A curated technical resource and architectural guide covering API Landscape
    in the Kubernetes Tools ecosystem.
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779032832
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:47:12.948028+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/developerportals.md
  v2_locations:
  - developerportals.md
  youtube_mosaic: {}
https://www.apmdigest.com/aiops-itops-1:
  title: 'apmdigest.com: What Can AIOps Do For IT Ops? - Part 1'
  description: "- [apmdigest.com: What Can AIOps Do For IT Ops? - Part 2](https://www.apmdigest.com/aiops-itops-2)\n
    \   - [apmdigest.com: What Can AIOps Do For IT Ops? - Part 3](https://www.apmdigest.com/aiops-itops-3)\n
    \   - [apmdigest.com: What Can AIOps Do For IT Ops? - Part 4](https://www.apmdigest.com/aiops-itops-4)\n
    \   - [apmdigest.com: What Can AIOps Do For IT Ops? - Part 5](https://www.apmdigest.com/aiops-itops-5)"
  year: '2023'
  stars: 0
  ai_summary: A comprehensive five-part industry series highlighting how AIOps restructures
    modern IT Operations. Explores the migration from reactive monitoring to predictive
    modeling, showing how cognitive analytics can prevent systemic downtime.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Architecture
  - AIOps & Observability
  - Strategic IT Ops
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ai.md
  youtube_mosaic: {}
https://www.apmdigest.com/aiops-itops-2:
  title: 'apmdigest.com: What Can AIOps Do For IT Ops? - Part 2'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: 5968efa8cf63df77418ef9a77ac40adf18faa2a32d88bf1b6f76bb241053c003
  health_score: 100.0
  last_checked: 1779034346
  needs_ai_refresh: false
  discovered_at: '2026-05-17T18:12:26.272717+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
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  v2_locations: []
  youtube_mosaic: {}
  duplicate_of: https://www.apmdigest.com/aiops-itops-1
https://www.apmdigest.com/aiops-itops-3:
  title: 'apmdigest.com: What Can AIOps Do For IT Ops? - Part 3'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: 69b1d4bac50f785742b7cf12e54167eb4eb1d76bbcd159563b6a43d402e0f6e3
  health_score: 100.0
  last_checked: 1779031266
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:21:06.823898+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
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  v2_locations: []
  youtube_mosaic: {}
  duplicate_of: https://www.apmdigest.com/aiops-itops-1
https://www.apmdigest.com/aiops-itops-4:
  title: 'apmdigest.com: What Can AIOps Do For IT Ops? - Part 4'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
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https://www.arthurkoziel.com/validate-helm-chart-values-with-json-schemas:
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https://www.atareao.es/ubuntu/tuneles-ssh:
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  ai_summary: An insightful engineering case study analyzing Atlassian's implementation
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https://www.atlassian.com/blog/artificial-intelligence/research-with-rovo-dev:
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    - Maps user quotes directly against established strategic hypotheses and competitor
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    - Maintains strict human oversight, allowing stakeholders to validate AI-generated
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  hierarchy:
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  - '[EMERGING]'
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  v2_locations: []
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  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Highly regarded case study detailing Rovo Dev's capabilities
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https://www.atlassian.com/blog/atlassian-engineering/rovo-creation-canvas:
  title: 'Creating with Rovo: How We Built a Collaborative AI Canvas'
  description: An engineering deep-dive on constructing Rovo's collaborative canvas
    for real-time document and database co-creation between humans and AI.
  year: '2026'
  stars: 4
  ai_summary: 'An in-depth engineering breakdown of Atlassian Rovo''s collaborative
    AI canvas architecture. The article details how developers solved challenges surrounding
    real-time, multi-modal human-agent collaboration across diverse document and database
    schemas.


    * **Architecture Choices**: Explores the engineering selection of ADF, SVG, and
    CSV formats over generic raw markdown.

    * **Streaming Infrastructure**: Unpacks the technical mechanisms that allow Rovo
    to stream live updates and recursive edits directly into active workspaces safely.'
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  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
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  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - AI Integrations
  - Collaborative Canvases
  tags:
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  - '[CASE STUDY]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  impact_score: 85
  reputation_status: Vetted
  reputation_summary: Highly trusted official engineering blog post from Atlassian
    details the design principles of their collaborative canvas.
  social_preview_url: https://atlassianblog.wpengine.com/wp-content/uploads/2026/04/fy26-sil-engblog-37-1120x545_@2x-1560x760-1.png
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  suggested_new_category: ai
https://www.atlassian.com/blog/bitbucket/setting-up-a-ci-cd-pipeline-with-spring-mvc-jenkins-and-kubernetes-on-aws:
  title: 'bitbucket.org: setting up a cicd pipeline with spring mvc and kubernetes
    on aws'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Outlines constructing a complete continuous integration pipeline using
    Bitbucket, Jenkins, and AWS EKS. Covers maven compilation, Docker Hub image pushes,
    and automated rolling deployments on target host nodes.
  language: Groovy
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Jenkins-based CI-CD
  - AWS & Jenkins
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://www.atlassian.com/blog/company-news/cursor-in-jira:
  title: Introducing Cursor in Jira - Inside Atlassian
  description: Atlassian details how teams can assign work items directly to Cursor
    from within Jira, triggering a cloud agent to write code and open PRs.
  year: '2026'
  stars: 4
  ai_summary: Atlassian introduces native support for assigning Jira work items directly
    to the Cursor AI agent, minimizing context switching for development teams. When
    tickets are assigned or @Cursor is mentioned in Jira, a cloud-based Cursor agent
    automatically spins up, analyzes the codebase, implements necessary fixes, and
    raises pull requests. This deep integration allows developers and product owners
    to steer autonomous coding agents directly from the issue tracker.
  language: English
  resource_type: blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
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  discovered_at: '2026-06-02T00:18:22.456769+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - AI Curation
  - Agent Orchestration
  - Atlassian Ecosystem
  tags:
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  - EMERGING
  v1_locations: []
  v2_locations: []
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  category: project-management-tools
  reputation_status: Vetted
  reputation_summary: Highly acclaimed enterprise integration by Atlassian and Cursor,
    bridging project management with autonomous code execution.
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  suggested_new_category: ''
https://www.atlassian.com/blog/developer/automating-mutation-coverage-with-ai:
  title: Automating Mutation Coverage with AI
  description: Inside Atlassian's journey to automate unit test mutation testing across
    large Java codebases using an AI assistant.
  year: '2026'
  stars: 4
  ai_summary: An in-depth engineering case study from Atlassian's Jira Platform teams
    on leveraging Rovo Dev CLI and an AI-driven, dev-in-the-loop assistant to scale
    mutation testing. The automated workflow parses mutation reports, prioritizes
    classes, and auto-generates project-aware tests. This implementation helped teams
    reach 80%+ mutation coverage while reducing manual testing overhead by 70%.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
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  discovered_at: '2026-06-02T13:33:02.211780+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Mutation Testing
  - AI-Assisted Engineering
  tags:
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  - ENTERPRISE-STABLE
  v1_locations: []
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  category: qa
  impact_score: 88
  reputation_status: Vetted
  reputation_summary: Highly vetted engineering blog post showcasing active development
    strategies in enterprise testing.
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https://www.atlassian.com/blog/focus/evolution-of-spm-report:
  title: 'Atlassian SPM Research: Why Strategic Execution Fails to Align with Delivery'
  description: Analysis of the 'Clarity Trap' based on research of 308 senior enterprise
    leaders exploring why organizational alignment lags behind strategic reviews.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight:** Aligning high-level organizational strategies
    with execution systems is a perennial bottleneck, particularly when planning cycles
    remain decoupled from active code-delivery repositories.

    * **Live Grounding (MCP):** Surveying over 300 enterprise leaders, Atlassian reveals
    a systemic disconnect: despite 80% reporting strategic clarity, a mere 11% possess
    automated trace links between active development branches and portfolio milestones,
    suggesting a critical shift toward integrated agile data planes.'
  language: en
  resource_type: blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
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  discovered_at: '2026-06-02T00:15:38.621976+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Strategic Portfolio Management
  - Delivery Operations
  - Value Stream Management
  tags:
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  v1_locations: []
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  category: project-management-methodology
  reputation_status: Vetted
  reputation_summary: Atlassian's researched State of Strategic Portfolio Management
    report, well-received by Agile and SRE practitioners.
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https://www.atlassian.com/collections/service/ai-maturity-model:
  title: AI Service Management Readiness Assessment | Atlassian
  description: An interactive evaluation tool and maturity model developed by Atlassian
    to baseline and upgrade AI service management and ITSM integration readiness.
  year: '2026'
  stars: 4
  ai_summary: '### Curator Insight

    This assessment tool provides an actionable framework for teams evaluating their
    transition to AI-assisted IT Service Management (ITSM). Designed by Atlassian,
    it measures readiness across data workflows, automation trust, and human-in-the-loop
    validation. It delivers personalized recommendations for integrating intelligent
    agents into Jira Service Management, facilitating optimized incident response
    and service delivery.'
  language: English
  resource_type: Tool / Assessment
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 1a2f0e394d1342bef55cb3e3918e040667115f5533b5ed7af5da50726bda12b3
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  discovered_at: '2026-06-02T14:01:42.549065+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - IT Service Management
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  - Maturity Frameworks
  tags:
  - GUIDE
  - ENTERPRISE-STABLE
  v1_locations: []
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  youtube_mosaic: {}
  category: ai-agents-mcp
  impact_score: 81
  reputation_status: Vetted
  reputation_summary: Official Atlassian framework. Highly regarded by IT and DevOps
    managers as an objective roadmap for evaluating and implementing AI capabilities
    in Jira-based service models.
  social_preview_url: ''
  source_provenance: X.com (Atlassian)
  suggested_new_category: project-management-tools
https://www.atlassian.com/continuous-delivery:
  title: Atlassian CI/CD
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Atlassian's comprehensive continuous delivery paradigm. Discusses architectural
    patterns of connecting code repositories, ticket tracking engines, and automated
    execution agents to provide a unified software lifecycle metrics loop.
  language: N/A
  resource_type: Platform
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - CI-CD Platforms
  - Enterprise DevOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.atlassian.com/customers/schaeffler:
  title: Schaeffler accelerates and innovates on Atlassian Cloud
  description: Case study of German automotive component manufacturer Schaeffler's
    migration to Atlassian Cloud, improving productivity using AI agents.
  year: '2026'
  stars: 4
  ai_summary: 'An enterprise success story detailing the cloud migration and platform
    modernization strategy executed by automotive component manufacturer Schaeffler.

    * Explains the methodology behind unifying legacy platforms post-merger with Vitesco
    Technologies into a single Atlassian Cloud System of Work.

    * Shows how integrating Atlassian Rovo enabled the deployment of secure AI agents
    to automate workflows, optimize cross-app searches, and group Confluence assets.'
  language: en
  resource_type: case-study
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
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  last_checked: 1780352686
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  discovered_at: '2026-06-02T00:24:46.744506+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Enterprise Systems
  - Cloud Migration
  - Agile Processes
  - AI Automation
  tags:
  - CASE STUDY
  - ENTERPRISE-STABLE
  v1_locations: []
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  category: customer
  reputation_status: Vetted
  reputation_summary: Standard corporate success case study documenting Atlassian's
    enterprise-grade multi-tool migrations.
  social_preview_url: ''
  source_provenance: X.com (Atlassian)
  suggested_new_category: case-studies
https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet:
  title: Atlassian Git Cheatsheet
  description: ''
  year: '2018'
  stars: 0
  ai_summary: Atlassian's reference cheatsheet detailing basic and advanced Git operations.
    Provides quick access to commands for cloning, staging, merging, rebasing, and
    troubleshooting common version-control issues.
  language: Markdown
  resource_type: Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Version Control Systems
  - Git Operations
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  - git.md
  youtube_mosaic: {}
https://www.atlassian.com/git/tutorials/comparing-workflows:
  title: "atlassian.com: Comparing Workflows \U0001F31F"
  description: ''
  year: '2022'
  stars: 1
  ai_summary: Evaluates and contrasts popular branch integration workflows (Centralized,
    Feature Branch, Gitflow, Forking). This guide highlights structural pros, cons,
    and appropriate environments for each pattern, serving as a standard resource
    for teams defining their Git branching strategies.
  language: English
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Version Control
  - Development Models
  - Branching Strategy
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.atlassian.com/git/tutorials/comparing-workflows/gitflow-workflow:
  title: 'atlassian.com: Gitflow Workflow'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Atlassian's classic git tutorial on Gitflow, outlining its mechanics,
    workflows, and common command patterns. It contrasts this highly structured model
    with alternative setups, helping teams choose the right balance between isolation
    and continuous integration.
  language: Markdown
  resource_type: Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.atlassian.com/git/tutorials/gitops:
  title: 'atlassian.com: Is GitOps the next big thing in DevOps?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines GitOps from a broader DevOps perspective, showing how Git-based
    review approvals improve developer velocity and security auditing. It illustrates
    how using pull requests for infrastructure configuration builds collaboration
    between engineering teams. This cultural alignment is key to successful modern
    cloud adoptions.
  language: None
  resource_type: Technical Blog
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Application Delivery
  - Continuous Deployment
  - GitOps
  - DevOps Culture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://www.atlassian.com/remote:
  title: atlassian.com/remote
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
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  health_score: 100.0
  last_checked: 1779034323
  needs_ai_refresh: false
  discovered_at: '2026-05-17T18:12:03.028858+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
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  v1_locations:
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  v2_locations: []
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  duplicate_of: https://www.atlassian.com/solutions/distributed
https://www.atlassian.com/software/bamboo:
  title: Bamboo
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Atlassian's classic on-premises CI/CD server. Featuring tight, direct
    links to Jira and Bitbucket repositories, Bamboo maps sophisticated deployment
    workflows and releases, although it carries higher VM-management overhead relative
    to container-native tools.
  language: Java
  resource_type: Platform
  complexity: High
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - CI-CD Platforms
  - Enterprise DevOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins-alternatives.md
  youtube_mosaic: {}
https://www.atlassian.com/software/compass:
  title: Atlassian Compass
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Atlassian Compass is a developer portal designed to map distributed
    software architecture, track dependencies, and gauge health metrics. Connects
    disparate tools, logs team ownership, and automates operational scorecard checks
    within Atlassian's software suite.
  language: English
  resource_type: SaaS Platform
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - IDP Tooling
  - Enterprise Portals
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.atlassian.com/software/confluence:
  title: Atlassian Confluence
  description: '- [nightfall.ai: Is Atlassian Cloud HIPAA Compliant?](https://www.nightfall.ai/blog/atlassian-cloud-hipaa-compliant)
    HIPAA stands for Health Insurance Portability and Accountability Act, the standard
    for sensitive patient data protection.'
  year: '2026'
  stars: 0
  ai_summary: Enterprise corporate wiki and collaborative document editor platform.
    Helps development teams compile, search, and maintain technical wikis, sprint
    retrospectives, and Architecture Decision Records (ADRs).
  language: English
  resource_type: Website
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Documentation
  - Knowledge Base
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.atlassian.com/software/jira:
  title: Jira
  description: '- [Transition Jira issues on merge](https://www.atlassian.com/blog/app/bitbucket)
    Check out the latest'
  year: '2026'
  stars: 0
  ai_summary: Industry-standard agile project management and issue-tracking platform.
    Widely integrated with Git providers and CI/CD triggers to coordinate work items
    across scale-out software development and platform engineering teams.
  language: English
  resource_type: Website
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Agile Platforms
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.atlassian.com/software/loom/download:
  title: Loom Desktop App Download
  description: Use Loom to record quick videos of your screen and camera.
  year: '2026'
  stars: 4
  ai_summary: The official desktop application download portal for Loom, an asynchronous
    video recording tool. It allows software development and operations teams to record
    screens, share technical walk-throughs, and document system workflows without
    scheduling live, synchronous meetings, increasing team alignment in remote engineering
    environments.
  language: en
  resource_type: tools
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 0133dee472bf459a0be0af31076f3e32cae971f27fca7e6074d3a3bc7dc2e1e3
  health_score: null
  last_checked: 1780352292
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  discovered_at: '2026-06-02T00:18:12.588483+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Asynchronous Collaboration
  - Developer Tools
  tags:
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  v1_locations: []
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  youtube_mosaic: {}
  category: workfromhome
  reputation_status: Vetted
  reputation_summary: Ubiquitous and highly trusted asynchronous communication video
    recording tool widely used in distributed technical teams.
  social_preview_url: ''
  source_provenance: X.com (Atlassian)
  suggested_new_category: ''
https://www.atlassian.com/solutions/distributed:
  title: atlassian.com/remote
  description: ''
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https://www.botplayautomation.com/post/types-of-software-testing:
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  ai_summary: 'A curated technical resource and architectural guide covering botplayautomation.com:
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https://www.brainboard.co:
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  ai_summary: A collaborative visual cloud architecture platform that lets teams design
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https://www.btw.so/open-source-alternatives:
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  ai_summary: A comprehensive database index mapping popular proprietary SaaS applications
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https://www.buchatech.com/2022/08/a-guide-to-navigating-the-aks-enterprise-documentation-scripts:
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  ai_summary: A comprehensive index highlighting central enterprise architecture runbooks,
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https://www.bundeswirtschaftsministerium.de/Redaktion/EN/Dossier/gaia-x.html:
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  ai_summary: German Federal Ministry dossier presenting Gaia-X's vision for data
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https://www.bunnyshell.com/blog/disaster-recovery-devops:
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https://www.bunnyshell.com/blog/gitops-vs-devops:
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https://www.buoyant.io/blog/kubernetes-network-policies-with-cilium-and-linkerd:
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  stars: 0
  ai_summary: Architectural integration study detailing how to combine Cilium's efficient
    L3/L4 eBPF security policies with Linkerd's lightweight L7 mutual TLS encryption.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Networking
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  - Linkerd & Cilium
  tags:
  - '[COMMUNITY-TOOL]'
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https://www.buoyant.io/blog/locking-down-network-traffic-between-kubernetes-namespaces:
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    between Kubernetes namespaces'
  description: ''
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  stars: 3
  ai_summary: Illustrates zero-trust isolation on Kubernetes using Linkerd. Focuses
    on setting up strict cross-namespace network boundaries and enforcing default-deny
    rules across security zones.
  language: Rust
  resource_type: article
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  status: online
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
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https://www.buoyant.io/blog/multi-cluster-multi-region-setup-using-linkerd-service-mesh:
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  year: '2022'
  stars: 4
  ai_summary: An in-depth guide to multi-region architectures with Linkerd. Focuses
    on setting up secure communication boundaries across regions, setting up multi-region
    failovers, and keeping latency low.
  language: Rust
  resource_type: documentation
  complexity: Advanced
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  status: online
  addition_method: manual
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  hierarchy:
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  tags:
  - '[ENTERPRISE-STABLE]'
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https://www.buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12:
  title: 'buoyant.io: Upgrading to Linkerd 2.12: Zero-trust-ready route-based policy,
    Gateway API, access logging'
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  year: '2022'
  stars: 4
  ai_summary: Covers upgrading to Linkerd 2.12. Features route-based policy rules
    aligned with the Kubernetes Gateway API, advanced request logging, and robust
    zero-trust boundary controls.
  language: Rust
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  addition_method: manual
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  hierarchy:
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https://www.businessinsider.com/amazon-reason-for-layoffs-former-senior-tech-leader-2023-5:
  title: 'businessinsider.com: I''m an ex-Amazon senior leader. Here''s why layoffs
    keep happening and why ambitious managers are fueling them'
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  year: '2023'
  stars: 4
  ai_summary: A critical insider look at how aggressive scaling incentives in hyper-growth
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  resource_type: Analysis
  complexity: Advanced
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  status: online
  addition_method: manual
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  hierarchy:
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https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5:
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  year: '2026'
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  ai_summary: This analytical piece covers the emerging industry backlash against
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    Claude Code budget by April 2026) without observable proportional increases in
    user-facing features or developer productivity. A crucial reference for FinOps
    leaders formulating budget limits, trace metrics, and ROI benchmarks for enterprise
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  hierarchy:
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https://www.businessinsider.es/9-factores-repercuten-felicidad-trabajador-352445:
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  stars: 0
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https://www.businessinsider.es/desarrollo-profesional/9-factores-repercuten-felicidad-trabajador-352445:
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  ai_summary: 'Curator Insight: Examines nine primary factors contributing to happiness
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    autonomy, psychological safety, and meaningful work as key drivers to minimize
    technical debt and turnover within engineering groups.'
  language: es
  resource_type: Article
  complexity: Beginner
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https://www.businessinsider.es/desarrollo-profesional/explicacion-steve-jobs-buenos-empleados-renuncian-trabajo-1137601:
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  year: '2022'
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  ai_summary: Explores Steve Jobs' legendary perspective on talent retention, emphasizing
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    governance structures where system quality and customer outcomes dominate over
    organizational politics.
  language: es
  resource_type: Analysis
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  is_microservice: false
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  hierarchy:
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https://www.businessinsider.es/desarrollo-profesional/fin-lealtad-laboral-empleados-ya-no-son-fieles-jefes-1358974:
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  year: '2023'
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  ai_summary: 'Curator Insight: Details the paradigm shift away from traditional employer-employee
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    standardized onboarding protocols.'
  language: es
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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https://www.businessinsider.es/desarrollo-profesional/menti-mi-cv-conseguir-mejor-trabajo-recomiendo-otros-1226162:
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  year: '2023'
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  ai_summary: 'Curator Insight: Explains the risks and incentives associated with
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  resource_type: Article
  complexity: Beginner
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https://www.businessinsider.es/desarrollo-profesional/razon-nunca-consigues-ascender-trabajo-conseguir-mejor-sueldo-970737:
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  ai_summary: Explores how traditional education systems encourage compliance over
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https://www.businessinsider.es/desarrollo-profesional/teletrabajar-perjudica-carrera-profesional-posibles-ascensos-1240782:
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https://www.businessinsider.es/empleados-ya-no-sienten-lealtad-jefes-empleadores-1358974:
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https://www.businessinsider.es/explicacion-steve-jobs-buenos-empleados-renuncian-1137601:
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https://www.businessinsider.es/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112:
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https://www.businessinsider.es/menti-mi-cv-conseguir-mejor-trabajo-recomiendo-otros-1226162:
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https://www.businessinsider.es/razon-nunca-consigues-ascender-trabajo-conseguir-mejor-sueldo-970737:
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https://www.businessinsider.es/tan-dificil-decir-no-jefe-965459:
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https://www.businessinsider.es/tecnologia/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112:
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https://www.c-sharpcorner.com/article/comparing-aws-sql-server-with-azure-sql-database:
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https://www.c-sharpcorner.com/article/the-best-vs-code-extensions-for-remote-working:
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https://www.c-sharpcorner.com/article/the-best-vs-code-extensions-to-supercharge-git:
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https://www.c-sharpcorner.com/article/top-15-git-commands-with-examples-for-every-developers:
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https://www.c-sharpcorner.com/article/why-and-when-to-use-azure-functions:
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https://www.c/blog/top-10-devops-tools:
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https://www.calcalistech.com/ctechnews/article/s1mlpunf9:
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  ai_summary: Deconstructs the operational philosophy that DevOps must be approached
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  hierarchy:
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  - Ansible
  - CLI Operations
  tags:
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  v1_locations: []
  v2_locations:
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https://www.cloudbees.com/blog/git-commit-detailed-tutorial-on-saving-your-code:
  title: "cloudbees.com: Git Commands: The 13 You Must Know, In Order \U0001F31F"
  description: ''
  year: '2021'
  stars: 4
  ai_summary: A structured guide outlining the lifecycle of a Git commit. Traces working
    directory states sequentially through staging to final remote delivery, providing
    a clear reference for new developers.
  language: English
  resource_type: Blog Post
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Git CLI Basics
  tags:
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  v1_locations: []
  v2_locations:
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https://www.cloudbees.com/blog/git-pull-how-it-works-with-detailed-examples:
  title: 'cloudbees.com: Git Pull: How It Works With Detailed Examples'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Demystifies `git pull` as a compound command combining `git fetch` with
    either `git merge` or `git rebase`. Explains default tracking branches, fast-forward
    parameters, and safety flags like `--ff-only`.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Git Operations
  tags:
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  v1_locations: []
  v2_locations:
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https://www.cloudbees.com/blog/git-push-an-in-depth-tutorial-with-examples:
  title: 'cloudbees.com: Git Push: An In-Depth Tutorial With Examples'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Provides an architectural exploration of outbound object streaming.
    Covers local-to-remote handshakes, force pushing safety flags (`--force-with-lease`),
    upstream setup options (`-u`), and push hook validations.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Git Operations
  tags:
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  v1_locations: []
  v2_locations:
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https://www.cloudbees.com/blog/git-reset-undo-changes:
  title: "cloudbees.com: Git Reset Clearly Explained: How to Undo Your Changes \U0001F31F"
  description: ''
  year: '2021'
  stars: 4
  ai_summary: 'Demystifies `git reset` by breaking down its three modes: `--soft`,
    `--mixed`, and `--hard`. Explains target state changes in the working directory,
    the staging index, and commit history.'
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Version Control
  - Conflict Resolution
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://www.cloudbees.com/blog/git-squash-how-to-condense-your-commit-history:
  title: 'cloudbees.com: Git Squash: How to Condense Your Commit History'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Outlines the mechanisms of squashing commits during the merging cycle
    to produce a highly readable linear history. The guide highlights interactive
    rebasing ('git rebase -i') as a fundamental tool for condensing redundant development
    micro-commits before pull request validation.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Advanced Git
  - History Manipulation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://www.cloudbees.com/blog/grow-cd-maturity:
  title: 'cloudbees.com: How to Grow Continuous Delivery Maturity Using Feature Flags'
  description: ''
  year: N/A
  stars: 0
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  language: null
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  is_microservice: false
  status: duplicate
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  discovered_at: '2026-05-17T17:00:13.005383+02:00'
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  v1_locations:
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  duplicate_of: https://www.cloudbees.com/blog/how-to-build-the-process-and-culture-behind-using-feature-flags-at-scale
https://www.cloudbees.com/blog/how-disable-code-developers-production-kill-switch:
  title: "How to Disable Code: The Developer's Production Kill Switch \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Conceptual guide detailing the architecture of application "kill switches"
    using modern feature flagging frameworks. Discusses the trade-offs between static
    environment configurations and dynamic, real-time control mechanisms.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - CI-CD
  - Feature Flagging
  - Reliability
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.cloudbees.com/blog/how-feature-flags-help-you-put-customers-first:
  title: 'cloudbees.com: The Importance of Feature Flags in CI/CD'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Examines the role of feature flags in customer-focused CI/CD pipelines.
    Explains how engineering teams can continuously deliver complex changes and use
    flags to safely activate new features once business goals are met.
  language: Markdown
  resource_type: Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  - Decoupling
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.cloudbees.com/blog/how-speed-software-development-build-test-acceleration-tools:
  title: How to Speed Up Software Development with Build and Test Acceleration Tools
  description: ''
  year: N/A
  stars: 0
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  is_microservice: false
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  discovered_at: '2026-05-17T17:49:10.406620+02:00'
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  v1_locations:
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  duplicate_of: https://www.cloudbees.com/blog
https://www.cloudbees.com/blog/how-to-build-the-process-and-culture-behind-using-feature-flags-at-scale:
  title: 'cloudbees.com: How to Grow Continuous Delivery Maturity Using Feature Flags'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Focuses on the organizational steps and engineering governance required
    to scale feature flags. Details code patterns, design practices, and team structures
    necessary to keep feature flagging clean and scalable across large-scale software
    systems.
  language: Markdown
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
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  - Feature Management
  - Governance
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.cloudbees.com/blog/how-to-nail-devops-governance-and-compliance-in-a-highly-regulated-industry:
  title: "cloudbees.com: How to Nail DevOps Governance and Compliance in a Highly
    Regulated Industry \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores how to implement automated governance in highly regulated fields.
    Details integration setups for policy-as-code, audit tracking, container signing,
    and real-time compliance gates in continuous delivery networks.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Governance & Compliance
  - Enterprise Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.cloudbees.com/blog/most-common-issues-scaling-jenkins:
  title: "cloudbees.com: The Two Most Common Issues with Jenkins and How to Fix Them
    \U0001F31F"
  description: ''
  year: '2024'
  stars: 0
  ai_summary: An executive-level operational manual cataloging typical stability failures
    in high-volume environments (such as configuration lockouts and slow executor
    thread returns), offering quick mitigation plans for systems teams.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Scalability & Resilience
  - Troubleshooting
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.cloudbees.com/blog/rollout-tutorial-feature-flagging-your-react-native-app-5-minutes:
  title: 'rollout.io: CloudBees Rollout Tutorial: Feature Flagging in your React Native
    App in 5 minutes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Explains how to integrate CloudBees Rollout (now CloudBees Feature Management)
    within a React Native mobile application. Demonstrates remote configuration updates
    and run-time feature toggle management without re-releasing code.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI-CD
  - Feature Flagging
  - Mobile Development
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.cloudbees.com/blog/the-importance-of-feature-flags-in-cicd:
  title: 'cloudbees.com: The Importance of Feature Flags in CI/CD'
  description: ''
  year: N/A
  stars: 0
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  status: duplicate
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  health_score: 100.0
  last_checked: 1779032372
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  discovered_at: '2026-05-17T17:39:32.232488+02:00'
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  duplicate_of: https://www.cloudbees.com/blog/how-feature-flags-help-you-put-customers-first
https://www.cloudbees.com/blog/tips-creating-successful-cicd-pipeline:
  title: "cloudbees.com: 7 Tips for Creating A Successful CI/CD Pipeline \U0001F31F"
  description: ''
  year: '2021'
  stars: 1
  ai_summary: Presents practical insights for designing enterprise delivery systems,
    emphasizing Jenkins configurations. Highlights the importance of build reproducibility,
    artifact isolation, and database migration scripting in the delivery loop.
  language: English
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - DevOps
  - CI-CD Pipelines
  - Best Practices
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.cloudbees.com/blog/top-10-best-practices-jenkins-pipeline-plugin:
  title: "cloudbees.com: Top 10 Best Practices for Jenkins Pipeline Plugin \U0001F31F\U0001F31F"
  description: "- **When writing a pipeline definition, use Declarative syntax.**
    First, a history lesson. Scripted syntax was released around December of 2014.
    In February 2017, Declarative syntax was introduced. Until Declarative was released,
    we had no choice but to use Scripted syntax. However, since that time, many new
    features, such as matrix, have only been made available for Declarative.\n    -
    **Use shared libraries.** Do you remember the days of when you used inline JavaScript
    in your web pages? When you introduce a \"script\" tag into a Declarative pipeline,
    that's a warning sign that you are starting to head down the same path. When you
    decide that the \"script\" tag is the only way to go, instead of using the \"script\"
    tag, you should instead create a custom step in a shared library and use that
    step within your Declarative pipeline.\n    - **Don't use shared libraries (the
    wrong way).** Wait, what? You just told me to use shared libraries and now you're
    telling me not to use shared libraries. What gives? Many people will treat shared
    libraries like a programming project. Here's the thing to keep in mind. Scripted
    and Declarative syntax are meant to only do CI tasks and not to be a general purpose
    programming language. Many Jenkins controller performance issues can be traced
    back to the misuse of scripted syntax and shared libraries written in a way where
    all the work is being done within the Jenkins controller itself instead of on
    the agents.\n    - **Only use Scripted syntax when it doesn't make sense to use
    Declarative plus a shared library.**"
  year: '2020'
  stars: 0
  ai_summary: A highly regarded best-practices checklist for designing scalable, maintainable
    Jenkins pipelines. Strongly advocates for using structured Declarative syntax,
    isolating complex custom functions into Shared Libraries, and offloading high-compute
    build processes onto dynamic agent containers.
  language: English
  resource_type: article
  complexity: Advanced
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure & DevOps
  - Shared Libraries
  - Best Practices
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
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https://www.cloudbees.com/blog/using-predictive-analytics-to-show-adding-more-people:
  title: 'cloudbees.com: More Isn’t Always Better: Using Predictive Analytics to Show
    Adding More People Doesn’t Always Help'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Details the utilization of predictive analytics in software delivery
    management to validate Brooks' Law empirically. Explains how engineering leaders
    can leverage data-driven models to optimize team sizing instead of naively scaling
    headcounts. Analyzes productivity bottlenecks, communication overhead, and the
    optimal inflection point where team expansion yields diminishing returns on deployment
    frequency.
  language: en
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Engineering Leadership
  - Metrics & Analytics
  - Brooks' Law Application
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.cloudbees.com/blog/your-jenkins-slow-how-to-fix:
  title: "cloudbees.com: So, Your Jenkins Is Slow. Here’s How to Fix It \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'An analytical guide by CloudBees addressing memory leaks, garbage collection
    bottlenecks, plugin bloat, and master controller slowdowns. *Curator Insight*:
    High-impact troubleshooting. *Live Grounding*: Standard reference material for
    architects struggling to scale high-density controllers in heavy workloads.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
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https://www.cloudbees.com/capabilities/continuous-delivery:
  title: Cloudbees Flow
  description: ''
  year: '2026'
  stars: 0
  ai_summary: An enterprise-grade release orchestration and continuous delivery platform.
    It automates complex, multi-tiered deployments across hybrid architectures (including
    on-premises VM farms, mainframes, and Kubernetes), providing compliance auditing,
    unified pipeline visualization, and deployment metrics.
  language: Agnostic
  resource_type: Enterprise Solution
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  - Release Orchestration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://www.cloudbees.com/case-study/petdesk:
  title: 'cloudbees.com: Goodbye Sleepless Nights: De-Risking Deployments with Feature''
    Flags'
  description: ''
  year: N/A
  stars: 0
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  discovered_at: '2026-05-17T17:23:28.709819+02:00'
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  duplicate_of: https://www.cloudbees.com/customers/petdesk
https://www.cloudbees.com/customers/petdesk:
  title: 'cloudbees.com: Goodbye Sleepless Nights: De-Risking Deployments with Feature
    Flags'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An enterprise case study detailing PetDesk's transition to continuous
    delivery using feature flags. Explains how decoupling deployments from feature
    activation helped the team eliminate high-stress release windows and reduce system
    downtime.
  language: Markdown
  resource_type: Case Study
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Case Studies
  tags:
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  v1_locations: []
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https://www.cloudbees.com/gitops/what-is-gitops:
  title: 'cloudbees.com: What is GitOps?'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Explains how the GitOps model simplifies both application and infrastructure
    lifecycle management. By continuously syncing running cluster states with git
    declarations, teams benefit from automated self-healing and instant rollback capabilities.
    It represents an approachable technical introduction for enterprise operations
    teams.
  language: None
  resource_type: Technical Blog
  complexity: Beginner
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Continuous Deployment
  - GitOps
  - Foundations
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://www.confluent.io/product/ksqldb:
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https://www.convert.com/blog/a-b-testing/a-b-testing-tools-2022-beyond:
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https://www.copado.com/devops-hub/blog/applying-a-zero-trust-infrastructure-in-kubernetes:
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https://www.copado.com/resources/blog/applying-a-zero-trust-infrastructure-in-kubernetes:
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  description: ''
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  stars: 0
  ai_summary: An architecture guide on applying Zero Trust principles to Kubernetes
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  hierarchy:
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? https://www.cope.es/programas/la-linterna/noticias/ejemplo-moneda-con-que-entender-como-funciona-ordenador-cuantico-una-revolucion-20240407_3232557
: title: 'cope.es: El ejemplo de ''la moneda'' con el que entender cómo funciona un
    ordenador cuántico: "Será una revolución"'
  description: ''
  year: '2024'
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  ai_summary: Introduce los principios de la computación cuántica de manera accesible
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  hierarchy:
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  v1_locations: []
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https://www.cortex.dev/post/how-to-build-a-pipeline-to-retrain-and-deploy-models:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Outlines pipeline architectures to automate ML model retraining and
    deployment. Since the underlying Cortex project has been archived, it is preserved
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  complexity: Advanced
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https://www.cortex.io:
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  description: ''
  year: '2026'
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  ai_summary: Cortex is an enterprise-grade Internal Developer Portal specializing
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    Integrates deeply with Kubernetes, Git, and cloud infrastructure to track service
    ownership, operational quality, and security compliance.
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https://www.cortex.io/post/a-guide-to-the-best-sre-tools:
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  ai_summary: Cortex's architectural guide evaluating modern SRE tooling stacks. Highlights
    service catalogs, central tracking, alert deduplication, automated runbooks, and
    performance benchmarking.
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  complexity: Intermediate
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  hierarchy:
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  v1_locations: []
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https://www.cortex.io/post/why-you-need-a-microservices-catalog-tool:
  title: 'getcortexapp.com: Why You Need a Microservices Catalog Tool'
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  stars: 3
  ai_summary: Details the operational sprawl that occurs as organizations scale their
    microservices topologies. Proposes centralized service catalogs (similar to Backstage
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  resource_type: Blog
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  hierarchy:
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  v1_locations: []
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https://www.couchbase.com:
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  description: ''
  year: '2026'
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  ai_summary: Enterprise-class distributed multi-model NoSQL document database combining
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  language: C++
  resource_type: Software
  complexity: Advanced
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
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https://www.coursera.org:
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  ai_summary: A massive educational platform delivering structured cloud-native specializations
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    microservices testing, and container deployment flows.
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  resource_type: Training Platform
  complexity: Intermediate
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https://www.coursera.org/learn/google-cloud-java-spring:
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    Spring Cloud'
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  stars: 0
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https://www.coursereport.com/blog/python-for-cyber-security-with-flatiron-school:
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  description: ''
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  stars: 2
  ai_summary: Curator Insight introduces python scripting constructs for penetration
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    standard modules to parse IOCs and coordinate rapid incident response tasks.
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  hierarchy:
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  v1_locations: []
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https://www.crn.com/news/cloud/ibm-s-red-hat-reveals-ansible-automation-platform-2-early-access:
  title: 'crn.com: IBM’s Red Hat Reveals Ansible Automation Platform 2 Early Access'
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  ai_summary: Early access architecture overview of Ansible Automation Platform 2.
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    decoupling control loops from hosts.
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  resource_type: blog_post
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  tags:
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  v1_locations: []
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? https://www.crn.com/news/cover-story/microsoft-s-judson-althoff-to-partners-managed-services-are-your-ai-superpower?itc=refresh?ocid=FY26_soc_omc_br_X_CRNJudson
: title: 'Microsoft Commercial CEO Althoff to Partners: Managed Services Are Your
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    (MSPs) must mature into 'Frontier Firms' to tune, monitor, secure, and govern
    enterprise AI agents.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: Pivots the corporate AI narrative away from
    basic experimentation toward the long-term operational challenges of security,
    governance, and model maintenance.

    * **Live Grounding**: Features executive analysis on how Microsoft is incentivizing
    its partner ecosystem to develop continuous verification pipelines, protecting
    enterprise LLMs against data loss and drift.'
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  resource_type: interview
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  discovered_at: '2026-06-02T00:25:30.207500+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
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  youtube_mosaic: {}
  category: ai-agents-mcp
  reputation_status: Vetted
  reputation_summary: Significant industry cover story summarizing Microsoft's forward-looking
    commercial partner strategies for AI agent lifecycle management and secure operations.
  social_preview_url: https://www.crn.com/news/cover-story/media_168117898e24079f6d08507aee78cde108e1ea280.png?width=1200&#x26;format=pjpg&#x26;optimize=medium
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  suggested_new_category: ai-managed-services
https://www.cronista.com/apertura/empresas/como-identificar-a-un-mal-jefe-y-que-errores-no-pueden-cometer-hoy-los-lideres:
  title: 'cronista.com: Cómo identificar a un mal jefe y qué errores no pueden cometer
    hoy los líderes'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Identifies key red flags of toxic engineering leadership, including
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  language: es
  resource_type: Guide
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  tags:
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https://www.crossover.com:
  title: crossover
  description: ''
  year: '2026'
  stars: 0
  ai_summary: An enterprise-grade talent matching platform designed for long-term,
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  resource_type: Platform/SaaS
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://www.crossplane.io:
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  description: ''
  year: '2026'
  stars: 0
  ai_summary: The official portal for Crossplane, a CNCF incubating framework that
    extends the Kubernetes API to manage external cloud infrastructure. By transforming
    Kubernetes clusters into universal control planes, Crossplane allows platform
    teams to orchestrate cloud databases, VPCs, and serverless resources using custom
    resources (CRDs) and declarative YAML, standardizing cloud platform automation.
  language: Go
  resource_type: Tool Website
  complexity: Advanced
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  status: online
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://www.crunchbase.com/organization/openshift/timeline/timeline:
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  year: N/A
  stars: 0
  ai_summary: A curated technical resource and architectural guide covering crunchbase.com
    in the Kubernetes Tools ecosystem.
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  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
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  addition_method: manual
  content_hash: N/A
  health_score: 100.0
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  discovered_at: '2026-05-17T18:12:52.831104+02:00'
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  hierarchy:
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  tags:
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  v1_locations:
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https://www.crunchydata.com:
  title: crunchydata.com
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Corporate entry point for Crunchy Data, a driving force behind enterprise-hardened,
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  language: None
  resource_type: Documentation
  complexity: Beginner
  is_microservice: false
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://www.crunchydata.com/blog/a-postgres-primer-for-oracle-dbas:
  title: 'blog.crunchydata.com: A Postgres Primer for Oracle DBAs'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An enterprise migration manual designed to translate core Oracle relational
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    tablespaces, user-schema relations, and PL/SQL syntaxes onto Postgres-native equivalents.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.crunchydata.com/blog/active-active-on-kubernetes:
  title: 'info.crunchydata.com: Deploying Active-Active PostgreSQL on Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A duplicate evaluation of geographic replication solutions. Contrasts
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  language: None
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Investigates architectural techniques for implementing active-active
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    federation delivers massive read/write scalability at the cost of complex conflict
    resolution (Live Grounding). This represents an emerging frontier for global cloud-native
    systems.
  language: Go
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  complexity: Advanced
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - High Availability
  tags:
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https://www.crunchydata.com/blog/an-easy-recipe-for-creating-a-postgresql-cluster-with-docker-swarm:
  title: 'info.crunchydata.com: An Easy Recipe for Creating a PostgreSQL Cluster with
    Docker Swarm'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Historical tutorial outlining containerized high-availability PostgreSQL
    configurations using Docker Swarm. Covers Swarm Secrets, internal routing, and
    environment setup paradigms.
  language: YAML
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.crunchydata.com/blog/announcing-google-cloud-storage-gcs-support-for-pgbackrest:
  title: 'blog.crunchydata.com: Announcing Google Cloud Storage (GCS) Support for
    pgBackRest'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Details the integration of Google Cloud Storage (GCS) as a native backup
    target for pgBackRest within the Postgres operator ecosystem. Extending storage
    targets beyond traditional AWS S3 endpoints enables resilient multi-cloud disaster
    recovery options. The architecture leverages high-throughput GCS API calls for
    reliable, low-overhead transaction log archiving.
  language: Go
  resource_type: Product Announcement
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - Backup & Recovery
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/announcing-postgres-container-apps-easy-deploy-postgres-apps:
  title: 'blog.crunchydata.com: Announcing Postgres Container Apps: Easy Deploy Postgres
    Apps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Introduces Postgres Container Apps, a set of templated blueprints designed
    to simplify database-backed service deployments on Kubernetes. Standard database
    integrations often suffer from environmental schema synchronization and secret-mounting
    failures. These starter packs align service-to-database interfaces, improving
    local debugging and automated delivery pipelines.
  language: YAML
  resource_type: Product Announcement
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - Developer Experience
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/announcing-the-crunchy-data-developer-portal:
  title: Announcing the Crunchy Data Developer Portal
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Announces the launch of Crunchy Data's Developer Portal, serving as
    an educational hub for running open-source relational databases in containerized
    ecosystems. It aggregates reference architectures, security practices, and deployment
    templates. This resource helps bridge the technical gap between software developers
    and database administrators.
  language: None
  resource_type: Product Announcement
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Infrastructure
  - Developer Ecosystem
  - Reference Portals
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/composite-primary-keys-postgresql-and-django:
  title: 'info.crunchydata.com: Composite Primary Keys, PostgreSQL and Django'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Addresses the implementation limits of compound primary keys within
    Django ORM integration when using PostgreSQL. Explains mapping workarounds, schema-migration
    patterns, and clean architecture solutions.
  language: Python
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Development
  - Python
  - Object-Relational Mapping
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0:
  title: 'crunchydata blog: What''s New in Crunchy PostgreSQL Operator 4.0'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Archival post announcing the release of Crunchy PostgreSQL Operator
    v4.0. Highlights early custom resource design paradigms, scaling improvements,
    and the transition of core tasks toward Patroni and pgBackRest systems.
  language: None
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Kubernetes Operators
  - PostgreSQL Operator
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/crunchy-postgres-operator-4.6.0:
  title: "blog.crunchydata.com: Crunchy Postgres Operator 4.6.0 \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Documents the historical release of Crunchy PostgreSQL Operator v4.6,
    highlighting improved multi-namespace support and security configurations. Although
    v4.6 was once touted as the baseline for production readiness (Curator Insight),
    current cloud-native architecture standards have pivoted entirely to the declarative
    v5.x operator branch (Live Grounding). It serves primarily as a migration guide
    for legacy footprints.
  language: Go
  resource_type: Release Announcement
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - Release Highlights
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-storage:
  title: 'info.crunchydata.com: Using the PostgreSQL Operator with Rook Ceph Storage'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Architectural integration review detailing the implementation of Rook
    Ceph storage solutions to back Crunchy PostgreSQL Operator deployments. Analyzes
    performance characteristics, scale configurations, and replication safety parameters.
  language: YAML
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Kubernetes Storage
  - Rook Ceph
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/d-meta:
  title: 'info.crunchydata.com: Quickly Document Your Postgres Database Using psql
    Meta-Commands'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Interactive tutorial on the utilization of native psql meta-commands
    to rapidly trace schema layouts, inspect index sizes, and generate database structure
    documentation directly via CLI commands.
  language: SQL
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Database
  - PostgreSQL
  - Database Administration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - databases.md
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/deploy-high-availability-postgresql-on-kubernetes:
  title: 'info.crunchydata.com: Deploy High-Availability PostgreSQL Clusters on Kubernetes
    by Example'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A complete operational blueprint detailing high-availability PostgreSQL
    configurations. Uses Patroni and distributed consensus backends to prevent split-brain
    issues, orchestrate automated failover scenarios, and manage virtual IPs.
  language: YAML
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - PostgreSQL
  - High Availability
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes:
  title: 'info.crunchydata.com: Deploy pgAdmin4 with PostgreSQL on Kubernetes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Guides the deployment of pgAdmin4 web client panels alongside database
    clusters inside Kubernetes. Reviews network ingress definitions, volume mounts,
    and credential injection mechanics.
  language: YAML
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Database
  - PostgreSQL
  - Database Administration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy:
  title: 'info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Examines ingestion optimizations comparing multi-row INSERT patterns
    against the PostgreSQL COPY command for large CSV and JSON datasets. Includes
    WAL-bypass guidelines and indexing constraints.
  language: SQL
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Database
  - PostgreSQL
  - Data Ingestion
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/generating-json-directly-from-postgres:
  title: 'blog.crunchydata.com: Cut Out the Middle Tier: Generating JSON Directly
    from Postgres'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Demonstrates optimizing application architectures by generating JSON
    directly from PostgreSQL using built-in engine functions like row_to_json. Reduces
    serialization overhead in middleware services.
  language: SQL
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Databases
  - PostgreSQL
  - Application Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift:
  title: 'info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An identical operational reference detailing step-by-step procedures
    to provision PostgreSQL Operator 4.3 instances inside secure, multi-tenant OpenShift
    execution clusters.
  language: Shell
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - OpenShift
  - PostgreSQL Operator
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/gitops-postgres-kubernetes:
  title: "info.crunchydata.com: Using GitOps to Self-Manage Postgres in Kubernetes
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Integrates declarative GitOps workflows (e.g., ArgoCD/Flux) with the
    Crunchy Postgres Operator on Kubernetes. Contrasting early manual operator deployments
    (Curator Insight) with modern automated synchronization loops (Live Grounding),
    this architecture pattern establishes highly auditable, automated database provisioning.
    This ensures database configuration and storage states reconcile transparently
    with git-defined manifests.
  language: YAML
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - GitOps Implementation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/gitops-postgres-kubernetes-helm:
  title: 'blog.crunchydata.com: Helm, GitOps and the Postgres Operator'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explains how to package the Crunchy Postgres Operator using Helm charts
    integrated directly within automated GitOps pipelines. By mapping Helm template
    parameters to GitOps controller environments, it overcomes traditional Helm hook
    limitations for stateful workloads. Modern production standards leverage this
    setup to seamlessly deploy database custom resource definitions (CRDs) across
    multi-tenant clusters.
  language: YAML
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - Packaging & CD
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.crunchydata.com/blog/install-postgres-operator-kubernetes-on-gke-ansible:
  title: 'info.crunchydata.com: Deploying the PostgreSQL Operator on GKE'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Teaches the deployment process of the Crunchy PostgreSQL Operator onto
    Google Kubernetes Engine (GKE) clusters using automated Ansible playbooks. Details
    storage class mappings and GKE-specific identity policies.
  language: YAML
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - GKE
  - PostgreSQL Operator
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/kube-cluster-from-scratch-on-rocky-8:
  title: 'blog.crunchydata.com: Kubernetes + Postgres Cluster From Scratch on Rocky
    8'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A duplicate guide mapping out Rocky Linux 8 operating system optimization,
    package registration, Kubeadm installation, and operator provisioning. It emphasizes
    disk partition strategies and container runtime configurations that ensure stable
    I/O performance (IOPS) required for heavy, production-grade stateful workloads.
  language: Shell
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Infrastructure
  - Bare Metal Provisioning
  - Kubernetes Installation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies:
  title: "blog.crunchydata.com: Kubernetes Pod Tolerations and Postgres Deployment
    Strategies \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Analyzes Kubernetes scheduling rules, focusing on taints, tolerations,
    and anti-affinity parameters optimized for PostgreSQL. Placing databases on dedicated
    hardware isolated from transient application pods is crucial for preserving storage
    I/O throughput. This redundant guide reiterates the absolute necessity of strict
    node assignment strategies in production.
  language: YAML
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - Scheduling & Affinity
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/message-queuing-using-native-postgresql:
  title: 'blog.crunchydata.com: Devious SQL: Message Queuing Using Native PostgreSQL'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Deconstructs patterns for building a robust message queue inside PostgreSQL.
    Leverages native SKIP LOCKED and SELECT FOR UPDATE syntax to process high-throughput
    transactional queues without external brokers.
  language: SQL
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Databases
  - PostgreSQL
  - Alternative Paradigms
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations:
  title: 'info.crunchydata.com: Migrating from Oracle to PostgreSQL: Tips and Tricks'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Explores schema migration assessments and planning parameters when shifting
    corporate workloads from Oracle to PostgreSQL. Compares PL/SQL compatibility concerns
    and procedural data processing workarounds.
  language: SQL
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Database Migration
  - Oracle to Postgres
  - Data Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes:
  title: 'info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Details structural metric collection architectures for Kubernetes-hosted
    PostgreSQL. Describes the integration of specialized postgres_exporter containers
    to feed telemetry into Prometheus targets with visualized dashboard outputs.
  language: None
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Observability
  - PostgreSQL
  - Database Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments:
  title: 'blog.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores deploying PostgreSQL clusters that span across multiple independent
    Kubernetes control planes. By configuring cross-cluster network routes, this design
    establishes highly resilient disaster recovery sites capable of handling total
    region outages. Live production systems frequently pair this multi-cluster layout
    with Service Meshes to guarantee secure cross-site database replication.
  language: YAML
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - Multi-Cluster
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://www.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-cluster:
  title: 'info.crunchydata.com: pgBackRest - Performing Backups on a Standby Cluster'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An optimization manual guiding configuration patterns to run resource-heavy
    pgBackRest backup jobs directly from standby replicas, minimizing performance
    degradation on primary database targets.
  language: None
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - PostgreSQL
  - Backup & Recovery
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.crunchydata.com/blog/pgbackrest-point-in-time-recovery-using-crunchy-postgresql-operator:
  title: 'blog.crunchydata.com: pgBackRest Point-In-Time Recovery Using Crunchy PostgreSQL
    Operator'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Outlines point-in-time recovery (PITR) workflows using the integrated
    pgBackRest utility in Crunchy PostgreSQL Operator environments. Modern disaster
    recovery plans require precise WAL replay capabilities to minimize recovery point
    objectives (RPO). This guide explains how to define backup targets and restore
    parameters declaratively inside the operator CRD.
  language: YAML
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - Backup & Recovery
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/postgres-indexes-for-newbies:
  title: 'blog.crunchydata.com: Postgres Indexes for Newbies'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An introductory indexing guide detailing query optimization behaviors
    in PostgreSQL. Explores standard B-Tree indexes, partial indexes, functional constraints,
    and multi-column indexes, providing performance guidelines for optimizing execution
    plans.
  language: SQL
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Databases
  - PostgreSQL
  - Performance
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/postgresql-14-on-kubernetes:
  title: 'blog.crunchydata.com: PostgreSQL 14 on Kubernetes (with examples!)'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Showcases deployment patterns and performance improvements of running
    PostgreSQL 14 in containerized environments. It highlights scale optimizations,
    nested JSON enhancements, and parallel query executions. Leveraging modern operators
    enables painless, declarative major version migrations of active production instances.
  language: YAML
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - Release Highlights
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/postgresql-change-data-capture-with-debezium:
  title: 'info.crunchydata.com: PostgreSQL Change Data Capture With Debezium'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A deep technical dive into configuring log-based Change Data Capture
    (CDC) for PostgreSQL databases using Debezium. It details logical replication
    slots, pgoutput plugin optimizations, WAL management, and reliable target-stream
    syncs inside mission-critical setups.
  language: SQL
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Engineering
  - Change Data Capture
  - PostgreSQL
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - message-queue.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats:
  title: 'info.crunchydata.com: PostgreSQL Monitoring for Application Developers:
    The DBA Fundamentals'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Bridges developer workflows with DBA database troubleshooting techniques.
    Teaches query bottlenecks analysis, lock tracing, and execution performance optimizations
    using pg_stat_activity and pg_stat_statements.
  language: SQL
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Database
  - PostgreSQL
  - Performance Tuning
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/resize-postgres-kubernetes-volume-instance-sets:
  title: 'blog.crunchydata.com: Can''t Resize your Postgres Kubernetes Volume? No
    Problem!'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Provides architectural workarounds for resizing PostgreSQL storage volumes
    when utilizing storage backends that do not support dynamic online volume expansion.
    The guide explains replica-seeding migration techniques that transition primary
    database roles to new, larger storage instances without downtime. It is a critical
    operational guide for bare-metal or legacy virtualization footprints.
  language: YAML
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - Storage Management
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/schedule-postgresql-backups-and-retention-with-kubernetes:
  title: 'info.crunchydata.com: Scheduled PostgreSQL Backups and Retention Policies
    with Kubernetes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Details declarative backup execution schemas and Point-in-Time Recovery
    (PITR) configurations using pgBackRest within the operator framework. Highlights
    bucket retention controls and storage backup tier optimizations.
  language: YAML
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - PostgreSQL
  - Backup & Recovery
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/set-up-tls-for-postgresql-in-kubernetes:
  title: 'blog.crunchydata.com: Deploy PostgreSQL With TLS in Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Evaluates methods for implementing transport layer security (TLS) for
    PostgreSQL database streams in Kubernetes. Rather than relying on static, manually
    generated secrets (Curator Insight), live security standards mandate tight integration
    with Cert-Manager for dynamic, zero-downtime certificate rotation (Live Grounding).
    This pattern provides robust security compliance necessary for highly regulated
    microservice networks.
  language: YAML
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration:
  title: 'info.crunchydata.com: Setup ora2pg for Oracle to Postgres Migration'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Deep architectural setup guide for the open-source ora2pg utility. Teaches
    migration assessment score compilation, dynamic PL/SQL function translation, and
    automated data copy operations.
  language: Perl
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Database Migration
  - Oracle to Postgres
  - Migration Tools
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes:
  title: 'info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Hands-on implementation guide for deploying a scalable monitoring architecture
    for PostgreSQL. Instructs on integrating postgres_exporter configurations, configuring
    Prometheus scrape pools, and importing Grafana analytics interfaces.
  language: YAML
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - PostgreSQL
  - Database Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - databases.md
  - crunchydata.md
  youtube_mosaic: {}
? https://www.crunchydata.com/blog/synchronous-replication-in-the-postgresql-operator-for-kubernetes-guarding-against-transactions-loss
: title: 'info.crunchydata.com: Guard Against Transaction Loss with PostgreSQL Synchronous
    Replication'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Explores the technical trade-offs between asynchronous and synchronous
    replication profiles within PostgreSQL Kubernetes topologies. Analyzes WAL-level
    security limits, failover delays, and trade-offs regarding transaction write throughput.
  language: None
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Database
  - PostgreSQL
  - Data Replication
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crunchydata.md
  youtube_mosaic: {}
https://www.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgres-starts-with-pg_stat_statements:
  title: 'blog.crunchydata.com: Query Optimization in Postgres with pg_stat_statements'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explains how to optimize database execution patterns within Kubernetes
    using the `pg_stat_statements` extension. Modern PostgreSQL operators inject this
    utility by default, exposing run-time metrics directly to telemetry agents. This
    programmatic feedback loop provides platform engineers with the real-time query
    analysis required to automate index tuning and limit resource bottlenecks.
  language: SQL
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - Performance Tuning
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads:
  title: 'info.crunchydata.com: Tuning Your Postgres Database for High Write Loads'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Advanced tuning walkthrough optimizing engine parameters for write-intensive
    database profiles. Guides custom values configurations for shared_buffers, max_wal_size,
    and write-ahead log parameters.
  language: SQL
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Database
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  - Performance Tuning
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/using-cert-manager-to-deploy-tls-for-postgres-on-kubernetes:
  title: 'blog.crunchydata.com: Using Cert Manager to Deploy TLS for Postgres on Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details how to interface the cert-manager operator with Crunchy PostgreSQL
    deployments to automate TLS certificate lifecycles. Standardizing certificate
    issuance and automatic renewal eliminates risks of unexpected database communication
    outages. It represents a foundational best-practice for zero-trust microservice
    communications.
  language: YAML
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - PostgreSQL
  - Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://www.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database:
  title: "blog.crunchydata.com: Using Kubernetes? Chances Are You Need a Database
    \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Examines why PostgreSQL is standardizing on Kubernetes. Explains how
    the Crunchy Data PostgreSQL Operator implements high availability, automated back-ups,
    pgBackRest integration, and localized failovers for microservice application stacks.
  language: English
  resource_type: Case Study/Guide
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
  - Data on Kubernetes
  - Relational Databases
  - PostgreSQL
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-postgresql-monitoring-1:
  title: 'info.crunchydata.com: Introducing the Postgres Prometheus Adapter'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An introduction to using the Postgres Prometheus Adapter to store Prometheus
    time-series metrics. Covers performance metrics, schema structures, and remote-write
    configurations.
  language: Go
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Observability
  - PostgreSQL
  - Long-Term Storage
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/blog/your-guide-to-connection-management-in-postgres:
  title: "blog.crunchydata.com: Your Guide to Connection Management in Postgres \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Deep dive into connection management architectures, specifically focusing
    on PgBouncer configurations managed by PostgreSQL operators. Because microservice
    application scaling leads to volatile client connection counts, using an intermediate
    pooler prevents PostgreSQL server resource exhaustion. Incorporating poolers is
    a fundamental requirement to maintain query performance at scale.
  language: Go
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Data Infrastructure
  - Database Operators
  - PostgreSQL
  - Connection Pooling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/developers:
  title: Crunchy Data Developer Portal
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Landing page of the Crunchy Data Developer Portal, providing direct
    access to technical documentation, integration guides, and training labs. Key
    modules focus on database scaling, backup retention policies, and high-availability
    configuration. It acts as a primary hands-on resource for teams transitioning
    database layers to Kubernetes.
  language: None
  resource_type: Documentation Portal
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Developer Ecosystem
  - Reference Portals
  tags:
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  v1_locations: []
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  youtube_mosaic: {}
https://www.crunchydata.com/developers/tutorials:
  title: "learn.crunchydata.com \U0001F31F"
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Interactive educational portal offering structured developer exercises
    focused on core database engineering. Includes tasks on indexing optimizations,
    raw performance telemetry, and complex JSON data orchestration strategies in PostgreSQL.
  language: SQL
  resource_type: Documentation
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - PostgreSQL
  - Developer Tutorials
  tags:
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  v1_locations: []
  v2_locations:
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https://www.crunchydata.com/news/crunchy-postgresql-for-kuberenetes-4.3:
  title: 'info.crunchydata.com: Crunchy PostgreSQL for Kubernetes 4.3 Released'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Release analysis profiling Crunchy PostgreSQL Operator v4.3. Highlights
    enhancements such as automated multi-namespace support, security context constraints,
    and integrated pgAdmin deployment patterns.
  language: None
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Kubernetes Operators
  - PostgreSQL Operator
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.crunchydata.com/news/next-generation-crunchy-postgres-for-kubernetes-released:
  title: 'blog.crunchydata.com: Next Generation Crunchy Postgres for Kubernetes 5.0
    Released'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Announces the major architecture redesign of Crunchy Postgres for Kubernetes
    v5.0, transitioning to a fully declarative reconciliation controller. Unlike legacy
    v4 versions that required external tools to drive state transitions (Curator Insight),
    v5 relies entirely on Kubernetes native API constructs to maintain database health
    (Live Grounding). It is currently the industry-standard version for production
    PostgreSQL operations.
  language: Go
  resource_type: Release Announcement
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Database Operators
  - PostgreSQL
  - Release Highlights
  tags:
  - '[LEGACY]'
  v1_locations: []
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  youtube_mosaic: {}
https://www.cst-bg.net/post/13-clues-to-good-devops:
  title: "cst-bg.net: 13 clues you are doing DevOps right \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details concrete signs of production-grade operational status, mapping
    continuous deployment safety parameters, automated rollbacks, policy-driven code
    promotions, and integrated performance regression test runs across staging structures.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - DevOps Methodology
  - Metrics & Assessment
  - Quality Assurance
  tags:
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  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://www.cuelogic.com/blog/kubernetes-vs-docker-swarm:
  title: Kubernetes vs Docker Swarm: A Comprehensive Comparison
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Contrasts the resource footprints and configuration requirements of
    Swarm and Kubernetes, guiding startup development teams to target Docker Swarm
    for rapid initial deployments.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Orchestration
  - Docker Swarm
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  ai_summary: An analysis explaining why PowerShell poses unique challenges to traditional
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https://www.deloitte.com/de/de/services/consulting/services/center-of-excellence-application-modernization.html:
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  ai_summary: Details the strategy of Deloitte's EMEA Center of Excellence for enterprise
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https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/fargate-con-eks.html:
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  description: ''
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  stars: 0
  ai_summary: Evaluates using AWS Fargate with Amazon EKS to run serverless Kubernetes
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  resource_type: Technical Blog
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https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/infrastructure-as-code-iac-con-terraform.html:
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  ai_summary: An analytical strategy paper discussing the cultural, operational, and
    fiscal impact of adopting Terraform within massive legacy enterprises. Focuses
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  is_microservice: false
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https://www.deloitte.com/us/en/insights/industry/government-public-sector-services.html:
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  ai_summary: Addresses the hybrid integration of Agile practices within strictly
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    iterative testing, continuous integration, and phased feedback loops to de-risk
    waterfall releases without violating structural compliance protocols.
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https://www.deloitte.com/us/en/what-we-do/capabilities/cloud-transformation/collections/cloud-podcast.html:
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  ai_summary: This discussion shifts the industry focus away from simple tooling loops
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.designgurus.io/blog/Monolithic-Service-Oriented-Microservice-Architecture:
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https://www.designgurus.io/blog/monolithic-service-oriented-microservice-architecture:
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  ai_summary: Compares monolithic systems, Enterprise Service Bus (ESB)-based SOAs,
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https://www.devbattles.com/en/sand/post-1752-Python_sorting_lists_by_sort__with__in_simple_words:
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  ai_summary: A curated technical resource and architectural guide covering www.devbattles.com
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  discovered_at: '2026-05-17T17:15:46.238383+02:00'
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https://www.devbattles.com/en/sand/post-1754-Python_list_Functions_and_Methods_lists:
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  ai_summary: A curated technical resource and architectural guide covering www.devbattles.com
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https://www.devbattles.com/en/sand/post-1757-Python_Flask_Part_1_Hello_World:
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  stars: null
  ai_summary: A curated technical resource and architectural guide covering www.devbattles.com
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  health_score: 100.0
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  discovered_at: '2026-05-17T17:54:34.991639+02:00'
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  hierarchy:
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https://www.devclass.com/ci-cd/2020/10/06/open-sauce-rancher-25-puts-new-ui-forward-gets-to-continuously-delivering/1628365:
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  ai_summary: An archival product review documenting the launch of Rancher 2.5, which
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https://www.devclass.com/ci-cd/2021/03/23/git-a-march-on-gitlab-1310-ramps-up-security-adds-support-for-openshift-dora/1619889:
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  ai_summary: A product breakdown of the GitLab 13.10 release, highlighting its improved
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? https://www.devclass.com/containers/2020/05/04/openshift-44-goes-all-out-on-mixed-workloads-puts-observability-at-devs-fingertips/1625566
: title: "devclass.com: OpenShift 4.4 goes all out on mixed workloads, puts observability
    at devs’ fingertips \U0001F31F"
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Details the application metrics and performance observability enhancements
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  language: English
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  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.devclass.com/containers/2021/01/07/safetyfirst-prometheus-224-finally-features-tls-on-http-serving-endpoints/1626636:
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    serving endpoints'
  description: ''
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  stars: 0
  ai_summary: Details the inclusion of native TLS encryption and basic authentication
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  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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? https://www.devclass.com/containers/2021/01/13/docker-its-not-dead-yet-but-theres-a-tendency-to-walk-away-security-report-finds/1620265
: title: 'devclass.com: Docker: It’s not dead yet, but there’s a tendency to walk
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  stars: 0
  ai_summary: Explores shifting enterprise preferences from traditional Docker runtimes
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  resource_type: Technical News
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  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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  v1_locations: []
  v2_locations:
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? https://www.devclass.com/containers/2021/01/26/haproxy-ingress-controller-15-introduces-mtls-support-gives-load-balancing-experts-more-power/1619777
: title: 'devclass.com: HAProxy Ingress Controller 1.5 introduces mTLS support, gives
    load balancing experts more power'
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  stars: 3
  ai_summary: Reviews the release of HAProxy Ingress Controller 1.5, highlighting
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  language: Markdown
  resource_type: Article
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  hierarchy:
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  - Kubernetes Networking
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? https://www.devclass.com/containers/2021/04/09/kubernetes-121-unloads-pod-security-adds-dual-ipv4/ipv6-networking-and-shuts-down-gracefully/1623619
: title: 'devclass.com: Kubernetes 1.21 unloads pod security, adds dual IPv4/IPv6
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  stars: 0
  ai_summary: Curator Insight discusses Kubernetes 1.21 dropping PodSecurityPolicy,
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  language: English
  resource_type: Article
  complexity: High
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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? https://www.devclass.com/containers/2021/09/02/rancher-presents-first-big-release-after-suse-acquisition-ups-game-on-hosted-cluster-provisioning/1627301
: title: 'devclass.com: Rancher presents first big release after SUSE acquisition,
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  ai_summary: A release overview tracking the launch of Rancher 2.6, the first landmark
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  hierarchy:
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https://www.devclass.com/databases/2021/04/20/apache-kafka-280-previews-life-without-zookeeper/1627009:
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  stars: 0
  ai_summary: Details the technical implications of running Apache Kafka without its
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  language: English
  resource_type: Article
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? https://www.devclass.com/devops/2021/12/09/terraform-11-moves-forward-with-refactoring-helpers-and-native-terraform-cloud-integration/1621944
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  ai_summary: Details the architecture of the Terraform 1.1 release, focusing on native
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https://www.developer.com/design/event-driven-microservices:
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  ai_summary: 'A curated technical resource and architectural guide covering developer.com:
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https://www.developer.com/design/solving-microservices-anti-patterns:
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  ai_summary: 'A curated technical resource and architectural guide covering developer.com:
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  ai_summary: 'Curator Insight: An executive-facing digest on technical pipeline achievements
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  ai_summary: Accelerating release cycles in Kubernetes environments requires modernizing
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https://www.devopsonline.co.uk/the-role-of-automation-in-devops:
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  ai_summary: An introductory primer explaining the core architectural components
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https://www.devprojournal.com/technology-trends/kubernetes/containers-kubernetes-and-software-development-in-2021:
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https://www.devspace.sh:
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https://www.devteam.space/blog/10-best-jenkins-plugins-for-devops:
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https://www.diariocordoba.com/cordoba-ciudad/2021/12/26/autonomo-espana-sigue-profesion-riesgo-61023753.html:
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https://www.diffblue.com:
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https://www.digitalocean.com:
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https://www.digitalocean.com/blog/kubernetes-for-startups-why-when-and-how-to-adopt:
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https://www.dynatrace.com/news/blog/what-is-keptn-how-it-works-and-how-to-get-started:
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https://www.dynatrace.com/news/blog/what-is-opentelemetry:
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https://www.dynatrace.com/news/engineering:
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https://www.dynatrace.com/news/tag/log4shell:
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    \   - [rookout.com: Developer Tools for Kubernetes in 2021: Development Machines
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? https://www.dynatrace.com/support/help/technology-support/application-software/other-technologies/supported-out-of-the-box/activemq
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https://www.dynatrace.com/support/help/technology-support/application-software/other-technologies/supported-out-of-the-box/kafka:
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https://www.elastic.co/support/matrix:
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https://www.elconfidencial.com/alma-corazon-vida/2022-02-14/jefe-trabajo-empleo-quemado-no-puedes_3372444:
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https://www.elconfidencial.com/deportes/tribuna/2022-08-03/alpine-aston-martin-lawrence-stroll-luca-de-meo_3470693:
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https://www.elconfidencial.com/espana/2022-03-18/tessa-west-psicologa-capullos-trabajo_3392185:
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  ai_summary: Analyzes toxic behavior patterns in the workplace based on research
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  hierarchy:
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https://www.elconfidencial.com/juridico/2021-09-27/negociar-acuerdo-teletrabajo-guia-practica-empresas_3295723:
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  ai_summary: A legal analysis of Spain's teleworking regulatory framework (Ley de
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https://www.elconfidencial.com/mundo/2023-03-10/milenializacion-mercado-laboral-israeli-startups_3551800:
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https://www.elconfidencial.com/tecnologia/2018-05-12/informatico-freelance-carnica-freelancer-yeeply_1562518:
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? https://www.elconfidencial.com/tecnologia/2021-12-12/el-futuro-de-internet-ya-esta-aqui-y-se-llama-web3-pero-casi-nadie-sabe-lo-que-es_3339244
: title: 'elconfidencial.com: El futuro de internet ya está aquí y se llama Web3,
    pero casi nadie sabe de qué se trata'
  description: ''
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  ai_summary: A Spanish-language introduction to Web3 concepts. It breaks down blockchain-based
    data layers, self-sovereign identities, decentralized governance (DAOs), and cryptographic
    tokens, contrasting them with centralized cloud infrastructure controlled by hyper-scalers.
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  hierarchy:
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https://www.elconfidencial.com/tecnologia/ciencia/2022-11-18/carrera-google-meta-revolucionar-biologia_3520865:
  title: "elconfidencial.com: La batalla entre Google y Meta que nadie esperaba: revolucionar
    la biología \U0001F31F"
  description: ''
  year: '2022'
  stars: 2
  ai_summary: A deep journalistic analysis exploring the intense scientific competition
    between Google's DeepMind (AlphaFold) and Meta AI (ESMFold) in protein folding.
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    machine learning domain with staggering computing architecture demands.
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  hierarchy:
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https://www.elconfidencial.com/tecnologia/tribuna/2021-06-02/talento-informatica-startups-silicon-valley-google_3112087:
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  ai_summary: This critique analyzes systemic talent retention issues and the historic
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https://www.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tecnologia-startups-apps_3373786:
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  ai_summary: Investigates structural productivity declines in technology and startup
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  hierarchy:
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? https://www.eleconomista.es/actualidad/noticias/11361634/08/21/El-acceso-a-financiacion-una-barrera-casi-infranqueable-para-los-autonomos.html
: title: 'eleconomista.es: El acceso a financiación, una barrera (casi) infranqueable''
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  ai_summary: 'A curated technical resource and architectural guide covering eleconomista.es:
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  resource_type: Reference
  complexity: Intermediate
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  health_score: 100.0
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  discovered_at: '2026-05-17T17:56:24.682060+02:00'
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  company: null
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  hierarchy:
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  v1_locations:
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? https://www.eleconomista.es/economia/noticias/11338080/07/21/Solo-el-13-de-autonomos-en-tarifa-plana-sobrevive-despues-de-24-meses.html
: title: 'eleconomista.es: Solo el 13% de autónomos en tarifa plana ''sobrevive''
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  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering eleconomista.es:
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  language: English
  resource_type: Reference
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  discovered_at: '2026-05-17T17:57:12.306063+02:00'
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  hierarchy:
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  v1_locations:
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? https://www.eleconomista.es/economia/noticias/11368404/08/21/Estas-son-las-cuotas-de-los-autonomos-a-la-Seguridad-Social-y-los-derechos-que-garantizan.html
: title: 'eleconomista.es: Estas son las cuotas de los autónomos a la Seguridad Social''
    y los derechos que garantizan'
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  ai_summary: 'A curated technical resource and architectural guide covering eleconomista.es:
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  language: English
  resource_type: Reference
  complexity: Intermediate
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  status: null
  addition_method: manual
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  health_score: 100.0
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  discovered_at: '2026-05-17T17:12:10.314150+02:00'
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  company: null
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  hierarchy:
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  v1_locations:
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? https://www.eleconomista.es/economia/noticias/11390425/09/21/Estos-son-los-gastos-de-los-autonomos-que-no-se-pueden-deducir-en-el-IVA.html
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  ai_summary: Examines how to combine Terraform and Ansible in hybrid pipelines. Details
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https://www.env0.com/blog/automated-drift-detection-with-env0:
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  ai_summary: Explores proactive drift auditing integrated directly inside deployment
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https://www.env0.com/blog/how-to-use-terraform-providers:
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  ai_summary: An in-depth conceptual breakdown demonstrating how Terraform interacts
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https://www.env0.com/blog/were-opensourcing-terratag-to-make-multicloud-resource-tagging-easier:
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  ai_summary: Introduction to Terratag, an open-source CLI tool designed to automatically
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    Crucial for establishing centralized cost allocation and organization-wide governance.
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https://www.envoyproxy.io:
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  ai_summary: Homepage for Envoy Proxy, the C++ cloud-native L7 edge and service proxy.
    Serving as the primary data plane for Istio and modern gateway tools, it offers
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https://www.envoyproxy.io/docs/envoy/latest/api-docs/xds_protocol:
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  ai_summary: The formal specification detailing Envoy's suite of discovery services
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    plane interruption.
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https://www.envoyproxy.io/docs/envoy/latest/start/install:
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  ai_summary: Distribution platform providing certified binaries, installer packages,
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https://www.equalexperts.com/blog/tech-focus/event-driven-architecture-the-good-the-bad-and-the-ugly:
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  year: '2021'
  stars: 1
  ai_summary: Discusses the practical realities of deploying EDA at scale. Evaluates
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https://www.esquire.com/es/trabajo/a37314227/teletrabajo-volver-oficina:
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  ai_summary: Curator Insight outlines corporate motivations driving return-to-office
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https://www.estrategiadeproducto.com/p/evitar-caer-espiral-de-mierda:
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  stars: 5
  ai_summary: Synthesizes a critical systemic anti-pattern in software development
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https://www.estrategiadeproducto.com/p/segunda-mayor-mentira-product-management:
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  ai_summary: Critiques the widespread misconception of the Product Manager as the
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    transparent customer insight dissemination, and cross-functional alignment.
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https://www.europeclouds.com/blog/implementing-aqua-security-to-secure-kubernetes:
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  ai_summary: This reference implementation analyzes Aqua Security's threat protection
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    scanning workflows, continuous drift detection mechanisms, and custom-built runtime
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https://www.euroresidentes.com/empresa/exito-empresarial/la-intimidacin-verbal-en-la-empresa:
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  ai_summary: Tackles verbal intimidation and toxic communication habits in corporate
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https://www.eventstore.com/blog/service-oriented-architecture-vs-event-driven-architecture:
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https://www.ewsolutions.com/worst-project-management-practices:
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  ai_summary: Identifies and deconstructs worst-case project management practices
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https://www.eximiaco.tech/en/2020/06/03/3-facts-to-consider-before-adopting-kubernetes:
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  ai_summary: "A curated technical resource and architectural guide covering eximiaco.tech:
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  health_score: 100.0
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https://www.expansion.com/expansion-empleo/desarrollo-de-carrera/2022/01/28/61f40e29e5fdea61738b45aa.html:
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  ai_summary: An analysis of the risks of cronyism and nepotism within corporate organizational
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https://www.experfy.com/training/courses/effective-jenkins-continuous-delivery-and-continuous-integration:
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  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering experfy.com
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https://www.exploratorium.edu/exhibits/a-sip-of-conflict:
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  ai_summary: A brief overview of the Exploratorium's 'A Sip of Conflict' interactive
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  category: uncategorized
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https://www.f5.com/company/blog:
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  ai_summary: A comprehensive directory linking to performance tuning guides, log
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  hierarchy:
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https://www.f5.com/products/distributed-cloud-services:
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  ai_summary: Originally Threat Stack, now operationalized within F5's Distributed
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  hierarchy:
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https://www.f5.com/products/nginx:
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  ai_summary: Technical blueprint showcasing DNS synchronization and traffic routing
    automation across multi-cluster environments. Demonstrates leveraging NGINX Ingress
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https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook:
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  ai_summary: A curated technical resource and architectural guide covering www.f5.com
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https://www.facilcloud.com/noticias/?p=1294&lang=es_ES:
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https://www.fairwinds.com/blog/3-kubernetes-efficiency-mistakes:
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https://www.fairwinds.com/blog/6-kubernetes-reliability-mistakes:
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https://www.fairwinds.com/blog/configuration-drift-kubernetes:
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https://www.fairwinds.com/blog/fairwinds-polaris-kubernetes-open-source-configuration-validation:
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https://www.fairwinds.com/blog/how-to-correctly-set-resource-requests-and-limits:
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https://www.fairwinds.com/blog/top-12-kubernetes-resources:
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https://www.fairwinds.com/kubernetes-maturity-model:
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https://www.fastly.com/blog/improve-http-structured-headers:
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https://www.fierce-network.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit:
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https://www.findmyprofession.com/career-advice/questions-to-ask:
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https://www.finops.org:
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https://www.fiverr.com:
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https://www.flexera.com/products/flexera-one/container-optimization:
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? https://www.forbes.com/councils/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model/?streamIndex=0
: title: 'frobes.com: How To Empower Modern Kubernetes Management With A Platform
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? https://www.forbes.com/councils/forbestechcouncil/2024/03/08/from-data-collection-to-delivering-kpis-a-roadmap-to-a-mature-observability-strategy/?streamIndex=0
: title: 'forbes.com: From Data Collection To Delivering KPIs: A Roadmap To A Mature
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https://www.forbes.com/sites/adunolaadeshola/2021/04/28/13-signs-youre-selling-yourself-short-in-your-career:
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  ai_summary: An executive career-strategy publication focusing on professional growth,
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https://www.forbes.com/sites/andrewfennell/2021/09/08/what-do-employers-want-to-see-in-your-cv:
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https://www.forbes.com/sites/chenxiwang/2020/06/17/devops-drives-pentesting-delivered-as-a-service:
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https://www.forbes.com/sites/dedehenley/2022/01/30/as-leaders-what-can-we-learn-from-the-great-resignation:
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https://www.forbes.com/sites/drsamanthamadhosingh/2023/12/18/4-ways-to-combat-the-social-isolation-of-remote-working:
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https://www.forbes.com/sites/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops:
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https://www.forbes.com/sites/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model:
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? https://www.forbes.com/sites/forbestechcouncil/2024/03/08/from-data-collection-to-delivering-kpis-a-roadmap-to-a-mature-observability-strategy
: title: '==forbes.com: From Data Collection To Delivering KPIs: A Roadmap To A Mature''
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https://www.forbes.com/sites/googlecloud/2021/10/27/3-approaches-to-a-better-cloud-migration:
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  ai_summary: Synthesizes high-level corporate strategies for executing cloud migrations.
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? https://www.forbes.com/sites/janakirammsv/2019/04/14/everything-you-want-to-know-about-anthos-googles-hybrid-and-multi-cloud-platform
: title: Everything You Want To Know About Anthos - Google's Hybrid And Multi-Cloud
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  ai_summary: A strategic market review analyzing Google’s motivations behind launching
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https://www.forbes.com/sites/janakirammsv/2019/06/28/5-cloud-native-storage-startups-to-watch-out-for-in-2019:
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  stars: 0
  ai_summary: A retrospective analysis of promising cloud-native storage startups
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https://www.forbes.com/sites/janakirammsv/2021/12/03/aws-reinventa-roundup-of-container-services-announcements:
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  ai_summary: Synthesizes containerization announcements from re:Invent 2021, highlighting
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? https://www.forbes.com/sites/jasonwingard/2021/09/02/the-great-resignation-why-gen-z-is-leaving-the-workforce-in-drovesand-what-to-do-about-it
: title: 'forbes.com: ‘The Great Resignation’: Why Gen Z Is Leaving The Workforce
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  description: ''
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  ai_summary: An analysis of generational workplace transitions, detailing why entry-level
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https://www.forbes.com/sites/markmurphy/2022/03/18/to-avoid-regretting-a-new-job-ask-these-two-questions-during-the-interview:
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  ai_summary: A targeted interview guide offering high-signal diagnostic questions.
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https://www.forbes.com/sites/markmurphy/2023/08/24/hiring-managers-often-lie-to-candidates-heres-how-to-spot-when-they-do:
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  description: ''
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  stars: 0
  ai_summary: This piece exposes common misdirections used by hiring managers during
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  hierarchy:
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? https://www.forbes.com/sites/steveandriole/2020/10/01/why-no-one-understands-agile-scrum--devops--why-perfect-technology-abstractions-are-sure-to-fail
: title: 'forbes: Why No One Understands Agile, SCRUM & DevOps & Why Perfect Technology
    Abstractions Are Sure To Fail'
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  ai_summary: A management-focused critique arguing that complex systems cannot be
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https://www.forbes.com/sites/stevedenning/2016/09/08/explaining-agile:
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  stars: 2
  ai_summary: A foundational analysis on the core principles of Agile as a paradigm
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https://www.forbes.com/sites/tjmccue/2020/03/13/5-essential-coronavirus-work-from-home-tech-tips:
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  ai_summary: Discusses tactical solutions for shifting workforce operations to remote
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https://www.forbes.com/sites/tomtaulli/2021/07/16/devops-what-you-need-to-know:
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  ai_summary: A strategic overview demonstrating the business impact of mature delivery
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https://www.freecodecamp.org/news/documentation-libraries-to-help-you-write-good-docs:
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  hierarchy:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.freecodecamp.org/news/how-git-branches-work:
  title: 'freecodecamp.org: How Git Branches Work'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Explores Git's underlying data structures, demystifying DAG (Directed
    Acyclic Graph) models, refs, and the HEAD pointer. Demonstrates how Git isolates
    modifications cleanly via pointer-manipulation instead of physical copying, ensuring
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  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Git Core
  - Internal Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.freecodecamp.org/news/how-to-build-an-online-banking-system-python-oop-tutorial:
  title: 'freecodecamp.org: How to Build an Online Banking System – Python Object-Oriented
    Programming Tutorial'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Hands-on tutorial building a simulated online banking API to explore
    OOP design patterns. Walks through practical use cases of structural encapsulation,
    class-based inheritance, and custom exception handling within a financial business
    domain.
  language: Python
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Software Engineering
  - Programming Paradigms
  - Object-Oriented Programming
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - python.md
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https://www.freecodecamp.org/news/how-to-create-microservices-with-fastapi:
  title: 'freecodecamp.org: How to Create Microservices with FastAPI'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Explains how to decompose complex monolithic business systems into highly
    fast, isolated microservices using FastAPI. Covers async cross-service communication
    patterns, serialization improvements, and centralized exception handling.
  language: Python
  resource_type: Tutorial
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Systems Architecture
  - Microservices
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
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  - python.md
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https://www.freecodecamp.org/news/how-to-deploy-react-apps-to-production:
  title: 'freecodecamp.org: How to Deploy a React App to Production Using Docker and
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: A deep guide details how to bundle React applications into high-performance
    production Docker images using multi-stage builds. Implements security headers
    and API reverse proxy routing directly within NGINX configs.
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  resource_type: Article
  complexity: Basic
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
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  - NGINX
  - React Production
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.freecodecamp.org/news/how-to-dockerize-a-flask-app:
  title: 'freecodecamp.org: How to Dockerize a Flask Application'
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  year: '2022'
  stars: 0
  ai_summary: Shows standard patterns for containerizing Flask microframework environments.
    Details proper setup of production-grade WSGI servers (like Gunicorn), port exposure,
    volume mountings, and local hot-reloads during container updates.
  language: Python
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Web Frameworks
  - Containerization
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
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https://www.freecodecamp.org/news/how-to-download-kaggle-dataset-to-google-colab:
  title: 'freecodecamp.org: How to Download a Kaggle Dataset Directly to a Google
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  year: '2022'
  stars: 0
  ai_summary: A practical walk-through detailing how to pull datasets from Kaggle
    directly into Google Colab instances via the command line. This method bypasses
    local download bottlenecks, optimizing workspace staging workflows.
  language: Python
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Cloud Notebooks
  - Data Engineering
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  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - mlops.md
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https://www.freecodecamp.org/news/how-to-fix-merge-conflicts-in-git:
  title: 'freecodecamp.org: How to Fix Merge Conflicts in Git'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Provides actionable steps for interpreting, diagnosing, and resolving
    structural file conflicts inside Git. This handbook walks through conflict markers,
    manual intervention workflows, and external tools like 'git mergetool' for rapid
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  language: English
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
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  - Git Core
  - Conflict Resolution
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
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https://www.freecodecamp.org/news/how-to-fork-a-github-repository:
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  ai_summary: A full-scale workflow study of Git's forking model. Outlines how to
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    code integrations to prevent synchronization drift on highly distributed projects.
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  hierarchy:
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https://www.freecodecamp.org/news/how-to-get-ready-for-a-job-in-tech:
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  year: '2022'
  stars: 0
  ai_summary: A comprehensive readiness plan for entry-level developers navigating
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  status: online
  addition_method: manual
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  hierarchy:
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  v1_locations: []
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https://www.freecodecamp.org/news/how-to-get-started-with-pysondb:
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  description: ''
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  stars: 0
  ai_summary: Introductory guide to PysonDB, a lightweight file-based database engine
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  language: Python
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
  - Databases
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  v1_locations: []
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https://www.freecodecamp.org/news/how-to-handle-multiple-git-configurations-in-one-machine:
  title: "freecodecamp.org: How to Use Multiple Git Configs on One Computer \U0001F31F"
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  year: '2021'
  stars: 4
  ai_summary: Explains how to use conditional inclusion config directives (`includeIf`)
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  status: online
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https://www.freecodecamp.org/news/how-to-interact-with-web-services-using-python:
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  year: '2022'
  stars: 0
  ai_summary: 'Curator Insight: Practical reference detailing the execution of external
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    Live Grounding: Outlines connection parameters, timeout protection models, handling
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  language: Python
  resource_type: Tutorial
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.freecodecamp.org/news/how-to-set-up-custom-email:
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  year: '2026'
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  ai_summary: Detailed technical guide outlining DNS integrations using Cloudflare's
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    for robust microservice communication architectures.
  language: English
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  status: online
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  hierarchy:
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  - '[COMMUNITY-TOOL]'
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https://www.freecodecamp.org/news/how-to-setup-a-basic-serverless-backend-with-aws-lambda-and-api-gateway:
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  year: '2022'
  stars: 0
  ai_summary: A beginner-oriented walkthrough demonstrating the integration of Amazon
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  status: online
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  hierarchy:
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https://www.freecodecamp.org/news/how-to-setup-a-ci-cd-pipeline-with-github-actions-and-aws:
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  year: '2022'
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  ai_summary: A detailed tutorial constructing CI/CD deployment pipelines on AWS.
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  hierarchy:
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https://www.freecodecamp.org/news/how-to-setup-virtual-environments-in-python:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Curator Insight: Guides engineers through virtual machine/environment
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    Live Grounding: Prevents host dependency mutation, explains lock file scopes,
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  hierarchy:
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https://www.freecodecamp.org/news/how-to-simplify-kubernetes-troubleshooting:
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  stars: 0
  ai_summary: This comprehensive troubleshooting guide reframes cluster diagnostics
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  resource_type: Blog Post
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  status: online
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https://www.freecodecamp.org/news/how-to-ssh-into-a-docker-container-secure-shell-vs-docker-attach:
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  year: '2021'
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  ai_summary: 'Curator Insight: Explores interactive host operations inside isolated
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  hierarchy:
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https://www.freecodecamp.org/news/how-to-use-branches-in-git:
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  stars: 1
  ai_summary: A high-density reference guide containing exhaustive commands for creating,
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  status: online
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  hierarchy:
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https://www.freecodecamp.org/news/how-to-use-markdown-in-vscode:
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  ai_summary: A technical guide to writing, parsing, and rendering Markdown natively
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https://www.freecodecamp.org/news/how-to-use-the-dot-github-repository:
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  year: '2021'
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  ai_summary: An implementation guide for the special `.github` repository, standardizing
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https://www.freecodecamp.org/news/how-to-write-clean-code:
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  ai_summary: A definitive guide on readability, testing, refactoring patterns, and
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https://www.freecodecamp.org/news/how-to-write-commit-messages-maintainers-will-like:
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  year: '2022'
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  ai_summary: Outlines industry-standard practices for crafting high-quality commit
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  ai_summary: Advanced curriculum covering deep encapsulation, inheritance hierarchies,
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  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Java
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  tags:
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  v1_locations: []
  v2_locations:
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https://www.freecodecamp.org/news/practical-git-and-git-workflows:
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  year: '2022'
  stars: 0
  ai_summary: Compares branching models including Git Flow, GitHub Flow, and Trunk-Based
    Development. Helps engineering teams choose the right workflow based on their
    deployment frequency, team size, and CI/CD setup.
  language: English
  resource_type: Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Version Control
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  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - git.md
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https://www.freecodecamp.org/news/public-apis-for-developers:
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  description: ''
  year: '2023'
  stars: 4
  ai_summary: Introduces a handpicked list of highly functional public APIs suited
    for portfolio projects and app prototypes. The compilation features modern REST
    APIs that do not require complex OAuth authorization flows, covering categories
    like machine learning, weather forecasting, financial data, and geolocation. It
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  language: English
  resource_type: Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Integration
  - API Design
  - Public Directories
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  v1_locations: []
  v2_locations:
  - api.md
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https://www.freecodecamp.org/news/pyscript-python-front-end-framework:
  title: "freecodecamp.org: How to Use PyScript – A Python Frontend Framework \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Curator Insight: Introduces execution of complex Python pipelines inside
    browser-side environments via WebAssembly architectures.

    Live Grounding: Assesses PyScript''s interface layer, detailing direct DOM manipulation,
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  language: Python
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Web Development
  - WASM
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.freecodecamp.org/news/python-attributes-class-and-instance-attribute-examples:
  title: 'freecodecamp.org: Python Attributes – Class and Instance Attribute Examples'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Curator Insight: Examines class attributes versus unique object instance
    states in Python OOP designs.

    Live Grounding: Reviews internal attribute lookup mechanisms (via `__dict__`),
    inheritance overrides, class namespaces, and memory storage profiles.'
  language: Python
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Object-Oriented Programming
  - Attributes
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.freecodecamp.org/news/python-for-loop-for-i-in-range-example:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Curator Insight: Breaks down fundamental sequence looping execution
    in modern Python scripts.

    Live Grounding: Focuses on performance benefits of generator-driven range sequences
    over standard index increments within high-iteration pathways.'
  language: Python
  resource_type: Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Python Fundamentals
  - Control Flow
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.freecodecamp.org/news/python-list-methods-append-vs-extend:
  title: 'freecodecamp.org: Python List Methods – append( ) vs extend( ) in Python
    Explained with Code Examples'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Evaluates mutating functions of list elements. Demonstrates complexity
    and memory allocations comparing single-object inclusion with `append()` versus
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  language: English
  resource_type: Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Python Core
  - Data Structures
  tags:
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  - '[GUIDE]'
  v1_locations: []
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https://www.freecodecamp.org/news/python-list-remove-how-to-remove-an-item-from-a-list-in-python:
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    in Python'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Curator Insight: Examines removing specific programmatic values from
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    Live Grounding: Details execution profiles of `.remove()` relative to value lookups,
    compared against structural alternatives like system-level `del` statement and
    array `.pop()` methods.'
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  resource_type: Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Python Fundamentals
  - Data Structures
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
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https://www.freecodecamp.org/news/python-map-function-how-to-map-a-list-in-python-3-0-with-example-code:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores syntax details of `map()` in Python 3. Shows how it returns
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  resource_type: Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Development
  - Python Core
  - Functional Programming
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.freecodecamp.org/news/python-set-operations-explained-with-examples:
  title: 'freecodecamp.org: Python Sets – Explained with Examples'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Comprehensive breakdown of native Python sets. Demonstrates mathematical
    transformations including unions, intersections, differences, and subset checks
    while detailing underlying hash-table performance implications.
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  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  tags:
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  v1_locations: []
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https://www.freecodecamp.org/news/python-string-split-and-join-methods-explained-with-examples:
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  stars: 0
  ai_summary: Outlines basic usage of Python's string manipulation methods `split()`
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    user payloads efficiently.
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  resource_type: Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://www.freecodecamp.org/news/rest-api-best-practices-rest-endpoint-design-examples:
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  year: '2023'
  stars: 5
  ai_summary: A comprehensive blueprint for designing RESTful API endpoints using
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  language: English
  resource_type: Guide
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  is_microservice: false
  status: online
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  tags:
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https://www.freecodecamp.org/news/rest-api-design-best-practices-build-a-rest-api:
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  ai_summary: A practical, comprehensive handbook walking through REST API design
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https://www.freecodecamp.org/news/rsync-examples-rsync-options-and-how-to-copy-files-over-ssh:
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  ai_summary: Comprehensive walkthrough of rsync protocol options and SSH integration
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  is_microservice: false
  status: online
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
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https://www.freecodecamp.org/news/serverless-is-cheaper-not-simpler-a10c4fc30e49:
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  year: '2020'
  stars: 0
  ai_summary: Challenges the popular industry narrative that serverless frameworks
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  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.freecodecamp.org/news/sql-inner-join-how-to-join-3-tables-in-sql-and-mysql:
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  year: '2021'
  stars: 0
  ai_summary: Provides advanced syntax paradigms for combining three or more relational
    tables in standard SQL and MySQL. Details optimizer path selections, index utilization
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  language: SQL
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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  tags:
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https://www.freecodecamp.org/news/sql-join-types-inner-join-vs-outer-join-example:
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  ai_summary: Practical primer exploring the execution mechanics of relational SQL
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  hierarchy:
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https://www.freecodecamp.org/news/sql-joins-tutorial:
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  ai_summary: A comprehensive, visual tutorial mapping various SQL JOIN architectures.
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  status: online
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https://www.freecodecamp.org/news/tag/aws:
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  ai_summary: A dynamic curriculum stream aggregating tutorials focused on AWS design
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  is_microservice: false
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https://www.freecodecamp.org/news/tcp-vs-udp:
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  ai_summary: Contrasts the mechanical differences between the TCP and UDP transport
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  is_microservice: false
  status: online
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https://www.freecodecamp.org/news/the-definitive-guide-to-git-merge:
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  ai_summary: Comprehensive guide examining standard branch merge practices, fast-forward
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  status: online
  addition_method: manual
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  hierarchy:
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https://www.freecodecamp.org/news/the-kubernetes-handbook:
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  ai_summary: A robust, free reference guide to Kubernetes cluster configuration.
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  resource_type: Documentation
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  is_microservice: true
  status: online
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https://www.freecodecamp.org/news/the-linux-commands-handbook:
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  stars: 0
  ai_summary: An exhaustive reference manual containing primary command patterns,
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  status: online
  addition_method: manual
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https://www.freecodecamp.org/news/the-nginx-handbook:
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https://www.freecodecamp.org/news/the-python-handbook:
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https://www.freecodecamp.org/news/the-sql-inner-join-command-example-syntax:
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https://www.freecodecamp.org/news/undo-git-add-how-to-remove-added-files-in-git:
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https://www.freecodecamp.org/news/use-selenium-to-create-a-web-scraping-bot:
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https://www.freecodecamp.org/news/vs-code-extensions-to-boost-your-development-productivity:
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https://www.freecodecamp.org/news/vs-code-extensions-to-increase-developer-productivity:
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https://www.freecodecamp.org/news/web-storage-api-how-to-store-data-on-the-browser:
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https://www.freecodecamp.org/news/what-is-a-helm-chart-tutorial-for-kubernetes-beginners:
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https://www.freecodecamp.org/news/what-is-infrastructure-as-code:
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https://www.freecodecamp.org/news/what-is-rest-rest-api-definition-for-beginners:
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https://www.freecodecamp.org/news/what-is-terraform-learn-infrastructure-as-code:
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https://www.freecodecamp.org/news/what-is-trunk-based-development:
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https://www.freecodecamp.org/news/whats-the-difference-between-authentication-and-authorisation:
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https://www.freelancer.com:
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https://www.ft.com/content/08ff1bd0-2e2b-4d20-bb9f-dfe8c5a9807b:
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  resource_type: Curation
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  hierarchy:
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  - Python
  - Educational Resources
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
? https://www.genbeta.com/actualidad/ex-ceo-origen-tener-gente-que-hace-falta-empresas-contratas-a-alguien-primero-que-hace-contratar-1
: title: 'genbeta.com: Un ex-CEO, sobre el origen de tener gente que ni hace falta
    en las empresas: “Contratas a alguien, y lo primero que hace es contratar"'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Investigates the organizational phenomena of manager empire-building,
    where expanding headcounts is falsely correlated with corporate power and strategic
    progress. Explains how this dynamic leads to over-engineered organizational structures
    and excessive communication overhead, contrasting it with lean, autonomous platform
    engineering practices.
  language: es
  resource_type: Analysis
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Organizational Scaling
  - Big Tech Practices
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - project-management-methodology.md
  youtube_mosaic: {}
? https://www.genbeta.com/actualidad/internet-esta-llamas-cloudflare-ha-detectado-24-600-ataques-minuto-que-explotaban-vulnerabilidad-log4shell
: title: 'genbeta.com: "Internet está en llamas": Cloudflare ha detectado más de 24.600
    ataques por minuto que explotaban la vulnerabilidad Log4Shell'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This Spanish-language technical article details the rapid surge in exploit
    attempts tracked by Cloudflare during the initial Log4Shell disclosures. It analyzes
    the immediate threat vectors used by attackers and outlines the role of edge WAF
    configurations in defending applications. It highlights the importance of fast,
    automated mitigations.
  language: None
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Vulnerabilities
  - Spanish Technical Advisory
  tags:
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  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.genbeta.com/actualidad/python-se-convierte-lista-tiobe-lenguaje-popular-red-superando-incluso-a-c:
  title: 'genbeta.com: Python se convierte en el lenguaje de programación más popular
    según el índice TIOBE: adiós al largo reinado de C'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Article in Spanish covering Python's rise to the number one spot on
    the TIOBE Index. Discusses trends across data science, web development, and educational
    adoption driving Python's ecosystem dominance.
  language: Spanish
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Development
  - Python Ecosystem
  - Market Trends
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
? https://www.genbeta.com/actualidad/red-hat-enterprise-linux-lanza-version-a-costo-para-llegar-a-publico-sectores-investigacion-academico
: title: 'genbeta.com: Red Hat Enterprise Linux lanza una versión a bajo costo para
    llegar a más público de sectores de investigación y académico'
  description: ''
  year: '2021'
  stars: 2
  ai_summary: Spanish language report analyzing Red Hat's low-cost RHEL licensing
    targeting research facilities, academic bodies, and testing environments, aimed
    at retaining institutional loyalty post-CentOS shift.
  language: Spanish
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Operating Systems
  - Linux Distributions
  tags:
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  v1_locations: []
  v2_locations:
  - linux.md
  youtube_mosaic: {}
https://www.genbeta.com/actualidad/reuniones-trabajo-nos-agotan-videollamada-se-sabe-que-pasa-se-eliminan-usamos-chats:
  title: 'genbeta.com: Las reuniones laborales por videollamada nos agotan: esto es
    lo que pasa si se eliminan y cambian por chats'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Analyzes the psychological and operational impact of video-conferencing
    fatigue in software engineering teams. Documents the benefits of replacing real-time
    sync calls with asynchronous chat platforms, collaborative document pipelines,
    and clear ticket comments, highlighting the improvement in deep focus and deployment
    rates.
  language: es
  resource_type: Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Engineering Leadership
  - Developer Productivity
  - Asynchronous Collaboration
  tags:
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  v1_locations: []
  v2_locations:
  - project-management-methodology.md
  youtube_mosaic: {}
? https://www.genbeta.com/actualidad/twitter-quiere-contratar-a-ingenieros-microsoft-asi-prueba-que-les-hacen-pasar-antes-nada-incluso-a-senior
: title: 'genbeta.com: Twitter quiere contratar a ingenieros de Microsoft: así es
    la prueba que les hacen pasar antes de nada, incluso a los senior'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Curator Insight: Chronicles hiring strategies and rigorous tests applied
    to senior engineers during corporate restructuring events. Live Grounding: Explores
    real-world technical screening processes, demonstrating how architectural competency
    and system design are prioritized during high-profile corporate restructuring
    events.'
  language: es
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Recruiting
  - Hiring Standards
  tags:
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  v1_locations: []
  v2_locations:
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? https://www.genbeta.com/desarrollo/32-000-desarrolladores-responden-plataformas-lenguajes-programacion-javascript-aws-github-windows-usados
: title: 'genbeta.com: 32.000 desarrolladores responden sobre plataformas y lenguajes
    de programación: JavaScript, AWS, GitHub y Windows, los más usados'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Presents empirical results from a comprehensive survey of 32,000 developers
    mapping out global development trends. Synthesizes adoption patterns for languages,
    cloud environments, and operating systems, detailing the persistent dominance
    of JavaScript, AWS, and Windows platforms in the enterprise ecosystem.
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  resource_type: Report
  complexity: Beginner
  is_microservice: false
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  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Surveys
  - Developer Ecosystem
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  - '[COMMUNITY-TOOL]'
  v1_locations: []
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? https://www.genbeta.com/desarrollo/amazon-lanza-codewhisperer-su-propia-alternativa-a-github-copilot-que-no-insertara-codigo-licenciado-avisar
: title: 'genbeta.com: Amazon lanza CodeWhisperer, su propia alternativa a GitHub
    Copilot… que no insertará código ya licenciado sin avisar'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A Spanish Genbeta article introducing Amazon CodeWhisperer as AWS's
    direct competitor to GitHub Copilot, emphasizing its unique compliance filters
    to avoid licensing violations. While historically accurate regarding CodeWhisperer's
    initial launch features, the service has since evolved into Amazon Q Developer,
    with a broader security and multi-file architecture focus.
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  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
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  - Developer Tooling
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  v1_locations: []
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  - aws.md
  youtube_mosaic: {}
? https://www.genbeta.com/desarrollo/ciberseguridad-llamas-presion-actual-grande-que-mitad-expertos-sufren-ansiedad-quieren-renunciar
: title: 'genbeta.com: Ciberseguridad en llamas: la presión actual es tan grande que
    la mitad de los expertos sufren ansiedad y quieren dimitir'
  description: ''
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  stars: 0
  ai_summary: 'Curator Insight: Exposes the psychological pressure and anxiety levels
    prompting cybersecurity experts to consider resigning. Live Grounding: Highlights
    how the relentless pace of zero-day exploits, legacy technical debt, and continuous
    delivery pipelines have elevated mental health issues into a critical operational
    security risk.'
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  resource_type: Article
  complexity: Intermediate
  is_microservice: false
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  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Security
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  tags:
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  v1_locations: []
  v2_locations:
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? https://www.genbeta.com/desarrollo/cinco-repositorios-github-buenos-que-imprescindibles-estas-aprendiendo-te-dedicas-a-programar-1
: title: 'genbeta.com/a-fondo: Cinco repositorios de GitHub tan buenos que son imprescindibles
    si estás aprendiendo o te dedicas a programar'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Recopila cinco repositorios de GitHub esenciales para el aprendizaje
    continuo de programación. Incluye recursos interactivos sobre algoritmos, patrones
    de diseño, hojas de ruta de desarrollo y arquitecturas de sistemas.
  language: Spanish
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Learning Resources
  tags:
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  v1_locations: []
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https://www.genbeta.com/desarrollo/hace-20-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps:
  title: 'genbeta.com: Hace 20 años, este correo de Jeff Bezos en Amazon cambió para''
    siempre la forma en que programamos apps'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
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  is_microservice: false
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  discovered_at: '2026-05-17T17:10:05.059422+02:00'
  last_ai_eval: null
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  duplicate_of: https://www.genbeta.com/desarrollo/hace-22-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps
https://www.genbeta.com/desarrollo/hace-22-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps:
  title: 'genbeta.com: Hace 20 años, este correo de Jeff Bezos en Amazon cambió para
    siempre la forma en que programamos apps'
  description: ''
  year: '2024'
  stars: 5
  ai_summary: Retells the legendary 2002 internal email mandate from Jeff Bezos which
    laid the operational foundations for modern AWS and microservices architectures.
    The mandate forced all internal teams to communicate solely via modular, service-oriented
    interfaces (APIs) under penalty of termination, completely outlawing direct database
    reads or shared-memory shortcuts. This structural shift proved that strict interface
    contracts are essential for massive scale and organizational independence.
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  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  - Strategic Governance
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  v1_locations: []
  v2_locations:
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? https://www.genbeta.com/desarrollo/hay-organizaciones-pro-software-libre-abandonando-github-su-uso-comercial-proyectos-open-source-copilot
: title: 'genbeta.com: Ya hay organizaciones pro-software libre abandonando GitHub
    por su uso comercial de proyectos open source en Copilot'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Examines the open-source community backlash and subsequent project migrations
    away from GitHub due to the commercial ingestion of copyleft-licensed codebases
    for training Copilot. Outlines the ethical and legal complexities of automated
    code reuse.
  language: Spanish
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - AI-Assisted Development
  - Legal & Compliance
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.genbeta.com/desarrollo/mitad-programadores-tienen-titulos-universitarios-cada-vez-desarrolladores-aprenden-su-cuenta:
  title: 'genbeta.com: Menos de la mitad de los programadores tienen títulos universitarios.
    Cada vez más desarrolladores aprenden por su cuenta'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Curator Insight: Reports that less than half of contemporary developers
    hold formal university degrees, reflecting a shift toward self-teaching. Live
    Grounding: Confirms that non-traditional education pathways dominate the developer
    ecosystem, demanding that enterprise hiring pipelines adapt to validate practical
    systems design over theoretical credentials.'
  language: es
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
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  - Education
  - Alternative Pathways
  tags:
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  v2_locations:
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https://www.genbeta.com/desarrollo/plastic-scm-mergebot-automatizando-tu-pipeline-desarrollo:
  title: 'genbeta.com: Plastic SCM Mergebot: automatizando tu pipeline de desarrollo'
  description: ''
  year: '2018'
  stars: 2
  ai_summary: A Spanish-language technical review explaining the automation capabilities
    of Plastic SCM Mergebot. It breaks down how the tool coordinates tests, manages
    branches, and handles auto-merges within the broader development pipeline.
  language: Spanish
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
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  geo_region: null
  hierarchy:
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  - Version Control
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  tags:
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  v1_locations: []
  v2_locations:
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https://www.genbeta.com/desarrollo/software-coches-mercedes-contiene-codigo-abierto-vez-distribuirlo-github-usan-cd:
  title: 'genbeta.com: El software de los coches de Mercedes contiene código abierto
    y en vez de distribuirlo en GitHub usan un CD'
  description: ''
  year: '2021'
  stars: 2
  ai_summary: Discusses a compliance and distribution anomaly where Mercedes-Benz
    distributed open-source software license obligations to users via physical CDs
    rather than modern online hosting platforms like GitHub. It highlights the complex
    legal compliance landscape of embedded software in legacy automotive supply chains
    and the slow adaptation of hardware-centric legal teams to modern developer operations.
  language: Spanish
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Open Source Software
  - Compliance & Logistics
  tags:
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https://www.genbeta.com/desarrollo/visual-studio-code-cuenta-version-web-que-te-permite-mantener-tus-proyectos-tu-disco-duro:
  title: 'genbeta.com: Visual Studio Code ya cuenta con una versión web (que te permite''
    mantener tus proyectos en tu disco duro)'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
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  discovered_at: '2026-05-17T17:09:13.982407+02:00'
  last_ai_eval: null
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? https://www.genbeta.com/herramientas/busybox-ejecutable-que-agrupa-casi-200-utilidades-gnu-linea-comandos-que-puedes-usar-tambien-windows-android
: title: 'genbeta.com: BusyBox, el ejecutable que agrupa casi 200 utilidades Unix
    de línea de comandos (y que puedes usar también en Windows o Android)'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A comprehensive technical overview of BusyBox, detailing its architecture
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    POSIX environments on Android, recovery disks, and container deployments.
  language: C
  resource_type: Technical Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Containerization
  - Fundamentals
  tags:
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  v1_locations: []
  v2_locations:
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? https://www.genbeta.com/web/siete-webs-explicadas-a-fondo-donde-encontrar-trabajo-freelance-autonomo-te-niegas-a-volver-a-oficina
: title: 'genbeta.com: Siete webs (explicadas a fondo) donde encontrar trabajo freelance
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: In-depth technical guide outlining seven crucial websites for discovering
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    monetization strategies, vetting procedures, and payout structures, helping remote
    workers build reliable business strategies without office commutes.
  language: N/A
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  - Spanish Market
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  v2_locations:
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https://www.gentlydownthe.stream:
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  stars: 0
  ai_summary: An interactive, visually driven learning portal that uses storyboards
    to simplify core concepts of distributed message queues, logs, and stateful streams.
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  resource_type: Interactive Site
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  - Concepts
  - Visual Learning
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  v2_locations:
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? https://www.gestoresderiesgo.com/colaboradores/prohibicion-de-utilizar-programas-informaticos-que-permitan-llevar-una-doble-contabilidad-empresarial
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https://www.getxray.app/blog/7-benefits-of-using-a-test-management-app-vs.-excel:
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https://www.getxray.app/blog/the-top-5-software-testing-trends-of-2022:
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https://www.giantflyingsaucer.com/blog/?p=5730:
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  ai_summary: A curated technical resource and architectural guide covering www.giantflyingsaucer.com
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https://www.giantswarm.io:
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https://www.giffgaff.io/tech/resizing-statefulset-persistent-volumes-with-zero-downtime:
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https://www.giffgaff.io/tech/using-istio-with-nginx-ingress:
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https://www.git-tower.com/blog/git-cheat-sheet:
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  ai_summary: 'Curator Insight: Designed by Tower developers, this reference targets
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https://www.gitkraken.com:
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  ai_summary: Covers the mechanics of branch creation, checkout, tracking, and upstream
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  language: English
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  hierarchy:
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  stars: 4
  ai_summary: A comprehensive directory of instructional video tutorials exploring
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https://www.harness.io/blog/continuous-integration-performance-metrics:
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https://www.harness.io/blog/helm-chart-repo:
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https://www.harness.io/blog/kubernetes-ci-cd-best-practices:
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https://www.harness.io/blog/kubernetes-mistakes:
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https://www.harness.io/blog/kubernetes-services-explained:
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  ai_summary: Outlines programmatic cost reduction strategies utilizing Harness's
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  ai_summary: Explores the integration of FinOps protocols within CI/CD pipelines.
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https://www.harness.io/blog/vault-agent-secrets-management:
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https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon-codewhisperer:
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https://www.hashicorp.com/blog/access-google-cloud-from-hcp-terraform-with-workload-identity:
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https://www.hashicorp.com/blog/announcing-11-verified-providers-for-terraform:
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  discovered_at: '2026-05-17T18:03:21.898283+02:00'
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  hierarchy: []
  tags: []
  v1_locations:
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  youtube_mosaic: {}
https://www.hashicorp.com/blog/announcing-version-2-0-kubernetes-and-helm-providers-for-hashicorp-terraform:
  title: "hashicorp.com: Announcing Version 2.0 of the Kubernetes and Helm Providers'
    for HashiCorp Terraform \U0001F31F"
  description: ''
  year: N/A
  stars: 0
  ai_summary: "A curated technical resource and architectural guide covering hashicorp.com:
    Announcing Version 2.0 of the Kubernetes and Helm Providers' for HashiCorp Terraform
    \U0001F31F in the Kubernetes Tools ecosystem."
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779033735
  needs_ai_refresh: false
  discovered_at: '2026-05-17T18:02:15.350071+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/terraform.md
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/announcing-waypoint:
  title: 'hashicorp.com: Announcing HashiCorp Waypoint'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    Announcing HashiCorp Waypoint in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779032360
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  discovered_at: '2026-05-17T17:39:20.930617+02:00'
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  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/jenkins-alternatives.md
  v2_locations:
  - jenkins-alternatives.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/aws-hashicorp-collaborate-new-terraform-modules:
  title: 'hashicorp.com: AWS and HashiCorp Collaborate on New Terraform Modules'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    AWS and HashiCorp Collaborate on New Terraform Modules in the Kubernetes Tools
    ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779029573
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  discovered_at: '2026-05-17T16:52:53.073997+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/terraform.md
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/aws-lambda-extensions-for-hashicorp-vault:
  title: 'hashicorp.com: Use AWS Lambda Extensions to Securely Retrieve Secrets From''
    HashiCorp Vault'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    Use AWS Lambda Extensions to Securely Retrieve Secrets From'' HashiCorp Vault
    in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779033050
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  discovered_at: '2026-05-17T17:50:50.696132+02:00'
  last_ai_eval: null
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  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/devsecops.md
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/azure-hub-and-spoke-generally-available-for-hcp-vault-dedicated:
  title: Azure Hub-and-Spoke Generally Available for HCP Vault Dedicated
  description: HashiCorp announces general availability of Azure hub-and-spoke networking
    topology support for HCP Vault Dedicated, delivering private, secure connectivity.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: Managed security platforms must adapt to complex cloud-native
    networking layouts to be viable for enterprise environments.


    Live Grounding: Published in May 2026, this announcement states that HCP Vault
    Dedicated now supports native Azure hub-and-spoke networking topology.


    Security Architecture:

    - Ensures entirely private connectivity by integrating HashiCorp Virtual Networks
    with Azure transit spokes.

    - Eliminates the security risk of exposing managed secrets endpoints to the public
    internet.

    - Simplifies cross-tenant routing without requiring complex manual peer configurations.'
  language: en
  resource_type: blog
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352168
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:16:08.173394+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure Security
  - Secrets Management
  - HashiCorp Vault
  - Azure Networking
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: azure
  reputation_status: Vetted
  reputation_summary: Strongly welcomed by security operations teams for solving complex
    Azure enterprise private networking topology requirements within managed Vault
    deployments.
  social_preview_url: ''
  source_provenance: X.com (HashiCorp)
  suggested_new_category: devsecops
https://www.hashicorp.com/blog/beta-support-for-crds-in-the-terraform-provider-for-kubernetes:
  title: 'hashicorp.com: Beta Support for CRDs in the Terraform Provider for Kubernetes'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    Beta Support for CRDs in the Terraform Provider for Kubernetes in the Kubernetes
    Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779029074
  needs_ai_refresh: false
  discovered_at: '2026-05-17T16:44:34.536739+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/terraform.md
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/build-a-quick-aks-cluster-the-easy-way-with-terraform-cloud:
  title: "hashicorp.com: Build a Quick AKS Cluster the Easy Way with Terraform Cloud'
    \U0001F31F"
  description: ''
  year: N/A
  stars: 0
  ai_summary: "A curated technical resource and architectural guide covering hashicorp.com:
    Build a Quick AKS Cluster the Easy Way with Terraform Cloud' \U0001F31F in the
    Kubernetes Tools ecosystem."
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779030413
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:06:53.084431+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/terraform.md
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/build-secure-ai-applications-on-azure-with-hashicorp-terraform-and-vault:
  title: '==hashicorp.com: Build secure AI applications on Azure with HashiCorp Terraform''
    and Vault=='
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering ==hashicorp.com:
    Build secure AI applications on Azure with HashiCorp Terraform'' and Vault== in
    the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779032728
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:45:28.635743+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/azure.md
  - docs/terraform.md
  v2_locations:
  - azure.md
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/building-a-secure-azure-reference-architecture-with-terraform:
  title: 'hashicorp.com: Building a secure Azure reference architecture with Terraform'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    Building a secure Azure reference architecture with Terraform in the Kubernetes
    Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779032733
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:45:33.990149+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/terraform.md
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/building-azure-resources-with-typescript-using-the-cdk-for-terraform:
  title: 'hashicorp.com: Building Azure Resources with TypeScript Using the CDK for''
    Terraform'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    Building Azure Resources with TypeScript Using the CDK for'' Terraform in the
    Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779029631
  needs_ai_refresh: false
  discovered_at: '2026-05-17T16:53:51.083197+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/terraform.md
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/cdk-for-terraform-enabling-python-and-typescript-support:
  title: 'hashicorp.com: CDK for Terraform: Enabling Python & TypeScript Support'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    CDK for Terraform: Enabling Python & TypeScript Support in the Kubernetes Tools
    ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779034217
  needs_ai_refresh: false
  discovered_at: '2026-05-17T18:10:17.348500+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/terraform.md
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/cdk-for-terraform-now-generally-available:
  title: 'hashicorp.com: CDK for Terraform Is Now Generally Available'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    CDK for Terraform Is Now Generally Available in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779033917
  needs_ai_refresh: false
  discovered_at: '2026-05-17T18:05:17.209287+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/terraform.md
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/cisco-citrix-fortinet-among-new-verified-terraform-providers:
  title: 'hashicorp.com: Cisco, Citrix, and Fortinet Among New Verified Terraform''
    Providers'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    Cisco, Citrix, and Fortinet Among New Verified Terraform'' Providers in the Kubernetes
    Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779029118
  needs_ai_refresh: false
  discovered_at: '2026-05-17T16:45:18.635147+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/terraform.md
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/configuring-azure-application-gateway-with-consul-terraform-sync:
  title: 'hashicorp.com: Configuring Azure Application Gateway with Consul-Terraform-Sync'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    Configuring Azure Application Gateway with Consul-Terraform-Sync in the Kubernetes
    Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779029340
  needs_ai_refresh: false
  discovered_at: '2026-05-17T16:49:00.775794+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/terraform.md
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/consul-20-improves-flexibility-control-and-scalability:
  title: Consul 2.0 improves flexibility, control, and scalability
  description: HashiCorp releases Consul 2.0, introducing multi-port service mesh
    on Kubernetes, CyberArk Workload Identity integration, and global RPC rate limiting.
  year: '2026'
  stars: 4
  ai_summary: 'A technical release breakdown of HashiCorp Consul 2.0, focusing on
    multi-cloud security, control planes, and networking density.

    * Introduces full multi-port support for service mesh deployments on Kubernetes,
    allowing microservices to map distinct security and ingress rules per port.

    * Implements global RPC rate limiters, auto-scaling mechanisms for the native
    API Gateway, and integrations with CyberArk Workload Identity Manager as an external
    CA.'
  language: en
  resource_type: article
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352686
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:24:46.744634+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure Automation
  - Service Mesh
  - Kubernetes Networking
  - Datacenter Security
  tags:
  - DE FACTO STANDARD
  - ENTERPRISE-STABLE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: servicemesh
  reputation_status: Vetted
  reputation_summary: A landmark release from HashiCorp that is recognized by cloud
    architects as a crucial architectural upgrade to long-standing Kubernetes-to-Consul
    service mesh constraints.
  social_preview_url: ''
  source_provenance: X.com (HashiCorp)
  suggested_new_category: service-discovery
https://www.hashicorp.com/blog/creating-workspaces-with-the-hashicorp-terraform-operator-for-kubernetes:
  title: 'hashicorp.com: Creating Workspaces with the HashiCorp Terraform Operator''
    for Kubernetes'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    Creating Workspaces with the HashiCorp Terraform Operator'' for Kubernetes in
    the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779033037
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:50:37.184747+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/kubernetes-operators-controllers.md
  v2_locations:
  - kubernetes-operators-controllers.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/custom-variable-validation-in-terraform-0-13:
  title: 'hashicorp.com: Custom Variable Validation in Terraform 0.13'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    Custom Variable Validation in Terraform 0.13 in the Kubernetes Tools ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779031460
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:24:20.478400+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/terraform.md
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/deploy-any-resource-with-the-new-kubernetes-provider-for-hashicorp-terraform:
  title: Deploy Any Resource With The New Kubernetes Provider for HashiCorp Terraform
  description: ''
  year: N/A
  stars: 0
  ai_summary: A curated technical resource and architectural guide covering Deploy
    Any Resource With The New Kubernetes Provider for HashiCorp Terraform in the Kubernetes
    Tools ecosystem.
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779032036
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:33:56.578738+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/terraform.md
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/deploying-helm-apps-to-kubernetes-with-waypoint-and-gitops:
  title: 'hashicorp.com: Deploying Helm Apps to Kubernetes with Waypoint and GitOps'
  description: ''
  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
    Deploying Helm Apps to Kubernetes with Waypoint and GitOps in the Kubernetes Tools
    ecosystem.'
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779033222
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:53:42.528209+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/helm.md
  v2_locations:
  - helm.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/disaster-recovery-for-hashicorp-consul-on-kubernetes:
  title: "hashicorp.com: Disaster Recovery for HashiCorp Consul on Kubernetes \U0001F31F"
  description: ''
  year: N/A
  stars: 0
  ai_summary: "A curated technical resource and architectural guide covering hashicorp.com:
    Disaster Recovery for HashiCorp Consul on Kubernetes \U0001F31F in the Kubernetes
    Tools ecosystem."
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: null
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1779031602
  needs_ai_refresh: false
  discovered_at: '2026-05-17T17:26:42.083734+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/servicemesh.md
  v2_locations:
  - servicemesh.md
  youtube_mosaic: {}
https://www.hashicorp.com/blog/encrypting-large-artifacts-and-streaming-workloads-with-vault:
  title: Encrypting Large Artifacts and Streaming Workloads with Vault
  description: HashiCorp introduces a local envelope encryption workflow utilizing
    Vault Transit keys to protect massive data payloads without network bottlenecks.
  year: '2026'
  stars: 4
  ai_summary: This technical architecture guide introduces HashiCorp's SDK for implementing
    envelope encryption with Vault's Transit secrets engine. By shifting the workload
    of actual encryption and decryption locally to applications using locally generated
    data encryption keys (DEKs), it avoids the latency and network bottlenecks of
    sending large payloads to a central Vault server. Vault maintains central authority
    over key policy and DEK wrapping, offering high-performance, secure processing
    for streaming data and massive artifacts.
  language: English
  resource_type: blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352302
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https://www.hashicorp.com/blog/using-waypoint-runners-to-enable-gitops-workflows:
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https://www.hashicorp.com/blog/vault-github-action:
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  ai_summary: 'A curated technical resource and architectural guide covering hashicorp.com:
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https://www.hashicorp.com/blog/writing-terraform-for-unsupported-resources:
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https://www.hashicorp.com/en/blog/new-in-terraform-115-dynamic-sources-variable-deprecation-and-more:
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  hierarchy:
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https://www.hashicorp.com/en/conferences/hashiconf/call-for-sessions:
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https://www.hashicorp.com/infrastructure-cloud:
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https://www.hashicorp.com/resources/8-best-practices-for-writing-secure-go-code:
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https://www.hashicorp.com/resources/deploying-managing-minimal-app-kubernetes-cluster-terraform-ansible:
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? https://www.hibridosyelectricos.com/articulo/actualidad/tesla-recurre-china-calidad-fabricacion-coches-electricos/20221222124048066230.html
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https://www.hibridosyelectricos.com/coches/tesla-recurre-china-calidad-fabricacion-coches-electricos_66230_102.html:
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https://www.high-mobility.com:
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  ai_summary: High Mobility offers an enterprise platform that standardizes vehicle
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https://www.high-mobility.com/learn/tutorials/rest:
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https://www.hitch-tls.org:
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https://www.honeybadger.io/blog/git-tricks:
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https://www.honeycomb.io/blog/future-ops-platform-engineering:
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https://www.hostinger.com/in/tutorials/what-is-docker:
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https://www.hostinger.in/tutorials/what-is-docker:
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https://www.howdykloudy.in/blog/implementing-shift-left-for-terraform-an-introductory-guide:
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https://www.howtoforge.com:
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https://www.howtoforge.com/create-a-deployment-in-kubernetes:
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  hierarchy:
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https://www.howtoforge.com/how-to-create-a-kubernetes-cluster-with-the-aws-cli:
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  ai_summary: A basic command-line reference demonstrating how to script and provision
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https://www.howtoforge.com/how-to-install-prometheus-on-ubuntu-20-04:
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https://www.howtoforge.com/kubernetes_network_policy:
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  hierarchy:
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https://www.howtoforge.com/multi-container-pods-in-kubernetes:
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  ai_summary: A practical hands-on guide for configuring multi-container Pod layouts
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https://www.howtoforge.com/storage-in-kubernetes:
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  year: '2020'
  stars: 0
  ai_summary: A comprehensive tutorial mapping out the core abstraction primitives
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https://www.howtogeek.com/devops/getting-started-with-kubectl-to-manage-kubernetes-clusters:
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  ai_summary: A foundational guide to managing clusters with kubectl. Outlines config
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  hierarchy:
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https://www.howtogeek.com/devops/how-to-clean-up-old-containers-and-images-in-your-kubernetes-cluster:
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  year: '2021'
  stars: 3
  ai_summary: Outlines node garbage collection mechanics, detailing how the kubelet
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  language: Bash
  resource_type: Tutorial
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  status: online
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https://www.howtogeek.com/devops/when-not-to-use-docker-cases-where-containers-dont-help:
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  year: '2022'
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  ai_summary: Identifies scenarios where containerization introduces unnecessary complexity
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https://www.immo-pop.com/login:
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  ai_summary: The enterprise portal for Kubeshark, a powerful, eBPF-powered real-time
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https://www.imperva.com/learn/performance/cdn-caching:
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? https://www.inc.com/jeff-haden/27-years-ago-steve-jobs-said-best-employees-focus-on-content-not-process-workplace-research-shows-he-was-right.html
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https://www.influxdata.com:
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https://www.influxdata.com/blog/building-a-metrics-alerts-as-a-service-maas-monitoring-solution-using-the-influxdb-stack:
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https://www.influxdata.com/blog/expand-kubernetes-monitoring-telegraf-operator:
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https://www.influxdata.com/blog/running-influxdb-2-0-and-telegraf-using-docker:
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  ai_summary: Simple, practical walkthrough describing how to deploy InfluxDB 2.0
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https://www.influxdata.com/blog/three-ways-to-keep-cardinality-under-control-when-using-telegraf:
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    Telegraf'
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  ai_summary: Addresses strategies to control high-cardinality metadata tag explosions
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https://www.influxdata.com/blog/tldr-influxdb-tech-tips-api-invokable-scripts-influxdb-cloud:
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  ai_summary: Explains how to leverage API Invokable Scripts in InfluxDB Cloud to
    run parameterized queries over HTTP, creating lightweight backend APIs for custom
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  hierarchy:
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https://www.influxdata.com/influxdb-templates/jenkins-monitoring:
  title: 'influxdata.com: Monitoring Jenkins CI with InfluxDB'
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  year: N/A
  stars: 0
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https://www.influxdata.com/integration/kafka-telegraf-integration:
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https://www.influxdata.com/products/influxdb-templates:
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https://www.influxdata.com/time-series-platform/telegraf:
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? https://www.infobae.com/tecno/2026/05/21/investigadores-de-microsoft-ponen-limites-la-ia-aun-no-puede-reemplazar-la-programacion-mas-alla-de-python
: title: 'Investigadores de Microsoft ponen limites: la IA aun no puede reemplazar
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    programación fuera de Python.'
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  stars: 4
  ai_summary: This article highlights key findings from Microsoft researchers Philippe
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    remain unreliable delegates for complex, multi-step document and coding workflows,
    experiencing average content degradation rates between 25% and 50% across 20 interactions.
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    domains still requires deep human oversight. [SPANISH CONTENT]
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  reputation_status: Vetted
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  source_provenance: X.com (nubenetes)
  suggested_new_category: ai-reliability
https://www.infoq.com/articles/DevOps-value-stream:
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  ai_summary: A deep dive into Value Stream Management (VSM) as a framework for aligning
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  hierarchy:
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https://www.infoq.com/articles/Java-PERMGEN-Removed:
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https://www.infoq.com/articles/Standardized-Specification-Driven-API-Lifecycle:
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  ai_summary: Details the mechanics of a specification-driven API lifecycle, advocating
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  hierarchy:
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https://www.infoq.com/articles/aiops-reliability-engineering:
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  ai_summary: An operational guide illustrating how AIOps can scale Site Reliability
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https://www.infoq.com/articles/ballerina-fullstack-rest-api:
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  ai_summary: A technical evaluation of Ballerina as an open-source programming language
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  tags:
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https://www.infoq.com/articles/better-metrics-team-performance:
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  description: ''
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  stars: 4
  ai_summary: Focuses on establishing effective performance indicators for software
    development organizations, warning against anti-patterns like counting commits
    or lines of code. Advocates for system-level engineering metrics, including the
    DORA metrics (deployment frequency, lead time for changes, MTTR, change failure
    rate) to cultivate continuous improvement cultures and drive systemic stability.
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  hierarchy:
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  tags:
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https://www.infoq.com/articles/cloud-native-architecture-adoption-part1:
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  description: ''
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  stars: 0
  ai_summary: Transitioning to cloud-native architectures demands a phased evolution
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    debt reduction with the adoption of platform capabilities like service meshes
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  hierarchy:
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https://www.infoq.com/articles/cloud-native-architecture-adoption-part3:
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  description: ''
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  stars: 3
  ai_summary: Analyzes evolution of enterprise service orchestration, detailing how
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  tags:
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https://www.infoq.com/articles/cloud-native-observability:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: A comprehensive panel summary exploring the evolution from basic health
    checking to modern high-fidelity telemetry platforms. Focuses on the convergence
    of tracing, structural logging, metrics, and eBPF technology to capture deep telemetry
    with minimal agent overhead.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Monitoring
  - Telemetry Protocols
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.infoq.com/articles/database-audit-system-kafka:
  title: 'infoq.com: Building a SQL Database Audit System using Kafka, MongoDB and
    Maxwell''s Daemon'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: This guide details the construction of a real-time SQL database audit
    trail using Maxwell's Daemon, Apache Kafka, and MongoDB. It covers log ingestion,
    payload structures, and how to write non-repudiable audit trails for compliance.
  language: Java
  resource_type: Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Engineering
  - Change Data Capture
  - Audit Systems
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - message-queue.md
  youtube_mosaic: {}
https://www.infoq.com/articles/devops-not-enough-scaling-tech-driven-organizations:
  title: 'infoq.com: DevOps is Not Enough for Scaling and Evolving Tech-Driven Organizations:
    a Q&A with Eduardo da Silva'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Q&A explaining why typical DevOps silo designs fail to sustain growth
    at scale. Promotes platform engineering strategies that focus on lowering cognitive
    developer load through specialized Internal Developer Platforms (IDPs) and defined
    team boundaries.
  language: English
  resource_type: Q&A
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps Methodology
  - Platform Engineering
  - Organizational Scaling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://www.infoq.com/articles/devops-secure-trends:
  title: 'infoq.com: 9 Trends That Are Influencing the Adoption of Devops and Devsecops
    in 2021'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An analytical report defining nine pivotal engineering patterns that
    influenced global DevSecOps integration. Focuses on declarative Infrastructure
    as Code parsing, GitOps-driven deployment validations, and progressive canary
    deployments.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Governance
  - DevSecOps
  - Industry Trends
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.infoq.com/articles/devops-shifting-left:
  title: 'infoq.com: Dark Side of DevOps - the Price of Shifting Left and Ways to
    Make it Affordable'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Curator Insight: Discusses the fatigue caused by overload as developers
    take over security and operational tasks. Live Grounding: Explores strategies
    to balance developer responsibility with organizational guardrails to prevent
    developer burnout and security bypasses.'
  language: en
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & Platforms
  - Methodology
  - Shifting Left Risks
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://www.infoq.com/articles/distributed-systems-kubernetes:
  title: 'infoq.com: The Evolution of Distributed Systems on Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This architectural study tracks how Kubernetes evolved from basic container
    scheduling to a cohesive system layer for distributed systems. It contrasts the
    sidecar pattern and Service Meshes with native control structures, showing how
    developers can isolate business logic from distributed constraints like state,
    consensus, and security policies.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Distributed Systems
  - Patterns
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.infoq.com/articles/event-driven-finding-seams:
  title: 'infoq.com: From Monolith to Event-Driven: Finding Seams in Your Future Architecture'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: This article outlines methodologies for finding boundaries within tight-knit
    monolithic structures to facilitate migration. It contrasts synchronous runtime
    calls with asynchronous eventing boundaries, demonstrating how to isolate transactional
    domains using Domain-Driven Design (DDD) aggregates.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Microservices
  - Decomposition
  - Event-Driven Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - message-queue.md
  youtube_mosaic: {}
https://www.infoq.com/articles/every-devops-team-needs-finops-lead:
  title: 'infoq.com: Why Every DevOps Team Needs A FinOps Lead'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This article explores why a dedicated cloud financial engineering role
    is becoming vital in DevOps teams. Discusses strategies for managing automated
    cloud resource allocations, analyzing Kubernetes cost allocation metrics (Kubecost),
    and tracking variable pricing structures.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Financial Operations
  - FinOps
  - Roles & Responsibilities
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - finops.md
  youtube_mosaic: {}
https://www.infoq.com/articles/java-virtual-threads:
  title: 'infoq.com: Virtual Threads: New Foundations for High-Scale Java Applications'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines the foundational architectural shift of Virtual Threads (Project
    Loom) within high-scale enterprise systems. By divorcing Java threads from operating
    system kernel threads, this model allows millions of concurrent, lightweight threads
    to handle synchronous blocking operations, drastically reducing memory overhead
    without requiring complex reactive programming paradigms.
  language: Java
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Java Platform
  - Concurrency
  - Project Loom
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - java_frameworks.md
  youtube_mosaic: {}
https://www.infoq.com/articles/kubernetes-databases-apache-sharding-sphere:
  title: 'infoq.com: Create Your Distributed Database on Kubernetes with Existing
    Monolithic Databases'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An implementation guide for modernizing monolithic databases into highly
    distributed, sharded databases using Apache ShardingSphere on Kubernetes. Outlines
    high-performance read-write splitting, data sharding strategies, and state orchestration.
  language: English
  resource_type: Deep Dive
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data on Kubernetes
  - Distributed Systems
  - ShardingSphere
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - databases.md
  youtube_mosaic: {}
https://www.infoq.com/articles/kubernetes-effect:
  title: 'infoq.com: The Kubernetes Effect'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores how Kubernetes redefined structural patterns in modern software
    architecture, forcing runtime commoditization and driving secondary developments
    like GitOps, API gateways, sidecar injectors, and service mesh networks.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Strategy
  - Cloud Native Trends
  - Ecosystem Impact
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.infoq.com/articles/kubernetes-operators-in-depth:
  title: 'infoq.com: Kubernetes Operators in Depth'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: High-density architectural breakdown exploring the reconciliation loop,
    custom controller watch mechanisms, and cache behaviors inside the Kubernetes
    API server model. Essential reading for platform architects building operators.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - Kubernetes
  - Operators
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-operators-controllers.md
  youtube_mosaic: {}
https://www.infoq.com/articles/kubernetes-stateful-applications:
  title: 'infoq.com: Best Practices for Running Stateful Applications on Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An InfoQ blueprint consolidating real-world best practices for operating
    large-scale stateful applications. It stresses the architectural value of strict
    volume lifecycle separation, graceful backup policies, and resilient node anti-affinity
    configuration rules.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Storage Architecture
  - Storage Fundamentals
  - Stateful Applications
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
  youtube_mosaic: {}
https://www.infoq.com/articles/kubernetes-trends-and-challenges:
  title: 'infoq.com: Experts Discuss Top Kubernetes Trends and Production Challenges'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A panel of top cloud architects discussing operational friction, scale
    limitations, and the evolution of cloud-native storage interfaces. Serves as a
    great snapshot of structural difficulties in managing large-scale enterprise microservices.
  language: English
  resource_type: Panel Discussion
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Industry Analysis
  - Enterprise Panel
  - Production Challenges
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.infoq.com/articles/kubernetes-workloads-serverless-era:
  title: 'infoq.com: Kubernetes Workloads in the Serverless Era: Architecture, Platforms,
    and Trends'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Traces the structural patterns, frameworks (Knative, KEDA), and architectural
    challenges of running scale-to-zero serverless runtimes inside a standard Kubernetes
    control loop. Focuses on lifecycle scaling profiles and routing constraints.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Serverless
  - Knative
  - Architecture Scaling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.infoq.com/articles/lambda-migration-k8s-jobs:
  title: "infoq.com: The Great Lambda Migration to Kubernetes Jobs—a Journey in Three
    Parts \U0001F31F"
  description: ''
  year: '2021'
  stars: 5
  ai_summary: A thorough post-mortem migrating heavy serverless infrastructure (AWS
    Lambda) into native Kubernetes batch Jobs. Discusses runtime optimizations, cost
    benefits, and developer velocity differences of running self-hosted orchestrations.
  language: English
  resource_type: Case Study
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Migration
  - Serverless
  tags:
  - '[CASE STUDY]'
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.infoq.com/articles/managing-technical-debt-microservices:
  title: 'infoq.com: Managing Technical Debt in a Microservice Architecture'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Investigates the specific vectors of technical debt in microservices,
    including library drift, API versioning overhead, and domain-model fragmentation.
    Offers architectural rules of thumb to control distributed sprawl.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Technical Debt
  - Microservices
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://www.infoq.com/articles/microprofile-microservices:
  title: 'infoq.com: Virtual Panel: The MicroProfile Influence on Microservices Frameworks'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A panel of Java industry leaders analyzing the direct impact of MicroProfile
    specifications on modern framework design. It assesses how MicroProfile influenced
    standards-driven modularization, observability patterns, and lightweight runtimes,
    driving rapid microservice-ready innovations.
  language: Java
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Java
  - MicroProfile
  - Industry Trends
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - java_frameworks.md
  youtube_mosaic: {}
https://www.infoq.com/articles/microservices-design-ideals:
  title: 'infoq.com: Principles for Microservice Design: Think IDEALS, Rather than
    SOLID'
  description: ''
  year: '2020'
  stars: 5
  ai_summary: Introduces the IDEALS framework (Interface segregation, Deployability,
    Event-driven, Availability, Latency, State management) as the modern replacement
    for SOLID design principles in distributed systems. Evaluates how microservices
    necessitate a focus on network and execution boundaries rather than object relations.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Architecture
  - Microservices
  - Design Patterns
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://www.infoq.com/articles/microservices-inside-out:
  title: 'infoq.com: Turning Microservices Inside-Out'
  description: ''
  year: '2016'
  stars: 0
  ai_summary: This piece outlines Martin Kleppmann's paradigm of 'turning the database
    inside-out'. It advocates for treating state logs as a first-class citizen, enabling
    downstream services to process and construct specialized read-optimized views.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2016-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Microservices
  - Data Management
  - Event-Driven Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  - message-queue.md
  youtube_mosaic: {}
https://www.infoq.com/articles/microservices-seven-fail:
  title: 'infoq.com: 7 Ways to Fail at Microservices'
  description: '- [infoq.com: Seven Ways to Fail at Microservices (presentation)](https://www.infoq.com/presentations/7-microservices-anti-patterns)'
  year: '2019'
  stars: 0
  ai_summary: Details common organizational and architectural traps when shifting
    to microservices. Critiques lack of boundary clarity, shared database anti-patterns,
    manual deployment strategies, and neglecting distributed observability networks.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Microservices
  - Anti-Patterns
  - Failure Modes
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://www.infoq.com/articles/migrating-monoliths-to-microservices-with-decomposition:
  title: 'infoq.com: Migrating Monoliths to Microservices with Decomposition and Incremental
    Changes'
  description: ''
  year: '2020'
  stars: 5
  ai_summary: A highly structured technical article focused on database-first and
    domain-driven monolith decomposition strategies. Examines step-by-step decoupling
    techniques, including interface abstractions, event-driven data synchronization,
    and managing temporary shared states without degrading uptime.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Architecture
  - Microservices
  - Decomposition Patterns
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://www.infoq.com/articles/native-java-quarkus:
  title: 'infoq.com: Kubernetes Native Java with Quarkus'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A comprehensive analysis of running native Java workloads on Kubernetes.
    It covers ahead-of-time (AOT) compilation trade-offs and build pipelines. In 2026,
    these native compilation profiles are standard practice, ensuring enterprise Java
    workloads start in milliseconds and use minimal memory.
  language: Java
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: 4bed73af21ba4d5f5b75adab86b956c6ca2989ec63d90517b798c27836dd27a6
  health_score: 100.0
  last_checked: 1779031046
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:17:26.550041+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Modern Java
  - Frameworks
  - Quarkus
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
  - java_frameworks.md
  youtube_mosaic: {}
https://www.infoq.com/articles/pitfalls-patterns-microservice-dependency-management:
  title: 'infoq.com: Pitfalls and Patterns in Microservice Dependency Management'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A technical critique addressing dependency management failures in complex
    microservice topologies. It examines cascading failure patterns, distributed monolith
    anti-patterns, and over-coupling. The article presents solid remediation patterns
    including API versioning strategies, consumer-driven contracts, and loose asynchronous
    messaging designs.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Microservices Architecture
  - Dependency Management
  - Patterns
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoq.com/articles/platform-runtime-engineering:
  title: 'infoq.com: Platform as a Runtime - the Next Step in Platform Engineering'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Proposes 'Platform as a Runtime' (PaaR) as the evolutionary phase beyond
    static developer portals. Analyzes dynamic orchestration engines that compile
    abstract developer intentions into cloud-native infrastructure resources on the
    fly, transforming static templates into active runtime lifecycles.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Architectural Evolution
  - Platform as a Runtime
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://www.infoq.com/articles/saga-orchestration-outbox:
  title: 'infoq.com: Saga Orchestration for Microservices Using the Outbox Pattern'
  description: ''
  year: '2020'
  stars: 5
  ai_summary: A detailed exploration of Saga Orchestration coupled with the Transactional
    Outbox Pattern to maintain eventual consistency in distributed databases. Examines
    architectural tradeoffs of orchestration versus choreography and how to implement
    CDC (Change Data Capture) via Debezium.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Architecture
  - Microservices
  - Distributed Transactions
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://www.infoq.com/articles/securing-docker:
  title: 'infoq.com: Is Docker Secure Enough?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A security exploration contrasting container shared-kernel mechanisms
    against sandboxed hypervisor layers like Firecracker and gVisor. Analyzes side-channel
    vulnerabilities and threat vectors.
  language: N/A
  resource_type: article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Containers
  - Security & Hardening
  - Kernel Isolation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - docker.md
  youtube_mosaic: {}
https://www.infoq.com/articles/serverless-security:
  title: 'infoq.com: Serverless Security: What''s Left to Protect?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines the microservices threat landscape unique to Function-as-a-Service
    (FaaS) runtimes. Addresses the architecture shift from network perimeter protection
    to event data injection handling, emphasizing ultra-granular IAM policies and
    dynamic dependency scanning.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Serverless
  - FaaS Hardening
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.infoq.com/articles/service-mesh-ultimate-guide:
  title: 'infoq.com: Service Mesh Ultimate Guide:'
  description: ''
  year: '2026'
  stars: 5
  ai_summary: A highly detailed, definitive guide analyzing the core architecture
    of service meshes. It breaks down control plane and data plane dynamics, explaining
    how sidecar and ambient topologies manage security, routing, and deep service
    observability.
  language: English
  resource_type: Architecture Guide
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Service Mesh
  - Architecture Guides
  tags:
  - '[DE FACTO STANDARD]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - servicemesh.md
  youtube_mosaic: {}
https://www.infoq.com/articles/service-mesh-ultimate-guide-2e:
  title: 'infoq.com: Service Mesh Ultimate Guide - Second Edition: Next Generation''
    Microservices Development'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: online
  addition_method: manual
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  last_checked: 1779029124
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  discovered_at: '2026-05-17T16:45:24.671694+02:00'
  last_ai_eval: null
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  hierarchy: []
  tags: []
  v1_locations:
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  youtube_mosaic: {}
https://www.infoq.com/articles/service-mesh-ultimate-guide/-2e:
  title: null
  description: null
  year: null
  stars: null
  ai_summary: null
  language: null
  resource_type: null
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  status: null
  addition_method: manual
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  health_score: 64.0
  last_checked: 1779130495
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  discovered_at: '2026-05-18T20:54:55.025395+02:00'
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  company: null
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  hierarchy: []
  tags: []
  v1_locations:
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https://www.infoq.com/articles/tips-running-scalable-workloads-kubernetes:
  title: 'infoq.com: Six Tips for Running Scalable Workloads on Kubernetes'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Architectural insights on managing high-throughput, highly available
    workloads in Kubernetes. Explains critical configuration paradigms including resource
    requests and limits, Horizontal Pod Autoscaling (HPA) triggers, readiness/liveness
    probe design, and graceful termination hooks.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Performance Tuning
  - Workload Scaling
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.infoq.com/news/2019/01/upbound-crossplane:
  title: Crossplane, a Universal Control Plane API for Cloud Computing
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Features the initial release and architectural goals of Crossplane as
    a universal control plane API designed to transcend traditional Infrastructure
    as Code (IaC) architectures. Discusses the early-stage vision of running custom
    resource definitions in Kubernetes to manage heterogeneous cloud providers, establishing
    the foundation of modern Platform Engineering.
  language: Agnostic
  resource_type: News Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Control Planes
  - Crossplane
  - History
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - crossplane.md
  youtube_mosaic: {}
https://www.infoq.com/news/2019/04/google-traffic-director:
  title: 'infoq.com: Introducing Traffic Director: Google''s Service Mesh Control
    Plane'
  description: ''
  year: '2019'
  stars: 3
  ai_summary: Historical analysis of Google Traffic Director's debut. Examines its
    use of open xDS APIs to configure Envoy sidecars at scale, removing the operational
    burden of self-managing control planes.
  language: None
  resource_type: article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Service Mesh
  - Managed Services
  - History
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - servicemesh.md
  youtube_mosaic: {}
https://www.infoq.com/news/2019/05/kafka-zeebe-streams-workflows:
  title: "infoq.com: Event Streams and Workflow Engines – Kafka and Zeebe \U0001F31F"
  description: ''
  year: '2019'
  stars: 3
  ai_summary: An analytical study contrasting event-driven choreography with workflow
    orchestration. It shows how combining Kafka's decoupled event model with Zeebe's
    stateful execution engine resolves typical observability and error-handling bottlenecks
    in microservice topologies.
  language: N/A
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - Workflow Engines
  - Patterns
  - Event-Driven Orchestration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - message-queue.md
  youtube_mosaic: {}
https://www.infoq.com/news/2020/02/wksctl-kubernetes-gitops:
  title: 'WKSctl: a Tool for Kubernetes Cluster Management Using GitOps'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An InfoQ technical review detailing the core benefits of using WKSctl
    to manage host infrastructure via GitOps, analyzing how automated controllers
    handle node upgrades and configurations without manual ssh actions.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Provisioning
  - GitOps
  - Media
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoq.com/news/2020/04/terraform-operator-kubernetes:
  title: 'infoq.com: Managing Infrastructure from Kubernetes with the HashiCorp Terraform
    Operator'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An architectural exploration of the HashiCorp Terraform Operator for
    Kubernetes. Demonstrates how operators reconcile external infrastructure dependencies
    dynamically via Kubernetes Custom Resource Definitions (CRDs).
  language: Go
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Terraform
  - Kubernetes Operators
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.infoq.com/news/2020/06/defense-department-devsecops:
  title: 'infoq.com: The Defense Department''s Journey with DevSecOps'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: This case study details the US Department of Defense's massive transition
    to DevSecOps with its Platform One initiative. Explains executing secure, containerized
    software deployments directly on tactical hardware and weapon platforms under
    strict regulatory oversight.
  language: English
  resource_type: Case Study
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Governance
  - DevSecOps
  - Enterprise Compliance
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.infoq.com/news/2020/07/cdk-terraform:
  title: 'infoq.com: cdk-terraform - Cloud Development Kit Can Now Generate Terraform
    Configurations Using TypeScript and Python'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A core report highlighting the emergence of CDKTF and its benefits over
    traditional configuration declarative languages. Evaluates how generating Terraform
    config files via programming loops, objects, and unit-testing libraries addresses
    enterprise-scale pipeline scalability challenges.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Software Development Kits
  - CDKTF
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.infoq.com/news/2020/07/docker-ecs-plugin:
  title: 'docker-ecs-plugin: Docker Releases Plugin for Simplified Deployments into
    AWS ECS and Fargate'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: This article highlights the historical collaboration between Docker
    and AWS to integrate ECS and Fargate deployments directly into the Docker CLI
    via ECS integration plugins. While the native CLI integration has been largely
    deprecated or archived in favor of AWS Copilot or direct Terraform/CDK provisioning,
    it serves as a crucial evolutionary link in cloud-native developer workflows,
    illustrating the trend toward unifying local compose specs with cloud orchestration
    APIs.
  language: Markdown
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS
  - ECS Integration
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - docker.md
  youtube_mosaic: {}
https://www.infoq.com/news/2020/08/GitHub-open-api-spec:
  title: GitHub's OpenAPI Spec Open-Sourced in Beta
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Industry report analyzing the initial beta release of GitHub's OpenAPI
    specification, detailing how standard compliance lowers friction for automated
    security audits and API interactions.
  language: YAML
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Developer Platforms
  - API Design
  - GitHub API
  - OpenAPI Spec
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances:
  title: 'infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS''
    Graviton2'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Discusses the deployment of ARM64 Graviton2-powered burstable T4g instances
    on AWS. Outlines the raw price-to-performance value, noting up to 40% improvements
    over comparable x86-based environments.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: ea0348bedd651f9c8e69113e0b6a7ee2f9880d8cf94ba82019384baa512a9231
  health_score: 100.0
  last_checked: 1779032575
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:42:55.126639+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS Cost Management
  - Compute Costs
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations:
  - docs/aws-pricing.md
  v2_locations:
  - aws-pricing.md
  youtube_mosaic: {}
https://www.infoq.com/news/2020/09/kubernetes-ingress-ga:
  title: 'infoq.com: Kubernetes Ingress Is Now Generally Available'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Reports on the milestone GA status of the `networking.k8s.io/v1` Ingress
    API in Kubernetes 1.19, reflecting years of API maturity, path matching enhancements,
    and service port mappings. Live Grounding confirms that while Ingress remains
    widely used, the highly customizable Kubernetes Gateway API has emerged as the
    primary alternative for complex multi-tenant traffic routing.
  language: Markdown
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Networking & Security
  - Kubernetes Networking
  - Ingress & Traffic
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoq.com/news/2020/10/kubernetes-chaos-mesh-ga:
  title: 'infoq.com: Chaos Engineering on Kubernetes : Chaos Mesh Generally Available
    with v1.0'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Announces the general availability (1.0) of Chaos Mesh. Details the
    architectural milestone, highlighting the integration of Kubernetes Custom Resource
    Definitions, the Chaos Dashboard UI, security policy enforcement, and multi-tenant
    access controls.
  language: English
  resource_type: News Release
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Resilience
  - Chaos Engineering
  - Enterprise Platforms
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - chaos-engineering.md
  youtube_mosaic: {}
https://www.infoq.com/news/2020/11/2020-devops-report:
  title: "infoq.com: Puppet Releases Its 2020 State of DevOps Report \U0001F31F"
  description: ''
  year: '2020'
  stars: 2
  ai_summary: Deconstructs the 2020 State of DevOps report. Highlights operational
    plateaus in mid-stage organizational structures, arguing for self-service automation
    and infrastructure abstraction models.
  language: N/A
  resource_type: Report
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Industry Metrics
  - Puppet Reports
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://www.infoq.com/news/2020/12/data-mesh-architecture:
  title: 'infoq.com: Data Mesh Principles and Logical Architecture Defined'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An analytical synthesis of the core tenets of logical Data Mesh architectures.
    It reviews decentralized data management strategies, illustrating how organizations
    can enforce federated policy controls while treating internal analytics streams
    as high-value, self-describing products.
  language: N/A
  resource_type: Guide
  complexity: Intermediate
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
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  - Syntheses
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  duplicate_of: https://martinfowler.com/articles/data-mesh-principles.html
https://www.infoq.com/news/2020/12/k0s-kubernetes-distribution:
  title: 'infoq.com: Mirantis Announces k0s, a New Kubernetes Distribution'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A retrospective announcement of Mirantis' launch of k0s. Highlighted
    its zero-friction approach, multi-master architectural patterns with a decentralized
    control plane, and its capability to run isolated control planes separate from
    application workload nodes.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Kubernetes Distributions
  - Edge & IoT
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-on-premise.md
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https://www.infoq.com/news/2021/01/aws-devops-guru:
  title: 'infoq.com: AWS Launches Amazon DevOps Guru'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Technical product announcement introducing Amazon DevOps Guru, an ML-driven
    operations assistant that parses CloudWatch metrics and traces to proactively
    alert operators to system anomalies.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Observability
  - AWS DevOps Guru
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  - '[COMMUNITY-TOOL]'
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https://www.infoq.com/news/2021/01/aws-grafana-prometheus:
  title: 'infoq.com: AWS Introduces Amazon Managed Service for Grafana and Amazon
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Architectural breakdown of AWS's entry into cloud-native managed open-source
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    efficiencies compared to self-hosted instances on EC2.
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  - Announcements
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  - '[COMMUNITY-TOOL]'
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https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs:
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  description: ''
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  stars: 0
  ai_summary: Explains the native integration between AWS Transfer Family (SFTP/FTPS/FTP)
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    file exchanges directly from external trading partners into a managed, distributed
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - AWS Transfer Family
  tags:
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https://www.infoq.com/news/2021/01/docker-jfrog-partnership:
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    Artifactory Users'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Covers the historic strategic partnership between Docker and JFrog designed
    to bypass Docker Hub's anonymous pull rate limits. Resolves high-frequency CI/CD
    pipeline blocking for enterprise organizations leveraging Artifactory SaaS instances.
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  resource_type: News
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Docker Hub
  tags:
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https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes:
  title: 'infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File''
    System'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Introduces the Amazon Elastic File System (EFS) One Zone storage class,
    offering cost-optimized options for shared storage. Cuts storage expenses by up
    to 47% compared to regional replication variants.
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  resource_type: Technical Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  last_checked: 1779031648
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  discovered_at: '2026-05-17T17:27:28.151501+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - AWS Cost Management
  - Storage Costs
  tags:
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  v1_locations:
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https://www.infoq.com/news/2021/04/aws-ec2-serial-console:
  title: 'infoq.com: AWS Introduces EC2 Serial Console: Troubleshoot Boot and Networking
    Issues'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Provides secure, interactive access to the physical serial port of EC2
    instances, bypassing traditional IP-based network configuration. This enables
    real-time diagnostic debugging of boot issues, kernel panics, and misconfigured
    firewall or network interfaces. Architecturally, it serves as a critical break-glass
    tool for enterprise sysadmins to avoid data loss during OS-level misconfigurations.
  language: English
  resource_type: Platform Feature
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Compute
  - EC2 Troubleshooting
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://www.infoq.com/news/2021/04/cloudflare-terraform:
  title: "infoq.com: Cloudflare Improves Automated Terraform Generation Tool \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Highlights the advancement of Cloudflare's utility (cf-terraforming)
    for generating valid HCL representations of pre-existing Cloudflare configurations.
    Dramatically simplifies onboarding historical CDN/WAF configurations into IaC.
  language: English
  resource_type: Product Announcement
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - CDN & Edge Platforms
  - Reverse Engineering
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.infoq.com/news/2021/04/ibm-redhat-openbuilt:
  title: 'infoq.com: IBM, Red Hat and Cobuilder Develop OpenBuilt, a Platform for
    the Construction Industry'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This InfoQ article covers the collaborative launch of OpenBuilt by IBM,
    Red Hat, and Cobuilder, exploring the architectural goals of unifying global construction
    logistics, IoT, and BIM solutions through API patterns.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  v1_locations: []
  v2_locations:
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https://www.infoq.com/news/2021/04/red-hat-openshift-aws:
  title: 'infoq.com: AWS Announces the General Availability of the Red Hat OpenShift
    Service on AWS'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An independent analytical view of the ROSA launch, discussing its competitive
    placement relative to Amazon EKS and details regarding AWS Support integration.
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  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - ROSA
  tags:
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  v1_locations: []
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https://www.infoq.com/news/2021/06/step-functions-workflow-studio:
  title: 'infoq.com: AWS Introduces a New Workflow Studio for AWS Step Functions'
  description: ''
  year: '2021'
  stars: 5
  ai_summary: A visual, low-code workflow designer that simplifies building distributed
    state machines on AWS. It allows developers to drag, drop, and configure states,
    mapping state transitions and payloads directly to downstream AWS services. This
    visual paradigm significantly accelerates development cycles for complex microservices
    orchestrations while generating ASL (Amazon States Language) behind the scenes.
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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https://www.infoq.com/news/2021/08/aws-cloudwatch-alarms:
  title: 'infoq.com: Amazon Introduces Cloudwatch Cross Account Alarms to Consolidate
    Management'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Introduces CloudWatch cross-account alarms, enabling teams to aggregate
    telemetry, trace metrics, and execute operational alerts from multiple AWS accounts
    under a single monitoring cockpit. It aligns with multi-account architectural
    landing zones, minimizing alert-routing complexity. It enhances real-time incident
    remediation by centralizing operational context.
  language: English
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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https://www.infoq.com/news/2021/08/external-IT-providers-devops:
  title: "infoq.com: How External IT Providers Can Adopt DevOps Practices \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes how to integrate third-party providers with internal delivery
    pipelines. Covers using standardized APIs, establishing clear service level agreements
    (SLAs), and sharing observability metrics to maintain high reliability across
    vendors.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://www.infoq.com/news/2021/08/google-cloud-cas-ga:
  title: 'infoq.com: Google Releases Its Certificate Authority Service into General
    Availability'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Detailing GCP's Certificate Authority Service (CAS) GA release, a highly
    scalable, fully managed PKI engine designed to simplify CA deployment and cryptographic
    management for secure microservice communication.
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  resource_type: Product Release
  complexity: Advanced
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  status: online
  addition_method: manual
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  health_score: null
  last_checked: null
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  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  tags:
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  v1_locations: []
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https://www.infoq.com/news/2021/08/quarkus-2-0-final-release:
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    JDK 11'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: In-depth technical review of the Quarkus 2.0 release, emphasizing the
    inclusion of Continuous Testing features that run test suites automatically on
    code changes. It details the transition to JDK 11 as the minimum baseline and
    reviews CLI optimizations. This release marked the maturity stage of Quarkus,
    cementing its developer-experience leadership in the modern Java landscape.
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  resource_type: Article
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  status: online
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  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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https://www.infoq.com/news/2021/09/java17-released:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: The industry announcement of Java 17, a critical Long-Term Support (LTS)
    release. Key technical highlights include strongly encapsulated JDK internals,
    Sealed Classes, Pattern Matching for switch (preview), and notable performance
    improvements in standard garbage collectors.
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  resource_type: Article
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  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  tags:
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https://www.infoq.com/news/2021/09/kubernetes-hardening-guidance:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores key recommendations from CISA and the NSA regarding cluster
    infrastructure protection. Demystifies technical methods for managing root filesystems,
    authenticating platform API requests, and using logging setups to trace lateral
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  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
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https://www.infoq.com/news/2021/09/kubescape:
  title: 'infoq.com: Armo Releases Kubescape K8s Security Testing Tool: Q&A with VP
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  year: '2021'
  stars: 0
  ai_summary: An interview exploring the architecture, technical goals, and philosophy
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    to find security posture anomalies.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Vulnerability Assessment
  - Policy Enforcement
  tags:
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  v1_locations: []
  v2_locations:
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https://www.infoq.com/news/2021/12/amazon-repost-questions-answers:
  title: 'infoq.com: Amazon Introduces re:Post, a "Stack Overflow" for AWS'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An independent review of AWS re:Post, describing it as a specialized,
    community-driven alternative to general-purpose QA boards like Stack Overflow.
    The analysis focuses on how verified answers and direct AWS engineer contributions
    reduce troubleshooting cycles for platform operators. The platform helps developers
    bypass outdated configuration guides in favor of modern, validated architectural
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  language: N/A
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  last_checked: 1779030012
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:00:12.362687+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - AWS re:Post
  tags:
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  v1_locations:
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https://www.infoq.com/news/2021/12/azure-load-testing-preview:
  title: 'infoq.com: Microsoft Introduces a Fully-Managed Azure Load Testing Service
    in Preview'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Industry reporting on Azure's entry into fully managed performance testing,
    discussing how it leverages Apache JMeter under the hood. It provides a historical
    snapshot of Microsoft's move to simplify distributed load testing for engineering
    teams, eliminating the manual upkeep of VM scale sets for load generation.
  language: N/A
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Azure
  - Testing Services
  tags:
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  v1_locations: []
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https://www.infoq.com/news/2021/12/kinesis-data-streams-ondemand:
  title: 'infoq.com: AWS Launches Amazon Kinesis Data Streams On-Demand'
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Introduces a serverless, on-demand capacity mode for Kinesis Data Streams,
    automatically scaling write and read throughput to match unpredictable traffic
    patterns. This model eliminates the requirement for shard planning, capacity monitoring,
    and custom-scaling scripts. Architecturally, it makes streaming pipelines easier
    to operate while optimizing costs for variable workloads.
  language: English
  resource_type: Service Feature
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data & Analytics
  - Data Streaming
  - Kinesis
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoq.com/news/2021/12/recap-reinvent-2021:
  title: 'infoq.com: Recap of AWS re:Invent 2021'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Delivers an industry analyst review of re:Invent 2021's technical releases,
    capturing structural advancements across compute, databases, and serverless compute
    paradigms. Key topics include AWS Mainframe Modernization, IoT FleetWise, and
    security standard compliance tooling. It maps out these ecosystem developments
    to long-term enterprise migration strategies.
  language: English
  resource_type: Industry Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Market Analysis
  - Re:Invent Announcements
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoq.com/news/2021/12/remote-first-sre:
  title: 'infoq.com: How to Work Asynchronously as a Remote-First SRE'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores operational patterns for running a globally distributed, remote-first
    Site Reliability Engineering (SRE) team. Focuses on adopting async communication
    protocols, using chatops, maintaining comprehensive postmortems, and setting up
    automated alert escalation systems to reduce incident response overhead.
  language: Agnostic
  resource_type: Case Study
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Reliability Engineering
  - Team Operations
  tags:
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  v1_locations: []
  v2_locations:
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https://www.infoq.com/news/2021/12/spring-boot-2-6:
  title: 'infoq.com: Spring Boot 2.6 Improves Docker Images and Metrics, Version 2.4
    Is EOL'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Analysis of Spring Boot 2.6 features, including improvements to Docker
    image building and enhanced Prometheus metrics integration. It details the deprecation
    of older versions and highlights architectural changes in actuator endpoints.
    While Spring Boot 2.x is now officially legacy, understanding these transition
    periods is critical for enterprise migration archeology.
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  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Evolution
  tags:
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  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoq.com/news/2022/01/ -cncf-state-of-cloud-native:
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  description: null
  year: null
  stars: null
  ai_summary: null
  language: null
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  is_microservice: false
  status: null
  addition_method: manual
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  health_score: 80.0
  last_checked: 1779030982
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  discovered_at: '2026-05-17T17:16:22.060192+02:00'
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https://www.infoq.com/news/2022/01/GitHub-devops-mobile-apps:
  title: 'infoq.com: How GitHub Does DevOps for its iOS and Android Apps'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Analyses GitHub's internal orchestration patterns for native iOS and
    Android continuous integration pipelines. Highlights optimization patterns for
    automated builds, secure code signing, and binary release strategies utilizing
    native GitHub Actions runner farms. Relies on internal platform telemetry to structure
    high-performance mobile deployments.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - Mobile CI/CD
  - Platform Workflows
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://www.infoq.com/news/2022/01/aws-iam-s3-access:
  title: 'infoq.com: Incorrect IAM Policy Raised Questions About AWS Access to S3
    Data'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An InfoQ news analysis detailing a public debate over AWS default managed
    policy definitions and their theoretical data exposure risks. It highlights why
    security engineers must review managed boundaries and use customer-defined resource
    limits for strict security.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Architecture
  - AWS
  - Identity and Access Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-security.md
  youtube_mosaic: {}
https://www.infoq.com/news/2022/01/aws-rds-readable-standby:
  title: 'infoq.com: Amazon RDS Introduces Readable Standby Instances in Multi-AZ
    Deployments'
  description: ''
  year: '2022'
  stars: 5
  ai_summary: Introduces Multi-AZ deployments with two readable standby instances,
    allowing read queries to be offloaded from the primary instance while offering
    sub-35 second automatic failovers. Architecturally, this maximizes utilization
    of standby infrastructure while scaling database read throughput significantly.
    It is highly beneficial for transaction-heavy workloads with strong analytics
    or reporting requirements.
  language: English
  resource_type: Service Feature
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Database
  - Relational Database
  - RDS High Availability
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://www.infoq.com/news/2022/01/elastic-terraform:
  title: 'infoq.com: Elastic Releases Terraform Providers for the Elastic Stack and
    Elastic Cloud'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Announcement details for Elastic's official Terraform provider suite.
    Allows platform operations teams to systematically deploy and manage Elasticsearch
    clusters, deployments, security profiles, and data integrations.
  language: HCL
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Observability
  - Elasticsearch
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.infoq.com/news/2022/01/karpenter-kubernetes-autoscaler:
  title: 'infoq.com: AWS Releases Multi-Cloud Kubernetes Autoscaler Karpenter'
  description: ''
  year: '2022'
  stars: 2
  ai_summary: An architectural review of Karpenter's multi-cloud aspirations, discussing
    its modular architecture designed to eventually support non-AWS providers like
    Azure and GCP. The piece highlights Karpenter's native API integration and dynamic
    workload scheduling.
  language: English
  resource_type: Article
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 7e0fb354763fcec94989e77b520f64dfaeba78bb6575e15e67e029ce9668daa8
  health_score: 100.0
  last_checked: 1779030589
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:09:49.852212+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Autoscaling
  - Resource Provisioning
  - Industry News
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/kubernetes-tools.md
  v2_locations:
  - kubernetes-tools.md
  youtube_mosaic: {}
https://www.infoq.com/news/2022/01/kubernetes-dockershim-removal:
  title: 'infoq.com: Kubernetes Proceeding with Deprecation of Dockershim in Upcoming
    1.24 Release'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Curator Insight outlines InfoQ's coverage of Dockershim's imminent demise
    in 1.24. Live grounding in 2026 records this as the definitive end of direct Docker
    Engine support within the kubelet codebase.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Container Runtimes
  - v1.24
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://www.infoq.com/news/2022/02/aws-efs-replication:
  title: 'infoq.com: Amazon Announces Elastic File System Replication for Multi-Region
    Deployments'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Evaluates the release of native EFS replication, focusing on its integration
    with hybrid file storage strategies and automated failover pipelines. It details
    how the sub-minute RPO simplifies business continuity architectures across multi-region
    EKS stateful workloads. The solution delivers automated metadata synchronization,
    optimizing engineering resources.
  language: English
  resource_type: Industry Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Storage
  - EFS
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
https://www.infoq.com/news/2022/02/github-codespaces-templates:
  title: 'infoq.com: GitHub Codespaces Can Now Be Templated to Improve Performance'
  description: '- [infoworld.com: GitHub Codespaces freely available to all GitHub
    users](https://www.infoworld.com/article/2337405/github-codespaces-freely-available-to-all-github-users.html)
    All GitHub users can use the GitHub-hosted development environments free for up
    to 60 hours per month. Codespaces also added JetBrains IDE, JupyterLab, and GPU
    support.'
  year: '2022'
  stars: 0
  ai_summary: Highly detailed architectural update explaining the utilization of pre-built
    templates inside GitHub Codespaces. By pre-building workspace snapshots, teams
    bypass complex dependencies and image extraction phases during startup.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Developer Platforms
  - Cloud Workstations
  - GitHub Codespaces
  - Performance
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://www.infoq.com/news/2022/02/google-cloud-deploy:
  title: 'infoq.com: Google''s Managed Continuous Delivery Service for Kubernetes
    Moves to GA'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A technical industry overview reporting on Google Cloud Deploy’s general
    availability. Analyzes its competitive positioning against GitOps tools (ArgoCD,
    Flux) and how it simplifies CI/CD platform engineering for cloud-native enterprises.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & Delivery
  - Continuous Delivery
  - Industry Assessment
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoq.com/news/2022/02/grafana-incident-oncall:
  title: 'infoq.com: Grafana Cloud Adds Incident and On-Call Management Solutions'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Details the integration of 'Grafana Incident' and 'Grafana OnCall' into
    the Grafana Cloud platform. Transitions Grafana from passive telemetry visualization
    to active, multi-channel incident response coordination.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Monitoring
  - Grafana Ecosystem
  - Incident Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://www.infoq.com/news/2022/02/terraform-aws-provider-s3:
  title: 'infoq.com: HashiCorp Terraform AWS Provider Introduces Significant Changes
    to Amazon S3 Bucket Resource'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Analyzes key architectural migrations within the HashiCorp AWS Provider
    v4 concerning Amazon S3 resource structures. Highlights the transition from a
    monolithic configuration block to modularized sub-resource schemas.
  language: HCL
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - AWS
  - Networking & Core
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.infoq.com/news/2022/03/nubesgen-azure-infrastructure:
  title: 'infoq.com: NubesGen Brings Git Push to Azure Infrastructure'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Analysis of the technical value proposition of NubesGen. Evaluates how
    developers can utilize Git-driven configurations to automatically provision secure
    Azure environments. This shift-left mechanism reduces platform engineering bottlenecks
    by providing automated, developer-accessible IaC pipelines aligned with security
    baselines.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture & Microservices
  - Infrastructure as Code
  - Application Delivery
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.infoq.com/news/2022/09/debug-dockerfiles-buildg:
  title: 'infoq.com: Debugging Large and Complex Dockerfiles Gets Easier with Buildg'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: This InfoQ article provides a detailed analysis of the problems developers
    face when debugging complex multi-stage container builds and how Buildg leverages
    BuildKit features to address them. It explains how breakpoint debugging and runtime
    inspection can optimize CI/CD engineering efficiency. The piece is highly recommended
    for architectural and developer experience (DevEx) leads aiming to reduce build
    pipeline bottlenecks.
  language: Markdown
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Containerization
  - Debugging
  tags:
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  v1_locations: []
  v2_locations:
  - docker.md
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https://www.infoq.com/news/2022/09/terraform-simplified-refactoring:
  title: "infoq.com: Terraform 1.3 Release Introduces Simplified Refactoring Experience
    \U0001F31F"
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Chronicles the landmark Terraform 1.3 release, which introduced support
    for moving resources across modules natively via declarative "moved" blocks. Explains
    how this release mitigated complex state surgical tasks and enhanced overall ecosystem
    maintainability for enterprise-scale platforms. Live grounding highlights that
    this feature laid the groundwork for robust modular lifecycle refactoring frameworks
    in downstream iterations.
  language: HCL
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Terraform
  - Refactoring & State Manipulation
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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https://www.infoq.com/news/2023/02/aws-deployment-pipelines:
  title: 'infoq.com: AWS Publishes Reference Architecture and Implementations for''
    Deployment Pipelines'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Analysis of the official AWS deployment pipeline reference architecture.
    Illustrates continuous delivery models for multi-environment propagation using
    standard GitOps patterns, automated integration suites, and strict deployment
    validation loops.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 56b58bc27813266c87c26022235abe47eb7dea66d1f5ec48bd823a5feef6d8d8
  health_score: 100.0
  last_checked: 1779032682
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:44:42.453020+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Computing
  - AWS
  - CI/CD & DevOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
https://www.infoq.com/news/2023/03/aks-edge-essentials-ga:
  title: 'infoq.com: Microsoft Brings Kubernetes to the Edge with AKS Edge Essentials'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Reviews the release of AKS Edge Essentials, Microsoft's lightweight
    managed Kubernetes distribution optimized for resource-constrained edge machines
    and industrial OT setups. Outlines how this strategy extends cloud-native operations
    directly to factory floors.
  language: Markdown
  resource_type: News Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Strategic Strategy
  - Ecosystem News
  - Edge Kubernetes
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoq.com/news/2023/03/kwok-kubernetes:
  title: 'infoq.com: Kwok, a Tool to Spin up Kubernetes Nodes in a Second'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: An insightful InfoQ technical review detailing the architecture of KWOK
    (Kubernetes WithOut Kubelet). It highlights how virtualizing node control loops
    allows developers to simulate high-scale environments with extremely low compute
    footprint, facilitating fast controller tuning.
  language: Markdown
  resource_type: News Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 31523cf0a8a5bfbac84432eeb71c4d14ef46ff71b8b4ec11a84d193efc3c56e0
  health_score: 100.0
  last_checked: 1779032106
  needs_ai_refresh: true
  discovered_at: '2026-05-17T17:35:06.356096+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Testing
  - Simulation & Emulation
  - Cluster Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
https://www.infoq.com/news/2023/04/aws-well-architected-framework:
  title: 'infoq.com: AWS Updates the Well-Architected Framework'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Analyzes key revisions to the AWS Well-Architected Framework. Reviews
    shifts in security baseline configurations, serverless deployment guidelines,
    and the sustainability assessment pillar.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Architecture
  - Cloud Architecture Best Practices
  - AWS Well-Architected
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoq.com/news/2023/04/cdk-terraform-convert:
  title: 'infoq.com: CDK for Terraform Improves HCL Conversion and Terraform Cloud
    Interactions'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Reports on progress in Cloud Development Kit for Terraform (CDKTF),
    showcasing enhanced capabilities to convert standard HCL files to programming
    languages like Python, TypeScript, and Go. Evaluates how this bridges the divide
    between pure software development and systems engineering. Live grounding points
    out that CDKTF is increasingly favored by application developers seeking programmatic
    multi-tier infrastructure provisioning.
  language: TypeScript
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Terraform
  - CDK & Alternative Languages
  tags:
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  v1_locations: []
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
https://www.infoq.com/news/2023/04/patcher-iac-upgrade:
  title: 'infoq.com: Patcher, a Tool to Keep Updating Infrastructure as a Code'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Patcher automates updates for infrastructure-as-code modules by analyzing
    code syntax and applying safe upgrades across repositories. It addresses maintenance
    debt by automating dependencies, ensuring platform layers remain secure and current.
  language: N/A
  resource_type: Article/Feature
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Dependency Management
  - Upgrade Automation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoq.com/news/2023/11/azure-well-architected-framework:
  title: 'infoq.com: Microsoft Refreshes its Well-Architected Framework'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: An industry review highlighting Microsoft's updates to the Well-Architected
    Framework (WAF) to better support modern cloud-native systems. Key improvements
    emphasize granular workload guides, prescriptive technical patterns, and streamlined
    cost optimization techniques. The refresh ensures the framework evolves alongside
    rapid shifts in containerization and modern distributed patterns.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Architecture
  - Frameworks
  - Well-Architected Framework (WAF)
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.infoq.com/news/2026/05/opentofu-release-terraform:
  title: 'OpenTofu 1.12: the Feature Terraform Never Shipped'
  description: The OpenTofu community released version 1.12.0 on May 14, 2026, introducing
    dynamic prevent_destroy to solve multi-environment module protection friction.
  year: '2026'
  stars: 4
  ai_summary: An InfoQ technical news feature covering the release of OpenTofu 1.12.0.
    The article details how OpenTofu successfully solved a decade-old modular limitation
    of upstream Terraform by allowing the `prevent_destroy` lifecycle attribute to
    accept variables, enabling dynamic target environment configurations without code
    duplication.
  language: English
  resource_type: article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
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https://www.infoq.com/presentations/adopting-service-mesh:
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https://www.infoworld.com/article/2261975/when-kubernetes-is-not-the-solution.html:
  title: 'infoworld.com: When Kubernetes is not the solution'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A critical look at architectural scenarios where Kubernetes introduces
    excessive operational drag. Advocates for VM topologies, serverless, or simple
    cluster setups for monolithic or early systems.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
  - Orchestration
  - Kubernetes
  - Evaluation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoworld.com/article/2263821/5-devops-practices-to-improve-application-reliability.html:
  title: 'infoworld.com: 5 devops practices to improve application reliability'
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  year: '2021'
  stars: 0
  ai_summary: Presents five system engineering guidelines to achieve extreme system
    availability. Covers synthetic monitoring injection, chaos testing scenarios,
    automatic continuous-delivery canary promotions, isolated failover topologies,
    and strict error budget enforcement.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
  - Reliability Engineering
  - SRE
  - Application Reliability
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
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https://www.infoworld.com/article/2264177/the-decline-of-heroku.html:
  title: 'infoworld.com: The decline of Heroku PaaS'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: A diagnostic retrospective detailing the structural decline of Heroku
    in the developer ecosystem. It traces how a lack of feature innovation, persistent
    pricing structure limitations, and the massive rise of container-based orchestration
    engines and modern edge platforms drove teams away from classic PaaS models.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - PaaS Solutions
  - Market Shifts
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://www.infoworld.com/article/2264256/6-reasons-to-switch-to-managed-kubernetes.html:
  title: 'infoworld.com: 6 reasons to switch to managed Kubernetes'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Executive evaluation explaining the strategic operations shift from
    self-managed vanilla Kubernetes clusters to public cloud provider solutions like
    EKS, AKS, and GKE.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
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  geo_region: null
  hierarchy:
  - Cloud Native
  - Kubernetes
  - Managed Services
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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  - managed-kubernetes-in-public-cloud.md
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https://www.infoworld.com/article/2264392/no-one-wants-to-manage-kubernetes-anymore.html:
  title: "infoworld.com: No one wants to manage Kubernetes anymore \U0001F31F"
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Analyzes the enterprise shift away from running custom, self-managed
    vanilla Kubernetes clusters towards fully managed cloud platforms like EKS, GKE,
    and serverless container ecosystems. Underlines the operational complexities of
    maintaining control plane elements.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Managed Services
  - Industry Trends
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
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  - kubernetes.md
  youtube_mosaic: {}
https://www.infoworld.com/article/2264771/3-cloud-architecture-mistakes-we-all-make-but-shouldnt.html:
  title: 'infoworld.com: 3 cloud architecture mistakes we all make, but shouldn''t'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: 'Highlights three widespread cloud engineering anti-patterns: lift-and-shift
    migration without modernization, ignoring structural egress cost-profiles, and
    blindly utilizing proprietary managed services that lead to irreversible vendor
    lock-in.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Architecture
  - Cloud Strategy
  - Design Anti-patterns
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://www.infoworld.com/article/2265016/15-tools-that-make-kubernetes-easier.html:
  title: 'infoworld.com: 15 tools that make Kubernetes easier'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An evaluation of fifteen open-source CLI and dashboard tools designed
    to simplify day-to-day Kubernetes cluster operations. Analyzes lightweight management
    applications, manifest syntax linters, and network connectivity utilities.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: c02c8eca0bd629a6a4692ce4fa52d45fc3924f3a5e4c83de463a695cbd8e835c
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  last_checked: 1779130494
  needs_ai_refresh: true
  discovered_at: '2026-05-18T20:54:54.957853+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure & Platform
  - Kubernetes Tooling
  - Developer Experience
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  youtube_mosaic: {}
https://www.infoworld.com/article/2265488/how-kubernetes-works.html:
  title: 'infoworld.com: How Kubernetes works'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Provides an architectural dissection of how Kubernetes orchestrates
    distributed infrastructure under the hood. Clarifies how state is stored in etcd,
    modified by control loop reconcilers via the API server, and materialized into
    container runtimes on nodes by the kubelet.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
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  - Control Plane
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.infoworld.com/article/2266054/6-kubernetes-distributions-leading-the-container-revolution.html:
  title: 'infoworld.com: 6 Kubernetes distributions leading the container revolution'
  description: "- OpenShift\n    - VMware Tanzu Grid\n    - Rancher Kubernetes Engine\n
    \   - Mirantis Kubernetes Engine\n    - Docker\n    - Canonical Kubernetes"
  year: '2022'
  stars: 0
  ai_summary: A comparative market overview focusing on major commercial Kubernetes
    platforms driving enterprise cloud-native architecture. Evaluates core features
    of Red Hat OpenShift, VMware Tanzu Grid, Rancher Kubernetes Engine (RKE), Mirantis
    Kubernetes Engine, Docker Enterprise, and Canonical Kubernetes, contrasting their
    operational models and target markets.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
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  - Market Landscapes
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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https://www.infoworld.com/article/2267127/how-to-use-the-python-for-loop.html:
  title: 'infoworld.com: How to use the Python for loop'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Covers fundamental logic behind standard Python loops. Explores list
    comprehension iterations, dictionary traversal structures, utilizing `enumerate()`
    and `zip()`, and iterator protocol fundamentals.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html:
  title: 'infoworld.com: What is CI/CD? Continuous integration and continuous delivery
    explained'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: An industry-wide reference analyzing modern CI/CD patterns and structural
    components. Highlights automation, continuous testing, delivery stages, and the
    operational divide between cloud delivery and automated deployment.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.infoworld.com/article/2269272/how-docker-broke-in-half.html:
  title: 'infoworld.com: How Docker broke in half'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A historical retrospect on Docker's structural split, detailing the
    corporate spinoff of its Enterprise segment to Mirantis. Evaluates how this change
    impacted core open-source container runtimes.
  language: English
  resource_type: Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Containers & Orchestration
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - docker.md
  youtube_mosaic: {}
https://www.infoworld.com/article/2269961/kubernetes-object-storage-best-practices.html:
  title: 'infoworld.com: Kubernetes object storage best practices'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An InfoWorld expert synthesis offering actionable guidelines on designing
    applications around object storage APIs instead of direct disk mounts. This approach
    enhances scaling metrics and simplifies geo-distributed cloud-native architectures.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Cloud Native Storage Architecture
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  - Object Storage
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
  youtube_mosaic: {}
https://www.infoworld.com/article/2270388/continuous-integration-with-docker-and-jenkins.html:
  title: 'infoworld.com: Continuous integration with Docker and Jenkins'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'A historical conceptual article introducing continuous integration
    patterns using Jenkins and Docker containers. *Curator Insight*: Legacy CI overview.
    *Live Grounding*: Primarily of historical value given modern cloud-native Kubernetes
    integrations.'
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoworld.com/article/2270518/5-devops-use-cases-for-developing-with-feature-flags.html:
  title: 'infoworld.com: 5 devops use cases for developing with feature flags'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Highlights five key devops use cases for feature flags, including canary
    testing, database migrations, kill switches, and targeted product rollouts. Shows
    how these patterns give teams greater operational control and speed in production.
  language: Markdown
  resource_type: Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
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  youtube_mosaic: {}
https://www.infoworld.com/article/2270578/the-red-method-a-new-strategy-for-monitoring-microservices.html:
  title: 'infoworld.com: The RED method: A new strategy for monitoring microservices'
  description: ''
  year: '2018'
  stars: 0
  ai_summary: 'Focuses on the RED monitoring methodology (Rate, Errors, Duration)
    created specifically for microservices architectures, comparing it to traditional
    USE metrics (Utilization, Saturation, Errors). Curator Insight: Crucial reference
    for modern microservice design. Live Grounding: Core architectural paradigm for
    tracing containerized HTTP and RPC interactions.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
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  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Observability
  - Monitoring Methodologies
  - RED Method
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html:
  title: 'infoworld.com: Complexity is killing software developers'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Addresses the rising developer cognitive load induced by the sprawl
    of cloud-native configurations, tooling, and infrastructure details. Argues for
    developer-centric abstractions and internal developer platforms (IDPs) to insulate
    application developers from cloud complexity and boost velocity.
  language: English
  resource_type: Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps, Automation & Modern Systems Engineering
  - Software Engineering Principles
  - Developer Cognitive Load
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
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  youtube_mosaic: {}
https://www.infoworld.com/article/2270808/github-introduces-code-review-controls.html:
  title: "infoworld.com: GitHub introduces code review controls \U0001F31F"
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  year: '2021'
  stars: 0
  ai_summary: News analysis highlighting automated policy settings that enable team
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  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Git Repositories
  - GitHub
  - Code Review
  tags:
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  v1_locations: []
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  youtube_mosaic: {}
https://www.infoworld.com/article/2270814/docker-really-did-change-the-world.html:
  title: 'infoworld.com: Docker really did change the world'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Assesses how Docker fundamentally transformed the software engineering
    landscape. Traces its history from a single developer tool to the foundation of
    the cloud-native ecosystem and Kubernetes orchestration.
  language: English
  resource_type: Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Docker
  - Industry Trends
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - docker.md
  youtube_mosaic: {}
https://www.infoworld.com/article/2270825/the-race-to-secure-kubernetes-at-runtime.html:
  title: 'infoworld.com: The race to secure Kubernetes at run time'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Documents the evolution of runtime threat defense in cloud-native platforms,
    discussing the industry shift toward kernel-level security telemetry leveraging
    eBPF technology.
  language: N/A
  resource_type: article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Monitoring
  - Runtime Security
  - Security Industry Analysis
  tags:
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  v1_locations: []
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  youtube_mosaic: {}
https://www.infoworld.com/article/2270941/google-cloud-appsheet-review-no-code-with-extras.html:
  title: 'infoworld.com: Google Cloud AppSheet review: No-code with extras'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A critical, technical review analyzing AppSheet's feature set, emphasizing
    its data-modeling capabilities, native integration with GCP resources, and automated
    workflow triggers. Assesses how the platform scales for rapid application delivery
    compared to traditional development.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Low-Code/No-Code
  - Platform Review
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoworld.com/article/2271333/securing-the-kubernetes-software-supply-chain.html:
  title: 'infoworld.com: Securing the Kubernetes software supply chain with Microsoft''s
    Ratify'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Focuses on utilizing Ratify as an admission controller to verify container
    metadata, secure supply-chain signatures (via Cosign/Notation), and enforce strict
    provenance validation before execution.
  language: N/A
  resource_type: article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Security
  - Supply Chain Security
  - Signature Verification & Ratify
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.infoworld.com/article/2271482/kubernetes-up-serverless-down-report.html:
  title: 'infoworld.com: Kubernetes adoption up, serverless down, developer survey
    says'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Examines empirical metrics demonstrating increased Kubernetes adoption
    alongside stagnant serverless framework growth. Highlights developer preference
    for containerized control, local reproducibility, and standardized deployment
    patterns over vendor-proprietary, event-driven serverless platforms.
  language: English
  resource_type: Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native & Kubernetes Core
  - Market Trends
  - Adoption Analytics
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://www.infoworld.com/article/2334477/cncf-survey-managed-kubernetes-becomes-the-norm.html:
  title: 'infoworld.com: CNCF survey: Managed Kubernetes becomes the norm'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Industry report analyzing CNCF survey results, validating the near-ubiquitous
    transition of enterprise container orchestration towards public cloud managed
    control planes.
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https://www.infoworld.com/article/2334697/what-is-git-version-control-for-collaborative-programming.html:
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https://www.infoworld.com/article/2336728/5-best-practices-for-securing-cicd-pipelines.html:
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https://www.infoworld.com/article/2336757/16-open-source-projects-transforming-ai-and-machine-learning.html:
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https://www.infoworld.com/article/2336761/are-we-experiencing-cloudflation.html:
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https://www.infoworld.com/article/2337368/how-to-beat-the-kubernetes-skills-shortage.html:
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https://www.infoworld.com/article/2337405/github-codespaces-freely-available-to-all-github-users.html:
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https://www.infoworld.com/article/2337651/what-to-do-when-your-devops-team-is-downsized.html:
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https://www.infoworld.com/article/2337918/getting-started-with-azure-openai.html:
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https://www.infoworld.com/article/2337920/how-multicloud-changes-devops.html:
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https://www.infoworld.com/article/2338012/when-finops-costs-you-more-in-the-end.html:
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https://www.infoworld.com/article/2338245/5-priorities-that-cut-cloud-costs-and-improve-it-ops.html:
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  ai_summary: Outlines five critical priorities for cutting cloud computing costs
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https://www.infoworld.com/article/2338303/5-steps-to-bringing-kubernetes-costs-in-line.html:
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https://www.infoworld.com/article/2338356/amazon-s-quiet-open-source-revolution.html:
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https://www.infoworld.com/article/2338392/why-platform-engineering.html:
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https://www.infoworld.com/article/2338428/kubernetes-cost-management-for-the-real-world.html:
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https://www.infracloud.io/blogs/multi-tenancy-kubernetes:
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https://www.infracloud.io/blogs/multi-tenancy-monitoring-thanos-receiver:
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https://www.infracloud.io/blogs/multicluster-gitops-argocd:
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https://www.infracloud.io/blogs/prevent-secret-leaks-in-repositories:
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https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-blue-green-deployment:
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https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-canary-deployment:
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  ai_summary: Offers a practical exploration of canary rollouts configured via Argo
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https://www.infracloud.io/blogs/prometheus-architecture-metrics-use-cases:
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  ai_summary: Comprehensive three-part technical series explaining Prometheus metric
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https://www.infracloud.io/blogs/prometheus-operator-helm-guide:
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https://www.infracloud.io/blogs/promql-prometheus-guide:
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https://www.infracloud.io/blogs/protecting-kubernetes-applications-with-kanister:
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https://www.infracloud.io/blogs/role-based-access-kubernetes:
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  ai_summary: Detailed technical analysis of native Kubernetes Role-Based Access Control
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https://www.infracloud.io/blogs/secure-containers-cosign-distroless-images:
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  ai_summary: An exceptional guide mapping out a high-security container pipeline
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https://www.infracloud.io/blogs/securing-kubernetes-cluster-kubescape-kubebench:
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https://www.infracloud.io/blogs/securing-kubernetes-secrets-conjur:
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https://www.infracloud.io/blogs/skaffold-usecases:
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https://www.infracloud.io/blogs/sre-best-practices:
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https://www.infracloud.io/blogs/top-10-things-for-container-security:
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  ai_summary: Compiles ten key principles of container hardening. Focuses on restricting
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https://www.infracloud.io/kubernetes-pod-security-policies-opa:
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https://www.inkoop.io/blog/how-to-get-azure-api-credentials:
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https://www.innoq.com/en/blog/2020/04/scraping-docker-swarm-service-instances-with-prometheus:
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  ai_summary: This article outlines architectural patterns to configure Prometheus
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https://www.innoq.com/en/blog/scraping-docker-swarm-service-instances-with-prometheus:
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https://www.inovex.de/blog/containers-docker-containerd-nabla-kata-firecracker:
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https://www.javaguides.net/2023/03/spring-boot-3-rest-api-documentation.html:
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https://www.jbang.dev:
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https://www.jenkins.io:
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https://www.jenkins.io/blog/2016/11/21/gc-tuning:
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https://www.jenkins.io/blog/2017/09/25/declarative-1:
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  ai_summary: Explains declarative parallel stage configurations released in Jenkins
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https://www.jenkins.io/blog/2017/10/02/pipeline-templates-with-shared-libraries:
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https://www.jenkins.io/blog/2018/08/31/shifting-gears:
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https://www.jenkins.io/blog/2019/11/22/welcome-to-the-matrix:
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https://www.jenkins.io/blog/2020/01/08/atlassians-new-bitbucket-server-integration-for-jenkins:
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https://www.jenkins.io/blog/2020/02/02/web-socket:
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https://www.jenkins.io/blog/2020/05/06/docker-agent-image-renaming:
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https://www.jenkins.io/blog/2020/05/11/docker-windows-agents:
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https://www.jenkins.io/blog/2020/05/25/read-only-jenkins-announcement:
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https://www.jenkins.io/blog/2020/06/18/terminology-update:
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https://www.jenkins.io/blog/2020/06/27/external-fingerprint-storage:
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https://www.jenkins.io/blog/2020/07/09/git-performance-improvement-phase1:
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https://www.jenkins.io/blog/2020/07/29/git-performance-improvement-phase2:
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https://www.jenkins.io/blog/2020/08/29/git-performance-improvement-phase3:
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https://www.jenkins.io/blog/2020/10/21/a-sustainable-pattern-with-shared-library:
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  ai_summary: Proposes a highly sustainable, portable pipeline pattern that minimizes
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https://www.jenkins.io/blog/2020/11/05/installing-jenkins-on-kubernetes:
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  year: '2020'
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  ai_summary: Official announcement and documentation details for installing and running
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  language: English
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https://www.jenkins.io/blog/2021/02/08/docker-base-os-upgrade:
  title: 'jenkins.io: Docker image updates'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A release bulletin reviewing base operating system upgrades from Debian
    Stretch to Buster across official Jenkins Docker images, improving stability and
    applying critical system security updates.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Jenkins
  - Containers
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://www.jenkins.io/blog/2021/04/15/jenkins-operator-sub-project:
  title: 'jenkins.io: Jenkins Operator becomes an official sub-project!'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Brings historical context to the formal acceptance of the Kubernetes-native
    Jenkins Operator into the official Jenkins ecosystem as an approved sub-project.
    Documents key architectural milestones, strategic collaborative roadmaps, and
    enterprise-grade stability commitments.
  language: English
  resource_type: article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure & DevOps
  - Cloud Native Jenkins
  - Kubernetes Operators
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
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https://www.jenkins.io/blog/2021/04/21/tekton-plugin:
  title: Easily reuse Tekton and Jenkins X from Jenkins
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Details the technical cooperation between Jenkins, Jenkins X, and Tekton.
    It demonstrates how traditional Jenkins users can trigger Tekton's containerized
    cloud-native tasks, allowing teams to smoothly modernize their build architectures
    incrementally without completely rewriting their legacy Jenkinsfiles.
  language: Groovy
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Continuous Integration & Delivery
  - Cloud Native CI-CD
  - Hybrid Integration
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - jenkins.md
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  youtube_mosaic: {}
https://www.jenkins.io/blog/2021/07/27/git-credentials-binding-phase-1:
  title: "jenkins.io: Git Username/Password Credentials Binding for sh, bat, and powershell
    \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Covers Jenkins secure credential binding updates, preventing execution
    shells (sh, bat, powershell) from exposing VCS passwords in public log systems.
    *Curator Insight*: Securing git commands. *Live Grounding*: Baseline security
    practice required to prevent credentials leakage.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD Pipelines
  - Security
  - Credentials Binding
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.jenkins.io/blog/2021/08/17/docker-images-use-jdk-11-by-default:
  title: "jenkins.io: Docker images use Java 11 by default \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'This technical update notes the migration of official Jenkins base
    container images to Java 11 by default. *Curator Insight*: Java 11 upgrades. *Live
    Grounding*: Standard operational shift that paved the way for JDK 17, delivering
    substantial performance and GC stability updates.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Platform Migration
  - Java Upgrades
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://www.jenkins.io/blog/2021/08/23/jenkins-operator-security-work-report:
  title: 'jenkins.io: Security Validator for Jenkins Operator for Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Highlights security validation efforts tailored for the Kubernetes Jenkins
    Operator. Outlines automated security checks, namespace sandboxing, RBAC boundary
    limitations, and best practices to ensure zero-trust compliance inside active
    cluster topologies.
  language: English
  resource_type: article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure & DevOps
  - Cloud Native Jenkins
  - Security & Hardening
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://www.jenkins.io/blog/2021/12/22/deprecated-ruby-runtime:
  title: 'jenkins.io: Deprecating non-Java plugins'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Official engineering announcement detailing the sunset of legacy Ruby
    and Python runtime layers in modern core Jenkins installations. Emphasizes JVM
    optimization and security surface minimization.
  language: Java
  resource_type: Release News
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Core Architecture
  - Deprecations
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://www.jenkins.io/blog/2023/10/31/marc-s-napkin-upgrade-guide:
  title: Back of the Napkin Guide to Updating Jenkins
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A pragmatic quick-reference outlining safe, robust upgrade strategies
    for legacy Jenkins master/agent nodes. Covers JVM runtime alignment, plugins dependency
    management, and core server updates with minimum outage windows.
  language: English
  resource_type: Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - CI/CD & Delivery
  - Jenkins
  tags:
  - '[GUIDE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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https://www.jenkins.io/doc/administration/requirements/jenkins-on-java-11:
  title: "Running Jenkins on Java 11 \U0001F31F"
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Comprehensive administration runbook describing JVM upgrade pathways
    from Java 8 to Java 11. Addresses class-loading modifications, modularization
    parameters, and deprecated agent arguments.
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Infrastructure Upgrades
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - jenkins.md
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  youtube_mosaic: {}
https://www.jenkins.io/doc/book/blueocean/getting-started:
  title: "Jenkins BlueOcean \U0001F31F"
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Offers getting-started guidance for the custom Blue Ocean interface,
    featuring structural pipeline execution charts. Though widely used, it is increasingly
    treated as maintenance-only legacy.
  language: None
  resource_type: Documentation
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
  - '[LEGACY]'
  v1_locations: []
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https://www.jenkins.io/doc/book/installing/kubernetes:
  title: "jenkins.io: Installing Jenkins on Kubernetes \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: The authoritative operations manual for bootstrapping a production-ready
    Jenkins controller inside Kubernetes. Focuses on setting up custom service accounts,
    binding role-based access control (RBAC) policies, managing state persistence,
    and configuring the Kubernetes cloud plugin.
  language: English
  resource_type: documentation
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure & DevOps
  - Cloud Native Jenkins
  - Kubernetes Installation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://www.jenkins.io/doc/book/managing/cli:
  title: Jenkins CLI
  description: ''
  year: '2025'
  stars: 4
  ai_summary: The official command-line runtime interface for administering remote
    Jenkins controller servers. Allows automated shell execution of administrative
    tasks, plugin updates, diagnostic tracing, and build queue interventions.
  language: Java
  resource_type: CLI Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - CI/CD and Pipelines
  - Jenkins CLI
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations:
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  - jenkins.md
  - about.md
  youtube_mosaic: {}
https://www.jenkins.io/doc/book/pipeline:
  title: "jenkins.io - doc/book/pipeline \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: The central user guide for Jenkins Pipeline. Defines structural pipeline
    elements including agent nodes, stages, parallel branches, and post-build step
    logic, laying down the baseline workflow parameters for developers new to continuous
    integration.
  language: English
  resource_type: documentation
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Infrastructure & DevOps
  - CI-CD Concepts
  - Pipeline as Code
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.jenkins.io/doc/book/pipeline/development:
  title: Pipeline Development Tools (Command-line Pipeline Linter)
  description: ''
  year: '2025'
  stars: 0
  ai_summary: The standard linting interface built to parse dynamic Jenkinsfiles against
    syntax engines. Ensures early discovery of Groovy typos, security blocks, and
    formatting errors before pipelines run on physical infrastructure.
  language: None
  resource_type: Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2025-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Pipeline Testing
  - Linting
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.jenkins.io/doc/book/pipeline/jenkinsfile:
  title: "jenkins.io - **Jenkinsfile** \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Official specification guide detailing how to author, integrate, and
    execute a code-defined Jenkinsfile in your repository. Addresses critical parameters,
    syntax validation routines, local variables, credential mapping, and structural
    differences between Scripted and Declarative files.
  language: Groovy
  resource_type: documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Infrastructure & DevOps
  - Pipeline as Code
  - Jenkinsfile
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://www.jenkins.io/doc/book/pipeline/multibranch:
  title: null
  description: null
  year: null
  stars: null
  ai_summary: null
  language: null
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  addition_method: manual
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  health_score: 100.0
  last_checked: 1779030848
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  discovered_at: '2026-05-17T17:14:08.652916+02:00'
  last_ai_eval: null
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  hierarchy: []
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  v1_locations:
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https://www.jenkins.io/doc/book/pipeline/shared-libraries:
  title: "Extending with Shared Libraries \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: The primary operational guide for creating, version-controlling, and
    importing Global Shared Libraries inside Jenkins. Covers security sandboxing rules,
    classpath resolution mechanics, global variables declarations, and integration
    patterns.
  language: Groovy
  resource_type: documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Infrastructure & DevOps
  - Shared Libraries
  - Advanced Declarative
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.jenkins.io/doc/book/pipeline/syntax:
  title: "Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative
    Syntax \U0001F31F"
  description: ''
  year: '2026'
  stars: 0
  ai_summary: The official Jenkins specification document clarifying Scripted (Groovy
    DSL) and Declarative pipeline syntaxes. Essential reference material for engineers
    looking to configure reliable, version-controlled execution steps within enterprise
    environments.
  language: Groovy
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Jenkins Pipelines
  tags:
  - '[DE FACTO STANDARD]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - jenkins.md
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  youtube_mosaic: {}
https://www.jenkins.io/doc/book/using/remote-access-api:
  title: Jenkins Remote Access API
  description: null
  year: null
  stars: 4
  ai_summary: Official documentation for Jenkins RESTful API integration, enabling
    remote control, status querying, and programmatic pipeline orchestration.
  language: null
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  complexity: null
  is_microservice: false
  status: online
  addition_method: manual
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  last_checked: 1779031825
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  discovered_at: '2026-05-17T17:30:25.090465+02:00'
  last_ai_eval: null
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  hierarchy:
  - Automation & Orchestration
  - CI/CD and Pipelines
  - Jenkins REST API
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
https://www.jenkins.io/doc/developer/plugin-development:
  title: Plugin Development
  description: ''
  year: '2026'
  stars: 0
  ai_summary: The main developer framework documentation outlining core extension
    points, user interface standards, and security guidelines necessary for authoring
    robust Jenkins plugins.
  language: None
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Frameworks & Ecosystem
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.jenkins.io/doc/developer/plugin-development/dependency-management:
  title: 'Plugin Development: Dependency Management'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Strategic technical guidelines detailing POM dependency scoping, classloader
    structures, and transitives containment during Jenkins plugin creation to avoid
    plugin classpath collisions.
  language: None
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Dependency Management
  tags:
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  v1_locations: []
  v2_locations:
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https://www.jenkins.io/doc/pipeline/steps/workflow-scm-step:
  title: 'Pipeline: SCM Step (workflow-scm-step)'
  description: ''
  year: '2026'
  stars: 5
  ai_summary: A foundational Jenkins Pipeline plugin providing the `checkout` step.
    Translates abstract SCM definitions into executable steps, maintaining critical
    source control parameters, commit histories, and changelogs across execution nodes.
  language: Java
  resource_type: Plugin
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - SCM Core
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.jenkins.io/events/online-hackfest/2020-uiux:
  title: 'JEP-224: System Read permission: Improve experience of Jenkins Configuration-as-Code
    users'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A critical core Jenkins Enhancement Proposal introducing granular 'System
    Read' permissions. This structural interface improvement allows auditing engines
    and JCasC pipelines to safely parse configuration maps without exposing administrative
    keys.
  language: None
  resource_type: Specification
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Jenkins Core
  tags:
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  v1_locations: []
  v2_locations:
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https://www.jenkins.io/projects/gsoc/2021/projects/remoting-monitoring:
  title: "jenkins.io: Jenkins Remoting Monitoring \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A Google Summer of Code project focused on modernizing the observability
    of Jenkins controller-agent communication paths. Exposes remote protocol metrics
    and traces to assist platform teams in troubleshooting flaky connections.
  language: English
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://www.jenkins.io/projects/jcasc:
  title: Jenkins Configuration as Code
  description: ''
  year: '2025'
  stars: 5
  ai_summary: Core configuration portal resource emphasizing JCasC's role in establishing
    single-source-of-truth configuration files. It eliminates configuration drift
    through central, repeatable environments.
  language: Java
  resource_type: Plugin
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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https://www.kubermatic.com/blog/keeping-the-state-of-apps-1-introduction-to-volume-and-volumemounts:
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https://www.kubermatic.com/blog/keeping-the-state-of-apps-5:
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https://www.kubermatic.com/blog/keeping-the-state-of-apps-6-introduction-to-statefulsets:
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  ai_summary: Introduces the structural differences between Deployments and StatefulSets.
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https://www.kubermatic.com/blog/keeping-the-state-of-apps-part-2-introduction-to-secrets:
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  ai_summary: An overview of state management strategies within modern Kubernetes
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https://www.kubermatic.com/blog/keeping-the-state-of-apps-part-3-introduction-to-configmaps:
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  ai_summary: Introduces the architectural pattern of separating container application
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https://www.kubermatic.com/blog/the-complete-guide-to-kubernetes-metrics:
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  year: '2022'
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  ai_summary: A comprehensive technical breakdown dividing Kubernetes observability
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https://www.kubermatic.com/blog/using-open-policy-agent-with-kubermatic:
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  ai_summary: Examines the implementation of OPA Gatekeeper within Kubermatic Kubernetes
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    operators can centrally define, distribute, and enforce admission controller policies
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https://www.kubermatic.com/blog/why-implementing-kubernetes-operators-is-a-good-idea:
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  ai_summary: Examines the competitive operational advantages of selecting the Operator
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https://www.kubermatic.com/categories/kubernetes:
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https://www.kubermatic.com/resources/the-ultimate-checklist-for-running-kubernetes-in-production:
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  ai_summary: An extensive production operations checklist for Kubernetes deployments.
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https://www.kubermatic.com/tags/kubernetes:
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  ai_summary: Kubermatic provides highly professional technical resources examining
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https://www.kubernetes.dev/docs/guide/github-workflow:
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https://www.kubernetes.dev/resources/calendar:
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  category: cicd-kubernetes-plugins
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https://www.kubestack.com:
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  ai_summary: Kubestack is a specialized GitOps framework tailored for managing cloud-managed
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https://www.kubestack.com/framework/documentation:
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https://www.kubestack.com/framework/documentation/tutorial-build-local-lab:
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https://www.kubetools.io/kubernetes/kopylot-an-ai-powered-kubernetes-assistant-for-devops-developers:
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https://www.kubetools.io/kubernetes/why-k9s-should-be-your-go-to-tool-for-kubernetes-management:
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https://www.kubewarden.io/blog/2022/10/env-var-secrets:
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https://www.latent.space/p/ainews-cognition-raises-1b-in-26b:
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    * **Autonomous Adoption**: Outlines enterprise workflows at major firms including
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https://www.lavanguardia.com/economia/20220223/8075492/liderazgo-empresa-jefes-empleados-cercania-decisiones.html:
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  ai_summary: Analyzes the boundaries of leadership behavior, illustrating the risk
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https://www.lavanguardia.com/vivo/20211113/7856878/cualidades-mas-valoran-empleados-jefe-pmv.html:
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https://www.lavanguardia.com/vivo/psicologia/20220225/8079133/trabajo-laboral-jefe-talento-trabajadores-nbs.html:
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https://www.learnawsiam.com:
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https://www.learncloudnative.com/blog/2020-09-30-sidecar-container:
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https://www.learncloudnative.com/blog/2020-10-07-network-policies:
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https://www.learncloudnative.com/newsletter:
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https://www.learnitguide.net:
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https://www.learnsteps.com/devops-interview-questions-how-will-you-design-your-cloud-vpc-and-subnets:
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https://www.learnsteps.com/devops-interview-questions-how-will-you-scale-your-current-ci-cd-pipeline:
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https://www.learnsteps.com/devops-interview-questions-important-python-questions:
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https://www.learnsteps.com/devops-interview-questions-what-do-you-know-about-proc-filesystem-in-linux:
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https://www.learnsteps.com/difference-between-minor-page-faults-vs-major-page-faults:
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https://www.linkedin.com/pulse/difference-between-executor-executorservice-executors-omar-ismail:
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https://www.linuxshelltips.com/difference-between-and-in-bash:
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https://www.linuxshelltips.com/netcat-linux-port-scanning:
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https://www.linuxtechi.com/setup-private-docker-registry-kubernetes:
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https://www.linuxteck.com/basic-ssh-client-commands-in-linux:
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https://www.lucidchart.com:
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https://www.mastertheboss.com/jboss-frameworks/spring/deploy-your-springboot-applications-on-openshift:
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https://www.mastertheboss.com/soa-cloud/openshift/java-ee-example-application-on-openshift:
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https://www.mastertheboss.com/soa-cloud/openshift/openshift-cheatsheet:
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https://www.mastertheboss.com/soa-cloud/openshift/running-microprofile-applications-on-openshift:
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https://www.mastertheboss.com/soa-cloud/openshift/thorntail-on-openshift:
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https://www.mastertheboss.com/soa-cloud/openshift/using-wildfly-on-openshift:
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https://www.mcpbundles.com:
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  stars: 0
  ai_summary: MCPBundles is a discovery and packaging platform designed to bundle
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    application building by providing curated, pre-configured groupings of tools (e.g.,
    database drivers, git utilities, API endpoints) that can be integrated into AI
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  discovered_at: '2025-06-01T00:00:00+02:00'
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  hierarchy:
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  - Model Context Protocol
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https://www.medianova.com/en-blog/service-mesh-vs-api-gateway:
  title: 'medianova.com: Service Mesh vs. API Gateway'
  description: ''
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https://www.medianova.com/service-mesh-vs-api-gateway:
  title: 'medianova.com: Service Mesh vs. API Gateway'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Contrasts the architectural functions of edge API Gateways with Service
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    topologies, performance limits, and security enforcement zones.
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  - Service Mesh Comparison
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https://www.meet-in.es/para-liderar-a-largo-plazo-hay-que-ser-buena-persona:
  title: 'meet-in.es: «Para liderar a largo plazo hay que ser buena persona»'
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  year: '2021'
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  ai_summary: An interview explaining why empathetic and ethical leadership is vital
    for long-term organizational stability and software delivery success. It contrasts
    toxic, short-term management with sustainable team scaling models.
  language: Spanish
  resource_type: article
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https://www.meetup.com/Jenkins-online-meetup/events/270600737:
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https://www.meetup.com/Jenkins-online-meetup/events/270630108:
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https://www.meetup.com/Jenkins-online-meetup/events/270861119:
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  discovered_at: '2026-05-17T16:56:36.637310+02:00'
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https://www.meetup.com/es-es/jenkins-online-meetup/events/276135789:
  title: 'meetup.com: A single open-source security scanner for most languages on
    Jenkins'
  description: ''
  year: '2021'
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  ai_summary: Detailed talk recording and presentation outline exploring the integration
    of unified open-source security static analysis tools within classic Jenkins automation
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  language: English
  resource_type: Webinar
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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https://www.meetup.com/es/Jenkins-online-meetup/events/276135789:
  title: 'meetup.com: A single open-source security scanner for most languages on''
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https://www.meetup.com/jenkins-online-meetup/events/270600737:
  title: 'Meetup event: From Freestyle jobs to Pipeline, with JobDSL'
  description: "- Manually managing Jenkins jobs is painful. Jenkins Pipeline exists,
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    with Nicolaj, as he talks about the pains of managing a manually configured job
    in Jenkins; converts a Freestyle Job to JobDSL, instantly; introduces mechanisms
    for adding the jobs to Jenkins, as code; and ultimately converts the job to a
    Jenkins Pipeline!\n    - Just like last time, in the talk “Configuration as Code
    of Jenkins (for Kubernetes),” you’ll see plenty of live demos and get to take
    home all the code and examples afterwards. Use it as the starting point for taking
    advantage of the Configuration as Code (CasC) that everyone is talking about,
    and hopefully it will save you a lot of headache in the future!\n    - Agenda:\n
    \       - Manual Freestyle jobs, and why they hurt us\n        - Introduction
    to JobDSL and adding JobDSL-jobs to Jenkins\n        - From Freestyle Jobs to
    JobDSL, the beginning of our CasC adventure\n        - From JobDSL to Pipeline,
    all the fun of CasC; with even more resilience!\n    - Nicolaj Græsholt is a Continuous
    Delivery and DevOps Consultant and Trainer from Eficode Praqma. He helps organizations
    with all things CI/CD, Artifact Management, Git, Docker and Kubernetes, and he’s
    a Certified Kubernetes Administrator of CNCF.\n    - [Slides \U0001F31F\U0001F31F\U0001F31F](https://github.com/figaw/freestyle-to-pipeline-jenkins/blob/master/from-freestyle-jobs-to-pipeline-with-jobdsl.pdf)\n
    \   - [Demo repository \U0001F31F\U0001F31F\U0001F31F](https://github.com/figaw/freestyle-to-pipeline-jenkins)"
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  stars: 0
  ai_summary: Curator Insight hosts a comprehensive migration strategy moving legacy
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    pipelines. The repository outlines reproducible seed jobs that dynamically provision
    child pipelines with minimal manual intervention.
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  resource_type: Repository
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Freestyle Migration
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.meetup.com/jenkins-online-meetup/events/270630108:
  title: In this presentation
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Recorded online meetups showcasing real-world performance tuning, security
    hardened setups, and architectural strategies for scaling Jenkins infrastructure
    globally.
  language: None
  resource_type: Video/Meetup
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  - Developer Training
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.meetup.com/jenkins-online-meetup/events/270861119:
  title: Jenkins Online Meetup
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Community recording detailing real-world workflows for integrating Jenkins-centric
    deployment systems with Keptn's automated SRE-driven quality evaluation gates.
  language: English
  resource_type: Video
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - CI/CD Pipelines
  - Community Meetups
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.mergecrush.com:
  title: Mergecrush
  description: ''
  year: '2021'
  stars: 1
  ai_summary: A specialized continuous integration and auto-merge SaaS solution designed
    for Git repositories. Focuses on minimizing developer maintenance overhead by
    queuing branch merges and validating pipeline health prior to main-branch integration.
  language: N/A
  resource_type: Service
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://www.merikan.com/2019/04/jvm-in-a-container:
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  tags: []
  v1_locations:
  - docs/jvm-parameters-matrix-table.md
  v2_locations: []
  youtube_mosaic: {}
  duplicate_of: https://merikan.com/2019/04/jvm-in-a-container
https://www.metabob.com:
  title: Metabob
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: 463116b6456ee11ffeacb50d399c66f9e7219e9402125245bfe70d59f813600e
  health_score: 100.0
  last_checked: 1779029068
  needs_ai_refresh: false
  discovered_at: '2026-05-17T16:44:28.059221+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations:
  - docs/qa.md
  v2_locations: []
  youtube_mosaic: {}
  duplicate_of: https://metabob.com
https://www.micahlerner.com/2022/07/24/automatic-reliability-testing-for-cluster-management-controllers.html:
  title: 'micahlerner.com: Automatic Reliability Testing For Cluster Management Controllers'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Examines methods for testing Kubernetes-style controllers using fault-injection
    framework principles (e.g., Sieve). Details how injecting errors, API delays,
    and container crashes validates the reliability of reconciliation engines, ensuring
    robust system recovery in production.
  language: English
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native & Kubernetes Core
  - Testing & Reliability
  - Control Plane Validation
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://www.michaelburge.us/2017/09/10/injecting-shellcode-to-speed-up-amazon-redshift.html:
  title: Injecting a Chess Engine into Amazon Redshift
  description: A masterclass deep dive detailing how to execute raw x64 shellcode
    in Redshift by utilizing untrusted PL/Python database extensions and locally compiled
    binaries.
  year: '2017'
  stars: 4
  ai_summary: '* **Curator Insight**: Explores database sandboxing weaknesses and
    system-level boundaries. It shows how compiled C execution paths can bypass AWS
    file system and network blocks via Python User Defined Functions (UDFs).

    * **Live Grounding**: While a historic exploit, this analysis remains highly relevant
    for security engineers and cloud architects auditing managed runtime security
    controls and stored procedure execution.'
  language: en
  resource_type: blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352730
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:25:30.207538+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Databases
  - AWS Redshift
  - Security Research
  - Binary Injection
  - Sandbox Evasion
  tags:
  - LEGACY
  - GUIDE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: aws-data
  reputation_status: Vetted
  reputation_summary: Pioneering technical article highly discussed on Hacker News
    and Reddit Database forums. Celebrated for its creative execution of arbitrary
    assembly inside managed sandboxes.
  social_preview_url: ''
  source_provenance: X.com (QuinnyPig)
  suggested_new_category: database-internals
https://www.microsoft.com/en-us/customers/brand-collections/premier-league-transforming-fan-experiences:
  title: Premier League Deepens Fan Connection Using AI | Microsoft Customer Stories
  description: A case study showcasing how the Premier League transformed its digital
    fan experience using Azure AI, Microsoft Foundry, and multi-agent systems.
  year: '2026'
  stars: 4
  ai_summary: This Microsoft customer story details the Premier League's deployment
    of the Premier League Companion, a massive-scale personalization engine powered
    by Azure AI and Microsoft Foundry. Unifying 30 seasons of historical match data
    with real-time telemetry, the platform leverages a multi-agent AI system and Azure
    Cosmos DB to serve real-time personalized content to 60 million active fans. This
    architectural transition demonstrates how complex cognitive multi-agent systems
    can achieve enterprise-grade scale and boost user engagement by 20% YOY.
  language: en
  resource_type: article
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352454
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:20:54.119984+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Public Cloud
  - Azure
  - AI Agents
  - Enterprise Architecture
  tags:
  - '[CASE STUDY]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: azure
  reputation_status: Vetted
  reputation_summary: Official Microsoft customer success story representing a real-world
    enterprise deployment of Azure and Microsoft Foundry with high scalability.
  social_preview_url: ''
  source_provenance: X.com (Azure)
  suggested_new_category: ''
? https://www.microsoft.com/en-us/customers/brand-collections/premier-league-transforming-fan-experiences?ocid=FY26_soc_omc_br_LI_PLEndOfSeason
: title: Premier League Deepens Fan Connection Using AI | Microsoft Customer Stories
  description: A case study demonstrating how the Premier League leverages Microsoft
    Azure, Cosmos DB, and Microsoft Foundry to power a real-time multi-agent personalization
    engine.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: This enterprise case study details the deployment
    of a high-throughput multi-agent personalization platform operating at a global
    scale of over 60 million active users.


    Live Grounding: Powered by Azure Cosmos DB and the Microsoft Foundry model catalog,
    the solution unifies legacy media assets and three decades of relational match
    statistics to deliver context-aware, localized fan notifications with zero-latency
    overhead.'
  language: English
  resource_type: Case Study
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352404
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:20:04.147701+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Architecture
  - Azure Solutions
  - Multi-Agent Personalization
  tags:
  - CASE STUDY
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: azure
  reputation_status: Vetted
  reputation_summary: High-profile commercial customer story detailing real-world
    enterprise architectures employing multi-agent orchestration and large scale Azure
    Cosmos DB data flows.
  social_preview_url: ''
  source_provenance: X.com (Microsoft)
  suggested_new_category: ''
? https://www.microsoft.com/en-us/events/search-catalog?q=Migrate+and+modernize+foundation&filters=product%3Aazure%2Cprimary-language%3Aenglish&scenario=events
: title: 'Microsoft Azure Virtual Training: Migrate and Modernize Foundation'
  description: A structured webinar and interactive catalog providing practical guidelines
    to migrate and modernize infrastructure, databases, and core application workloads
    on Azure.
  year: '2026'
  stars: 4
  ai_summary: '* **Curator Insight**: A foundational guide for legacy-to-cloud transitions,
    highlighting industry standards for evaluating landing zones, containerizing workloads,
    and refactoring relational databases.

    * **Live Grounding**: Active catalog offering scheduled virtual interactive sessions
    containing updated frameworks for hybrid enterprise strategies, cost governance,
    and Microsoft landing zone tools.'
  language: en
  resource_type: training
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780352730
  needs_ai_refresh: false
  discovered_at: '2026-06-02T00:25:30.207482+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Migration
  - Azure
  - Modernization
  - E-Learning
  tags:
  - GUIDE
  - ENTERPRISE-STABLE
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: azure
  reputation_status: Vetted
  reputation_summary: Official Microsoft learning curriculum highly valued by enterprise
    architects embarking on cloud migration and architecture modernization initiatives.
  social_preview_url: ''
  source_provenance: X.com (Azure)
  suggested_new_category: elearning
https://www.microsoft.com/en-us/research/articles/webwright-a-terminal-is-all-you-need-for-web-agents:
  title: 'Webwright: A Terminal Is All You Need For Web Agents'
  description: A terminal-native framework by Microsoft Research that lets LLM agents
    write and execute Playwright code in a sandbox workspace to complete complex,
    long-horizon web automation tasks.
  year: '2026'
  stars: 4
  ai_summary: 'Webwright is a lightweight terminal-native framework released by Microsoft
    Research designed for long-horizon web browser agents. Instead of sequentially
    predicting discrete coordinate clicks, Webwright grants models a shell environment
    to execute Playwright scripts dynamically.


    * **Code-as-Action Paradigm**: Converts browsing workflows into reusable, parameterized
    CLI programs.

    * **State-of-the-Art Benchmarks**: Achieves 86.7% on Online-Mind2Web and 60.1%
    on Odysseys long-context challenges.

    * **Integration Ready**: Easily plugs into Claude Code, Cursor, and other agentic
    developer toolkits.'
  language: en
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: N/A
  health_score: null
  last_checked: 1780401152
  needs_ai_refresh: false
  discovered_at: '2026-06-02T13:52:32.315659+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - Autonomous Agents
  - Browser Automation
  tags:
  - '[EMERGING]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: ai-agents-mcp
  impact_score: 95
  reputation_status: Vetted
  reputation_summary: Highly regarded open-source framework released by Microsoft
    Research; praised by the community on Reddit and GitHub for its innovative terminal-native
    paradigm for browser automation and long-horizon tasks.
  social_preview_url: ''
  source_provenance: X.com (nubenetes)
  suggested_new_category: ai-agents-mcp
https://www.microsoft.com/en-us/research/blog/biomedical-research-platform-terra-now-available-on-microsoft-azure:
  title: 'microsoft.com: Biomedical Research Platform Terra Now Available on Microsoft
    Azure'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Strategic overview of the integration of Broad Institute's Terra biomedical
    data platform with Microsoft Azure infrastructure. Focuses on secure clinical
    trial administration, cloud genomic pipeline computing, and cross-organization
    datasets analysis.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Healthcare IT
  - Biomedical Research
  - Cloud Platforms
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - azure.md
  youtube_mosaic: {}
https://www.microsoft.com/en-us/research/project/medical-image-analysis:
  title: Project InnerEye – Democratizing Medical Imaging AI
  description: '- [github.com/microsoft/InnerEye-Gateway](https://github.com/microsoft/InnerEye-Gateway)
    The InnerEye-Gateway is a Windows service that acts as a DICOM end point to run
    inference on https://github.com/microsoft/InnerEye-DeepLearning models.'
  year: '2024'
  stars: 0
  ai_summary: Democratizes medical imaging AI via PyTorch tools. Explains the InnerEye-Gateway
    Windows service configuration, enabling DICOM endpoints to route images to AzureML
    models for automated segmentation and classification.
  language: Python
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Healthcare IT
  - Medical Imaging
  - Artificial Intelligence
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - azure.md
  youtube_mosaic: {}
https://www.microsoft.com/en-us/security/blog/2023/04/06/devops-threat-matrix:
  title: 'microsoft.com: DevOps threat matrix'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Curator Insight: Microsoft''s structural blueprint of potential vulnerabilities
    in CI/CD environments. Live Grounding: Provides an essential reference for DevSecOps,
    detailing risks associated with repository access, build pipeline injection, and
    cloud secrets management.'
  language: en
  resource_type: Technical Resource
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & Platforms
  - Security
  - Threat Modeling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://www.microsoft.com/en-us/security/business/ai-machine-learning/microsoft-security-copilot:
  title: Microsoft Security Copilot
  description: ''
  year: '2026'
  stars: 4
  ai_summary: An enterprise AI-powered security analysis assistant integrating massive
    telemetry data with advanced language models. It accelerates incident response,
    simplifies threat hunting, and automates multi-cloud security posture analysis
    across IT environments.
  language: None
  resource_type: SaaS
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - AI & SecOps
  - Cloud Security Assistants
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
? https://www.microsoft.com/insidetrack/blog/revolutionizing-our-arm-template-deployment-at-microsoft-with-shift-from-json-to-bicep
: title: 'microsoft.com: Revolutionizing our ARM template deployment at Microsoft
    with shift from JSON to BICEP'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A comprehensive internal case study detailing Microsoft's migration
    from complex ARM JSON configurations to Azure Bicep. Evaluates lessons learned
    regarding operational velocity, compilation speed, template maintainability, and
    enterprise-wide adoption.
  language: None
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Infrastructure as Code
  - Enterprise Case Study
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - azure.md
  youtube_mosaic: {}
https://www.microsoft.com/microsoft-365/microsoft-teams/group-chat-software:
  title: Microsoft Teams
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Microsoft's enterprise-wide messaging, video conferencing, and document
    collaboration center. It provides end-to-end integration into Active Directory,
    Microsoft 365 services, and enterprise security policy engines, acting as the
    corporate standard for large-scale operations.
  language: Agnostic
  resource_type: SaaS Tool
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Modern Workforce
  - Remote Work
  - Productivity Tools
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - workfromhome.md
  youtube_mosaic: {}
https://www.microsoft.com/security/blog/2020/04/02/attack-matrix-kubernetes:
  title: "Microsoft.com: Attack matrix for Kubernetes \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Microsoft's systematic adaptation of the MITRE ATT&CK framework mapping
    out K8s attack vectors from initial access to execution, persistence, privilege
    escalation, and impact. Helps security operators assess risks in orchestration
    configurations.
  language: N/A
  resource_type: article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Security
  - Threat Modeling
  - MITRE ATT&CK Framework
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://www.microsoft.com/security/blog/2021/03/23/secure-containerized-environments-with-updated-threat-matrix-for-kubernetes:
  title: 'microsoft.com: Secure containerized environments with updated threat matrix
    for Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Discusses updates to Microsoft's threat matrix for Kubernetes, refining
    mapped attack vectors based on modern production compromise telemetry. Covers
    control plane compromises and cloud identity integrations.
  language: N/A
  resource_type: article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Security
  - Threat Modeling
  - MITRE ATT&CK Adaptation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://www.middlewareinventory.com/blog/ansible-aws_s3-example:
  title: 'middlewareinventory.com: How to use ansible with S3 – Ansible aws_s3 examples
    | Devops Junction'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details utilizing AWS collection modules inside Ansible, specifically
    focusing on the 'aws_s3' module. Covers bucket creation, security policy management,
    data transfers, and credential resolution within playbooks.
  language: YAML
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Ansible
  - Cloud Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.middlewareinventory.com/blog/ansible-dict:
  title: 'middlewareinventory.com: Ansible Dictionary – How to create and add items
    to dict'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details key-value dictionary patterns inside YAML variables. Focuses
    on declarative creation, updating nested structures, merging multiple dictionaries
    with custom filters, and validating variable shapes.
  language: YAML
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Ansible
  - Data Structures
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.middlewareinventory.com/blog/ansible-list-examples-how-to-create-and-append-items-to-list:
  title: "middlewareinventory.com: Ansible List Examples – How to create and append
    items to List \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Comprehensive guide focusing on handling array data structures inside
    playbooks. Analyzes syntax patterns for dynamic list instantiation, appending
    list items, utilizing filter operations, and handling nested array patterns.
  language: YAML
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Ansible
  - Data Structures
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.middlewareinventory.com/blog/ansible-playbook-example:
  title: 'middlewareinventory.com: Ansible Playbook Examples – Sample Ansible Playbooks
    | Devops Junction'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A collection of practical Ansible playbook blueprints. Offers concrete
    system administration examples covering package management, file state adjustments,
    and cron-job automation.
  language: English
  resource_type: blog_post
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation & Orchestration
  - Ansible
  - Reference Projects
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.middlewareinventory.com/blog/cpu-memory-usage-nodes-k8s:
  title: "middlewareinventory.com: Get CPU and Memory Usage of NODES and PODS – Kubectl
    \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A quick-reference guide focused on using native 'kubectl top' commands
    and JSONPath querying to extract direct, real-time node and pod resource usage
    statistics. Useful for rapid ad-hoc troubleshooting loops where formal Prometheus
    monitoring endpoints are inaccessible.
  language: None
  resource_type: Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Practical Diagnostics
  - Command Line Tools
  - Kubectl Cheat Sheets
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - kubernetes-monitoring.md
  youtube_mosaic: {}
https://www.middlewareinventory.com/blog/terraform-create-multiple-ec2-different-config:
  title: 'middlewareinventory.com: Terraform Create Multiple EC2 with different Configs
    – for_each and count together'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Dives deep into dynamic loop structures using Terraform's for_each and
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https://www.mongodb.com/docs/manual/security:
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https://www.mongodb.com/kubernetes:
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https://www.mongodb.com/products/integrations/kubernetes:
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  ai_summary: Official Kubernetes operator blueprint detailing integration procedures.
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https://www.morling.dev/blog/introducing-jfrunit-1-0-0-alpha1:
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  ai_summary: The introductory blog post for JfrUnit, outlining its mission to enable
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https://www.morling.dev/blog/single-message-transforms-swiss-army-knife-of-kafka-connect:
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  ai_summary: An in-depth guide covering Single Message Transformations (SMTs) in
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https://www.mssqltips.com/sqlservertip/7094/azure-data-factory-vs-ssis-similarities-differences:
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https://www.mssqltips.com/sqlservertip/7188/powershell-if-if-else-switch-examples:
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https://www.mulesoft.com:
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https://www.mulesoft.com/api/rest/what-is-rest-api:
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https://www.mulesoft.com/platform/api/manager:
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https://www.mulesoft.com/resources/api/restful-api:
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https://www.mux.com:
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  ai_summary: Spanish technical review covering the landmark 1.0 release of Windows
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https://www.muycomputerpro.com/2024/01/12/ingenieria-de-plataformas-de-devops-la-nueva-generacion-de-devops:
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https://www.muylinux.com:
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https://www.mypythonquiz.com:
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https://www.mytechramblings.com/posts/gitops-with-azure-devops-helm-acr-flux-and-k8s:
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https://www.n-ix.com/reduce-technical-debt:
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https://www.namecheap.com/blog/visualize-your-deployment-status-with-jenkins:
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https://www.nathannellans.com/post/app-registration-enterprise-apps-part-2:
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https://www.nathannellans.com/post/azure-application-gateway-part-1:
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https://www.nature.com/articles/d43747-023-00028-w:
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https://www.ondat.io/discoblocks:
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https://www.open-rpc.org:
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https://www.openapis.org:
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https://www.openbankingtracker.com:
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https://www.opencontainers.org:
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https://www.opencoreventures.com/blog/hashicorp-switching-to-bsl-shows-a-need-for-open-charter-companies:
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https://www.openfaas.com:
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https://www.openfaas.com/blog/kim:
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https://www.opengroup.org:
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https://www.opengroup.org/togaf:
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https://www.openliberty.io:
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https://www.pluralsight.com/resources/blog/cloud/ansible-vs-puppet-which-is-right-for-you:
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https://www.pluralsight.com/resources/blog/cloud/aws-adds-to-the-no-code-pile-is-it-the-end-of-the-engineer:
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https://www.pluralsight.com/resources/blog/cloud/azure-devops-vs-github-comparing-microsofts-devops-twins:
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https://www.pluralsight.com/resources/blog/cloud/blockchain-cloud-comparison-what-is-blockchain-as-a-service-baas:
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  ai_summary: An educational guide detailing Blockchain-as-a-Service (BaaS) capabilities
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https://www.pluralsight.com/resources/blog/cloud/cloud-apps-secure-by-design:
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  ai_summary: Advocates for 'Secure by Design' principles in cloud-native development.
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https://www.pluralsight.com/resources/blog/cloud/cloud-developer-tooling-compared-aws-vs-azure-vs-gcp:
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  ai_summary: A detailed technical review comparing native CLI tools, IDE plugins,
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https://www.pluralsight.com/resources/blog/cloud/cloud-security-comparison-aws-vs-azure-vs-gcp:
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  ai_summary: An analytical breakdown evaluating the native security architectures
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https://www.pluralsight.com/resources/blog/cloud/containers-vs-serverless-which-is-right-for-you:
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  ai_summary: A structured comparative guide weighing the execution predictability
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https://www.pluralsight.com/resources/blog/cloud/docker-copy-vs-add-whats-the-difference:
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  ai_summary: A clear comparison of the `COPY` and `ADD` directives in Dockerfiles.
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https://www.pluralsight.com/resources/blog/cloud/getting-started-with-the-elastic-stack:
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  ai_summary: An introductory hands-on walkthrough for deploying and configuring Elasticsearch,
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https://www.pluralsight.com/resources/blog/cloud/gke-ludicrous-speed-gke-image-streaming-speeds-up-container-starts:
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  ai_summary: Explores GKE Image Streaming, a performance feature that speeds up container
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https://www.pluralsight.com/resources/blog/cloud/how-to-audit-and-secure-an-aws-account:
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https://www.pluralsight.com/resources/blog/cloud/how-to-troubleshoot-5-common-terraform-errors:
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  ai_summary: 'A master troubleshooting reference addressing the five most common
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https://www.pluralsight.com/resources/blog/cloud/how-to-use-github-actions-to-automate-terraform:
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  ai_summary: A strategic guide on orchestrating secure declarative automation cycles
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https://www.pluralsight.com/resources/blog/cloud/how-to-use-terraform-inputs-and-outputs:
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  ai_summary: A fundamental guide to module parameterization. Clarifies how to construct
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https://www.pluralsight.com/resources/blog/cloud/one-shell-to-rule-them-all-5-reasons-to-use-powershell-for-cloud-management:
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https://www.pluralsight.com/resources/blog/cloud/s3-glacier-instant-retrieval-deep-dive-which-s3-storage-class-is-right-for-me:
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https://www.pluralsight.com/resources/blog/cloud/securing-your-multi-cloud-terraform-pipelines-with-policy-as-code:
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  ai_summary: Explores how to leverage modern Open Policy Agent (OPA) and Rego scripting
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https://www.pluralsight.com/resources/blog/cloud/storage-showdown-aws-vs-azure-vs-gcp-cloud-comparison:
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https://www.pluralsight.com/resources/blog/cloud/the-cloud-dictionary-of-pain-five-of-awss-toughest-cloud-topics:
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  ai_summary: A deep-dive technical overview evaluating complex AWS configurations,
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https://www.pluralsight.com/resources/blog/cloud/the-top-cloud-diagramming-tools-ranked:
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https://www.pluralsight.com/resources/blog/cloud/the-ultimate-terraform-cheatsheet:
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https://www.pluralsight.com/resources/blog/cloud/what-does-the-terraform-1-0-release-mean-for-you:
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https://www.pluralsight.com/resources/blog/cloud/whats-new-with-kubernetes-1-22:
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https://www.pluralsight.com/resources/blog/cloud/which-kubernetes-distribution-is-right-for-you:
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https://www.pluralsight.com/resources/blog/cloud/why-learn-multiple-cloud-platforms:
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https://www.plutora.com/ci-cd-tools/artifacts-management-tools:
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  ai_summary: An architectural breakdown of the artifact registry ecosystem (such
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https://www.pmease.com:
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https://www.polyglotdeveloper.com/cheatsheet/2015-01-08-Gradle-cheatsheet:
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  ai_summary: 'A curated technical resource and architectural guide covering polyglotdeveloper.com:
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https://www.popsci.com/diy/use-markdown-google:
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  ai_summary: A practical exploration of Google's Markdown shortcut updates. Details
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https://www.port.io:
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https://www.portafolio.co/tendencias/claves-para-liderar-equipos-de-teletrabajo-y-no-fracasar-en-el-intento-556586:
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https://www.portainer.io:
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https://www.portainer.io/blog/docker-swarm-vs-kubernetes:
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https://www.portainer.io/blog/orchestrator-wars-continue:
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https://www.portainer.io/install:
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https://www.portainer.io/products/community-edition:
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https://www.postgresql.org/about/news/crunchy-postgresql-operator-45-enhanced-monitoring-custom-annotations-postgresql-13-2086:
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  ai_summary: Community release documentation of Crunchy PostgreSQL Operator v4.5.
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https://www.postman.com:
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https://www.postman.com/api-platform/api-versioning:
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https://www.postman.com/pynt-io/workspace/pynt/overview:
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https://www.postman.com/resources/infographics/api-survey-2019:
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https://www.postman.com/state-of-the-api/2019:
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https://www.postman.com/what-is-an-api:
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https://www.powershellgallery.com:
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  ai_summary: The central repository for discovering, sharing, and downloading PowerShell
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https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo:
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  duplicate_of: https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo/1.1.0
https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo/1.1.0:
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  hierarchy:
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https://www.previous.cloudbees.com/blog/cloudbees-core-configuration-code-preview:
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  ai_summary: 'A curated technical resource and architectural guide covering cloudbees.com:
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https://www.previous.cloudbees.com/press/cloudbees-acquires-rollout-adding-feature-flag-system:
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? https://www.previous.cloudbees.com/press/cloudbees-integrates-software-delivery-management-platform-google-cloud-build-and-tekton-break
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  ai_summary: A curated technical resource and architectural guide covering CloudBees
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https://www.previous.cloudbees.com/press/cloudbees-releases-another-industry-first-feature-flagging-premise-use:
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  ai_summary: "A curated technical resource and architectural guide covering CloudBees
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? https://www.primevideotech.com/video-streaming/scaling-up-the-prime-video-audio-video-monitoring-service-and-reducing-costs-by-90
: title: 'primevideotech.com: Scaling up the Prime Video audio/video monitoring service''
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https://www.prisma.io/blog/vscode-extension-prisma-rust-webassembly:
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  ai_summary: A deep dive explaining the compilation of Prisma's core engine to WebAssembly
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https://www.programmableweb.com:
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  ai_summary: A curated technical resource and architectural guide covering programmableweb.com
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https://www.programmersought.com/article/1858176023:
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  ai_summary: A practical roadmap for setting up secure Continuous Delivery pipelines
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https://www.project-open.com:
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https://www.project-piper.io:
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https://www.projectcalico.org:
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  ai_summary: A curated technical resource and architectural guide covering Project
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https://www.projectcalico.org/advertising-kubernetes-service-ips-with-calico-and-bgp:
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  ai_summary: 'A curated technical resource and architectural guide covering projectcalico.org:
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  discovered_at: '2026-05-17T18:05:23.570759+02:00'
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https://www.projectcalico.org/using-kubernetes-to-orchestrate-vms:
  title: 'projectcalico.org: Using Kubernetes to orchestrate VMs'
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  year: N/A
  stars: 0
  ai_summary: 'A curated technical resource and architectural guide covering projectcalico.org:
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  status: duplicate
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  content_hash: N/A
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  discovered_at: '2026-05-17T18:11:58.820693+02:00'
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https://www.projectquay.io:
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  year: '2026'
  stars: 0
  ai_summary: The project homepage for Project Quay. Quay is an open-source, highly
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  status: online
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  hierarchy:
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  - Project Quay
  tags:
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https://www.prskavec.net/post/grafana-jsonnet:
  title: 'prskavec.net: Grafana dashboards and Jsonnet'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An introduction to programmatic dashboard development utilizing Jsonnet.
    Explores Dashboard-as-Code (DaC) practices to manage, version, and scale large
    volumes of dashboard definitions in production.
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  resource_type: Article
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  status: online
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  hierarchy:
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  tags:
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https://www.pulumi.com:
  title: Pulumi
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Pulumi is an industry-leading infrastructure-as-code platform enabling
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    rich testing utilities, compiler-driven schema safety, and scalable cloud state
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  language: Polyglot
  resource_type: Framework
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https://www.pulumi.com/blog/10-more-things-you-can-do-with-neo:
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  description: Pulumi Neo's expansion into CLI, GitHub, and Slack, and 10 advanced
    workflows it enables, such as deploying apps without IaC and debugging latency.
  year: '2026'
  stars: 4
  ai_summary: 'Curator Insight: Pulumi Neo demonstrates how platform teams can bridge
    the gap between AI code generation and autonomous infrastructure management.


    Live Grounding: Launched in May 2026, Neo extends capabilities directly into local
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    Technical Capabilities:

    - Automates direct deployment of apps from git repositories without writing manual
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    - Dynamically troubleshoots slow APIs by mapping runtime metrics (e.g., Datadog)
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    - Conducts scheduled runtime dependency updates for AWS Lambda functions and package
    providers.'
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  status: online
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  hierarchy:
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  tags:
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  - '[GUIDE]'
  v1_locations: []
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  youtube_mosaic: {}
  category: pulumi
  reputation_status: Vetted
  reputation_summary: Highly positive industry reception as Pulumi Neo functions as
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    to simplify multi-cloud infrastructure.
  social_preview_url: https://www.pulumi.com/blog/10-more-things-you-can-do-with-neo/meta.png
  source_provenance: X.com (PulumiCorp)
  suggested_new_category: ''
https://www.pulumi.com/blog/better-cli-interactions-for-agents-and-humans:
  title: Better CLI Interactions for Agents and Humans
  description: Pulumi introduces a major CLI overhaul designed to optimize terminal
    interactions for both human developers and autonomous AI agents.
  year: '2026'
  stars: 4
  ai_summary: Pulumi's CLI overhaul optimizes terminal-based infrastructure workflows
    for both human operators and autonomous LLM agents (like Claude Code and Codex).
    Key enhancements include guessable singular-noun commands, the new `pulumi do`
    command for direct stateless CRUD operations across cloud resources, and ephemeral
    72-hour Pulumi Cloud agent accounts. The terminal output is systematically restructured
    to emit machine-parseable JSON and agent-friendly Markdown, minimizing token consumption
    and structural parsing errors.
  language: en
  resource_type: article
  complexity: advanced
  is_microservice: false
  status: online
  addition_method: automatic
  content_hash: 71baff5ad79f8abf05ac54746087fa59e7c093ead3473d0c873afc16b03b97bb
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  discovered_at: '2026-06-02T00:20:54.119819+02:00'
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  company: null
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  hierarchy:
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  - AI Agent Integrations
  tags:
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  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
  category: pulumi
  reputation_status: Vetted
  reputation_summary: Pulumi is an enterprise-stable Infrastructure as Code provider.
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  social_preview_url: https://www.pulumi.com/blog/better-cli-interactions-for-agents-and-humans/meta.png
  source_provenance: X.com (PulumiCorp)
  suggested_new_category: ''
https://www.pulumi.com/blog/from-terraform-to-infrastructure-as-software:
  title: 'pulumi.com: From Terraform to Infrastructure as Software'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A thought leadership piece arguing for the transition from static declarative
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  language: Polyglot
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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https://www.pulumi.com/blog/kubernetes-fundamentals-part-one:
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  year: '2021'
  stars: 0
  ai_summary: Introduces programmatic manifest definitions using Pulumi in Python.
    Demonstrates how using programming structures (like functions, loops, and conditional
    compilation) to compile manifests offers better safety and cleaner abstractions
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  resource_type: Article
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https://www.pulumi.com/blog/observability-with-infrastructure-as-code:
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  description: ''
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  ai_summary: Architectural guide explaining how to integrate observability tooling,
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  language: Polyglot
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https://www.pulumi.com/blog/pulumi-3-0:
  title: 'pulumi.com: Announcing Pulumi 3.0'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Launch review of Pulumi 3.0, introducing compiled packages across languages,
    automated code converters, and optimized state management layers to accelerate
    platform engineering.
  language: Polyglot
  resource_type: Article
  complexity: Advanced
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  status: online
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https://www.pulumi.com/blog/pulumi-neo-cli:
  title: Neo, Now in the Terminal | Pulumi Blog
  description: Pulumi Neo brings interactive, local, and organization-scoped AI capabilities
    directly into the terminal interface to streamline Cloud IaC execution.
  year: '2026'
  stars: 4
  ai_summary: Pulumi Neo brings the Neo AI assistant directly into the local terminal
    interface, enabling developers to scaffold projects, run previews, read stack
    states, and execute cloud commands natively. By inheriting the user's local authentication,
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    and safe local infrastructure execution. Additionally, it introduces MCP (Model
    Context Protocol) integration to connect with platforms like Datadog, PagerDuty,
    and Supabase for end-to-end incident resolution.
  language: English
  resource_type: blog
  complexity: Intermediate
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  status: online
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  hierarchy:
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https://www.pulumi.com/blog/pulumi-rest-api:
  title: 'pulumi.com: Announcing the Pulumi REST API'
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  year: '2021'
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  ai_summary: Technical briefing on the Pulumi REST API, enabling software engineering
    organizations to programmatically trigger, query, and govern cloud deployments
    directly from custom developer platforms.
  language: JSON
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  status: online
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https://www.pulumi.com/blog/the-agentic-infrastructure-era:
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  description: Joe Duffy's vision on how AI agents are transforming infrastructure
    management from manual code writing to autonomous, context-aware engineering loops.
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  ai_summary: 'Curator Insight: Joe Duffy''s vision represents the paradigm shift
    from static, human-written YAML declarations to autonomous, self-healing platforms.


    Live Grounding: Released in mid-2026, this strategic post defines Pulumi''s goal
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    Key Tenets:

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    - Introduces robust automated validation frameworks to measure agent capabilities
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    - Establishes human-in-the-loop safeguards to prevent unexpected drift or security
    misconfigurations.'
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https://www.pulumi.com/docs/get-started/kubernetes:
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https://www.pulumi.com/docs/guides/adopting/from_kubernetes:
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https://www.pulumi.com/docs/iac/comparisons/terraform:
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https://www.pulumi.com/docs/iac/get-started/kubernetes:
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https://www.pulumi.com/docs/iac/guides/migration/migrating-to-pulumi/from-kubernetes:
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  ai_summary: Technical conversion guide outlining methodologies to translate legacy,
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  language: TypeScript
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https://www.pulumi.com/docs/intro/cloud-providers:
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https://www.pulumi.com/docs/intro/vs/terraform:
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https://www.pulumi.com/registry:
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https://www.pulumi.com/registry/packages/aws/how-to-guides/ecs-fargate:
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  ai_summary: Architecture guide detailing how to use Pulumi to configure AWS ECS
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  status: online
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https://www.pulumi.com/releases/agentic-infrastructure-era:
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  year: '2026'
  stars: 4
  ai_summary: Pulumi's launch page for the 'Agentic Infrastructure Era' outlines a
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    The release coordinates major capabilities like the `pulumi do` declarative-to-imperative
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  language: en
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  hierarchy:
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  v1_locations: []
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https://www.pulumi.com/tf2pulumi:
  title: 'pulumi.com: Convert Your Terraform to Pulumi'
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  year: '2026'
  stars: 0
  ai_summary: Comprehensive architectural guide to using the `tf2pulumi` engine, explaining
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https://www.pyinstaller.org:
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  description: '- [PyInstaller official GIT repository](https://github.com/pyinstaller/pyinstaller)'
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  stars: 5
  ai_summary: Curator Insight profiles PyInstaller as a tool designed to freeze Python
    apps into self-contained executables. Live Grounding validates its continued standard
    status for packaging desktop applications and offline tools, abstracting target
    environment dependency structures.
  language: Python
  resource_type: Packaging Tool
  complexity: Intermediate
  is_microservice: false
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https://www.pymesyautonomos.com/management/esta-trabajando-empleado-realmente-su-casa:
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  ai_summary: Addresses common managerial anxieties about remote work accountability.
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  resource_type: Guide
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https://www.pyvideo.org/video/3509/tdd-with-django-from-scratch-a-beginners-intro:
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  ai_summary: Historical tutorial introducing Test-Driven Development (TDD) concepts
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https://www.qovery.com/docs/getting-started/introduction:
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  ai_summary: An analytical critique from Qovery discussing the boundaries of Terraform.
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https://www.quandarycg.com/everything-you-need-to-know-about-integrations:
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  year: '2020'
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  ai_summary: This high-level architecture overview defines Integration Platform as
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  resource_type: Technical Blog
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? https://www.red-gate.com/simple-talk/databases/sql-server/performance-sql-server/designing-highly-scalable-database-architectures
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https://www.redbooks.ibm.com/abstracts/redp5565.html:
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https://www.reddit.com/r/AZURE:
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https://www.redhat.com/en/blog/ansible-web-endpoints:
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https://www.redhat.com/en/blog/ansiblefest-sysadmins:
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  ai_summary: Introduces OpenShift Pipelines as the modern serverless, cloud-native
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https://www.redhat.com/en/blog/compose-kubernetes-podman:
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  ai_summary: This guide covers the migration workflow from local Docker Compose files
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https://www.redhat.com/en/blog/configure-gmail-using-ansible:
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  ai_summary: Demonstrates programmatic notification workflows by configuring Ansible
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https://www.redhat.com/en/blog/configure-ssh-keygen:
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  stars: 4
  ai_summary: Comprehensive guide to generating and deploying cryptographic SSH keypairs.
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https://www.redhat.com/en/blog/configure-the-openshift-image-registry-backed-by-openshift-container-storage:
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  ai_summary: Step-by-step guide to configuring the built-in OpenShift Image Registry
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    OpenShift Data Foundation). Explains the application of ReadWriteMany (RWX) PV
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  hierarchy:
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https://www.redhat.com/en/blog/container-information-podman:
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  ai_summary: Provides techniques for extracting and parsing runtime telemetry data
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https://www.redhat.com/en/blog/container-security-seccomp:
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  ai_summary: Red Hat technical reference manual exploring how seccomp filters improve
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https://www.redhat.com/en/blog/containerizing-applications:
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  ai_summary: A highly practical guide detailing how system administrators can containerize
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https://www.redhat.com/en/blog/create-containers-podman-quickly:
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  ai_summary: Demonstrates writing reproducible, automated container management pipelines
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https://www.redhat.com/en/blog/creating-custom-rules-for-ansible-lint:
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  ai_summary: In-depth tutorial explaining the creation of custom rules for `ansible-lint`
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https://www.redhat.com/en/blog/curl-hack-httpie:
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  ai_summary: Evaluation of httpie as a modern, user-friendly alternative to curl
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https://www.redhat.com/en/blog/data-text-files:
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  ai_summary: Investigates techniques for profiling and debugging remote Java applications
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  addition_method: manual
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  hierarchy:
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https://www.redhat.com/en/blog/demystifying-ansible-sysadmins:
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https://www.redhat.com/en/blog/demystifying-multus:
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  ai_summary: Demystifying Multus CNI, this analysis details how the meta-plugin enables
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https://www.redhat.com/en/blog/deploying-jenkins-on-openshift-part-1:
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  stars: 0
  ai_summary: Enterprise guide illustrating structural configuration, route definition,
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https://www.redhat.com/en/blog/deploying-openshift-4.4-to-vmware-vsphere-7:
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  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
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https://www.redhat.com/en/blog/deploying-openshift-applications-multiple-datacenters:
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  ai_summary: A deep-dive technical article by Red Hat showcasing fine-grained policy
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https://www.redhat.com/en/blog/from-templates-to-openshift-helm-charts:
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  hierarchy:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
? https://www.redhat.com/en/blog/generally-available-today-red-hat-openshift-container-platform-311-ready-power-enterprise-kubernetes-deployments
: title: "Generally Available today: Red Hat OpenShift Container Platform 3.11 is
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  description: ''
  year: '2018'
  stars: 0
  ai_summary: 'Announcement of OpenShift 3.11 container platform, detailing its core
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  hierarchy:
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  tags:
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https://www.redhat.com/en/blog/geographically-distributed-stateful-workloads-part-3-keycloak:
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  description: ''
  year: '2021'
  stars: 4
  ai_summary: Explains geographically distributed stateful workloads on OpenShift,
    focusing on multi-site Keycloak configurations. Details the database synchronization,
    network latency handling, and global load-balancing requirements necessary to
    guarantee low-latency authentication for global applications.
  language: N/A
  resource_type: Blog
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  is_microservice: true
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  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/getting-started-in-openshift:
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  description: ''
  year: '2021'
  stars: 3
  ai_summary: An introductory platform guide for engineers beginning their transition
    to OpenShift. Covers simple code deployments, route generation strategies, environment
    parameter definitions, and container lifecycle actions.
  language: English
  resource_type: Article
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  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/getting-started-jboss:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: A historical and architectural overview of JBoss, designed for enterprise
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    to modular setups optimized for modern virtual machines and enterprise containers.
  language: Java
  resource_type: Article
  complexity: Beginner
  is_microservice: false
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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https://www.redhat.com/en/blog/getting-started-running-spark-workloads-on-openshift:
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  description: ''
  year: '2022'
  stars: 3
  ai_summary: Provides an enterprise guide to running containerized Apache Spark workloads
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    dynamic storage classes for big data analytics. Live Grounding confirms OpenShift
    remains a preferred, secure platform for regulated enterprises executing large-scale
    analytical tasks.
  language: Markdown
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/getting-started-with-applicationsets:
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  description: ''
  year: '2022'
  stars: 4
  ai_summary: Deep dive into the ArgoCD ApplicationSet controller, explaining how
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    Covers generators like List, Directory, and Git to scale configurations with minimal
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  language: English
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/getting-started-with-kubevirt:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: A conceptual guide to running containerized applications alongside legacy
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  language: English
  resource_type: Technical Blog
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  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Virtualization
  - KubeVirt Introduction
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/gitops-implementation-patterns:
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  description: ''
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  stars: 0
  ai_summary: Contrasts various topology models for GitOps implementation, analyzing
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  resource_type: Blog Post
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  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.redhat.com/en/blog/gitops-secret-management:
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    External Secrets \U0001F31F"
  description: "- [Kubernetes External Secrets \U0001F31F](https://github.com/external-secrets/kubernetes-external-secrets)
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    Secrets allows you to use external secret management systems, like AWS Secrets
    Manager or HashiCorp Vault, to securely add secrets in Kubernetes.\n    - [thenewstack.io:
    GoDaddy’s Project to Secure, Rotate Kubernetes Secrets \U0001F31F](https://thenewstack.io/godaddys-innovative-project-to-secure-and-rotate-kubernetes-secrets)"
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  stars: 0
  ai_summary: 'Compares legacy secret management strategies using Bitnami Sealed Secrets
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    archived and fully deprecated, having been replaced by the unified External Secrets
    Operator (ESO). This article remains a useful historical reference for understanding
    early GitOps secret evolution.'
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  resource_type: Article
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  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management:
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    Hat Advanced Cluster Management'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Outlines unified continuous delivery architecture matching OpenShift
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  resource_type: Article
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  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Multi-Cluster Deployments
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
? https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management-to-deploy-on-multiple-clusters
: title: "openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red
    Hat Advanced Cluster Management to Deploy on Multiple Clusters \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Comprehensive architectural guide for deploying multi-cluster applications
    using OpenShift Pipelines (Tekton) and Advanced Cluster Management (ACM). Provides
    deep configuration plans to coordinate releases across hybrid environments.
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - GitOps
  - Multi-Cluster Deployments
  tags:
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  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/global-load-balancer-approaches:
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  description: ''
  year: '2021'
  stars: 4
  ai_summary: Highlights architectural approaches to implement Global Server Load
    Balancing (GSLB) models across heterogeneous multi-cloud or hybrid clusters. Covers
    DNS-based and Anycast solutions to facilitate high-availability failover paths.
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  resource_type: Whitepaper
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Load Balancing
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  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/global-load-balancer-for-openshift-clusters-an-operator-based-approach:
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  description: null
  year: null
  stars: null
  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
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https://www.redhat.com/en/blog/grpc-or-http/2-ingress-connectivity-in-openshift:
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  ai_summary: Examines methods to secure and optimize high-throughput gRPC and HTTP/2
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  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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https://www.redhat.com/en/blog/guide-to-installing-an-okd-4-4-cluster-on-your-home-lab:
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  description: ''
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  stars: 0
  ai_summary: An extensive blog series instructing network engineers and developers
    on setting up a bare-metal OKD 4.4 cluster inside a personal home lab. It covers
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  language: English
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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https://www.redhat.com/en/blog/guide-to-openshift-pipelines-part-1-introducing-openshift-pipelines:
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    Pipelines'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An introductory deep-dive on OpenShift Pipelines. Explains how Tekton
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  language: N/A
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Application Delivery
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/history-and-future-openjdk:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: A historical retrospective and future-looking roadmap of the OpenJDK
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  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Development
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/how-full-is-my-cluster-part-5-a-capacity-management-dashboard:
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  description: null
  year: null
  stars: null
  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
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  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:52.666819+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  v2_locations:
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https://www.redhat.com/en/blog/how-gather-and-display-metrics-red-hat-openshift:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Step-by-step guide for monitoring system resource utilization using
    Red Hat OpenShift’s native, built-in Prometheus and Grafana instances. Curator
    Insight: Platform-specific metrics guide. Live Grounding: Highly critical reference
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  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Observability
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/how-start-ansible:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: A fundamental roadmap designed for traditional engineers migrating from
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  language: YAML
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Introduction
  tags:
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  v1_locations: []
  v2_locations:
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? https://www.redhat.com/en/blog/how-to-build-a-disconnected-openshift-cluster-with-mirror-registries-on-rhel-coreos-using-podman-and-systemd
: title: 'cloud.redhat.com: How to Build a Disconnected OpenShift Cluster With Mirror
    Registries on RHEL CoreOS Using Podman and Systemd'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: A technical guide to building disconnected, air-gapped OpenShift topologies.
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    systemd to deliver base images without public internet access.
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  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Infrastructure Operations
  - Air-Gapped Environments
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  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/how-to-enable-static-egress-ip-in-ocp:
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  description: null
  year: null
  stars: null
  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
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  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
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  hierarchy:
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  v1_locations:
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https://www.redhat.com/en/blog/how-to-modernize-virtualized-workloads:
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https://www.redhat.com/en/blog/how-to-monitoring-openshift-4.x-with-zabbix-using-prometheus-part-2:
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  ai_summary: Part 2 of the Zabbix integration guide, configuring Zabbix to extract
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? https://www.redhat.com/en/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard
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  ai_summary: Guides readers in customizing Multi-Cluster Grafana Dashboards under
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  hierarchy:
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https://www.redhat.com/en/blog/how-to-offer-service-running-on-openshift-on-aws-to-other-aws-vpcs-privately:
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    AWS VPCs, Privately \U0001F31F"
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  stars: 4
  ai_summary: Technical blueprint detailing how to expose application endpoints hosted
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  resource_type: Article
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  status: online
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  hierarchy:
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https://www.redhat.com/en/blog/how-to-orchestrate-data-pipelines-with-applications-deployed-on-openshift:
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    on OpenShift'
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  stars: 0
  ai_summary: This guide reviews techniques for deploying and orchestrating resilient
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https://www.redhat.com/en/blog/how-to-use-argocd-deployments-with-github-tokens:
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  stars: 3
  ai_summary: Explains how to securely integrate ArgoCD with private GitHub repositories
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  status: online
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  hierarchy:
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https://www.redhat.com/en/blog/how-to-use-hashicorp-vault-and-argo-cd-for-gitops-on-openshift:
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  stars: 0
  ai_summary: Deep dive on using HashiCorp Vault within OpenShift to feed sensitive
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https://www.redhat.com/en/blog/hybrid-cloud-management-tools:
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https://www.redhat.com/en/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linuxone:
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  addition_method: manual
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https://www.redhat.com/en/blog/illustrated-guide-gitops:
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  ai_summary: Offers a highly visual explanation of GitOps core loops (Git -> CI ->
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https://www.redhat.com/en/blog/improved-tooling-and-best-practices-to-help-you-migrate-to-openshift-4:
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https://www.redhat.com/en/blog/improving-jenkins-performance-on-openshift-part-2:
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https://www.redhat.com/en/blog/install-ansible-way:
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https://www.redhat.com/en/blog/installing-ocp-in-a-mainframe-z-series:
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  ai_summary: A highly technical installation playbook detailing step-by-step procedures
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https://www.redhat.com/en/blog/installing-okd-3-10-on-a-single-host:
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  ai_summary: Archival tutorial explaining the setup of OKD version 3.10 on a single
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https://www.redhat.com/en/blog/introducing-kube-burner-a-tool-to-burn-down-kubernetes-and-openshift:
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  ai_summary: Red Hat's official announcement and architectural breakdown of kube-burner.
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https://www.redhat.com/en/blog/introducing-nginx-and-nginx-plus-routers-for-openshift:
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https://www.redhat.com/en/blog/introducing-openshift-service-mesh-2.0:
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https://www.redhat.com/en/blog/introducing-operator-framework-building-apps-kubernetes:
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https://www.redhat.com/en/blog/introducing-red-hat-openshift-4:
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  stars: 0
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https://www.redhat.com/en/blog/introducing-red-hat-openshift-4-3-to-enhance-kubernetes-security:
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  year: '2020'
  stars: 0
  ai_summary: This analysis details OpenShift 4.3's enhanced security features. It
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  language: English
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  hierarchy:
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https://www.redhat.com/en/blog/introducing-red-hat-openshift-data-science:
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  ai_summary: Technical introduction of Red Hat OpenShift Data Science (RHODS), a
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  language: None
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
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  hierarchy:
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https://www.redhat.com/en/blog/introducing-red-hat-openshift-service-on-aws:
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  year: '2020'
  stars: 0
  ai_summary: Seminal release article introducing ROSA (Red Hat OpenShift Service
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    unified billing, and robust hybrid connectivity.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.redhat.com/en/blog/introducing-red-hat-quay:
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  stars: 0
  ai_summary: This article introduces the commercial enterprise capabilities of Red
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  resource_type: Article
  complexity: Beginner
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  status: online
  addition_method: manual
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https://www.redhat.com/en/blog/introducing-red-hat-quay-3-registry-your-linux-and-windows-containers:
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  stars: 0
  ai_summary: Announcement documentation marking the release of Red Hat Quay 3.0,
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  resource_type: Documentation
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  status: online
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https://www.redhat.com/en/blog/introducing-red-hat-universal-base-image:
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  stars: 0
  ai_summary: An overview introducing the Red Hat Universal Base Image (UBI), designed
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  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2019-06-01T00:00:00+02:00'
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  hierarchy:
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  v2_locations:
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https://www.redhat.com/en/blog/introducing-red-hat-vulnerability-scanner-certification:
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  year: '2021'
  stars: 0
  ai_summary: Covers Red Hat's certified scanner program designed to align third-party
    scanners (such as Snyk, Aqua, and Sysdig) with Red Hat's official vulnerability
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  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Container Security
  - Vulnerability Scanning
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  - '[COMMUNITY-TOOL]'
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https://www.redhat.com/en/blog/introducing-the-quarkus-helm-chart:
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  description: ''
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  stars: 0
  ai_summary: An introduction detailing the design of the Quarkus Helm Chart, optimized
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    GraalVM deployment profiles, and how to harness OpenShift pipelines for highly
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  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Kubernetes GitOps & Packaging
  - Java Microservices
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  - '[COMMUNITY-TOOL]'
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  v2_locations:
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https://www.redhat.com/en/blog/introduction-rhel-system-roles:
  title: "redhat.com: Introduction to RHEL System Roles \U0001F31F"
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  year: '2021'
  stars: 0
  ai_summary: Explains Red Hat Enterprise Linux (RHEL) System Roles, which are pre-packaged,
    vendor-supported Ansible collections designed for standardizing OS parameters.
    Highlights roles for storage layout, network configurations, timesync, and security
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  language: YAML
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Ansible
  - Enterprise Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/introduction-to-kraken-a-chaos-tool-for-openshift/kubernetes:
  title: 'openshift.com: Introduction to Kraken, a Chaos Tool for OpenShift/Kubernetes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An introduction to Kraken, Red Hat's open-source chaos engineering engine
    tailored for OpenShift and Kubernetes. Kraken enables automated node disruptions,
    namespace-level resource starvation, and API-level faults to locate architecture
    bottlenecks.
  language: English
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Chaos Engineering
  - Kubernetes Tools
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/is-your-operator-air-gap-friendly:
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  year: '2021'
  stars: 0
  ai_summary: Explains critical design rules for deploying operators inside highly
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    local metadata hosting, and strict network configurations.
  language: N/A
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Air-Gapped Environments
  - Operators
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/it-automation-book:
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    automation'
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  stars: 0
  ai_summary: Examines transition stages from traditional system administration scripting
    to unified declarative automation models. Uses real-world enterprise scenarios
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  resource_type: Book Summary
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - '[COMMUNITY-TOOL]'
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https://www.redhat.com/en/blog/it-automation-training:
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  stars: 0
  ai_summary: 'Curator Insight: Assesses the impact of system automation training
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    Terraform, and GitOps are indispensable for systems engineers looking to scale
    hybrid cloud infrastructures.'
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  resource_type: Article
  complexity: Beginner
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  status: online
  addition_method: manual
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  - Professional Development
  tags:
  - '[COMMUNITY-TOOL]'
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https://www.redhat.com/en/blog/jenkins-pipelines:
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  year: '2017'
  stars: 0
  ai_summary: An explanatory article outlining the core architectural concepts of
    continuous integration pipelines inside enterprise containers. Focuses on orchestrating
    builds, scaling execution agents dynamically, and promoting stable application
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  language: None
  resource_type: Blog
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
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  discovered_at: '2017-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/k8s-integrity-shield-tech-preview-protecting-the-integrity-of-kubernetes-resources-with-signature:
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    of Kubernetes Resources with Signature'
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  year: '2020'
  stars: 0
  ai_summary: Evaluates the Kubernetes Integrity Shield technology preview, enabling
    signature-based verification of cluster manifests. Restricts rogue manifest updates
    and unauthorized resource mutations at admission-time.
  language: Go
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Platform Security
  - Resource Integrity
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/keep-your-applications-secure-with-automatic-rebuilds:
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  stars: 0
  ai_summary: Detailed technical guide illustrating how to configure OpenShift's image
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    SecOps loops, ensuring immediate mitigation of CVEs. It integrates container registry
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  resource_type: Blog
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  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
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https://www.redhat.com/en/blog/kubernetes-1.21-grows-innovative-new-features:
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  stars: 0
  ai_summary: Curator Insight presents Red Hat's analysis of 1.21 features. Live grounding
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    OpenShift clients prepared for eventual PSP deprecations.
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  resource_type: Article
  complexity: Medium
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.redhat.com/en/blog/kubernetes-basics-sysadmins:
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  stars: 3
  ai_summary: Examines Kubernetes through the lens of bare-metal and VM sysadmins.
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    traditional Linux system administration paradigms.
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  status: online
  addition_method: manual
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  hierarchy:
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https://www.redhat.com/en/blog/kubernetes-cluster-laptop:
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  stars: 0
  ai_summary: An analytical guide reviewing options for running Kubernetes clusters
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    (OpenShift Local) based on system overhead, target APIs, developer workflows,
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  language: English
  resource_type: Blog
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  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://www.redhat.com/en/blog/kubernetes-components:
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  description: ''
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  stars: 4
  ai_summary: Provides Linux administrators with a clear conceptual mapping of how
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    logging, socket binding, and memory management profiles.
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  resource_type: Article
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.redhat.com/en/blog/kubernetes-hierarchical-namespaces:
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  year: '2022'
  stars: 0
  ai_summary: Describes managing OpenShift and standard Kubernetes architectures via
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  language: Go
  resource_type: Blog
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Hierarchical Namespaces
  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
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https://www.redhat.com/en/blog/kubernetes-ingress-vs-openshift-route:
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  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
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  status: online
  addition_method: manual
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  discovered_at: '2026-05-18T20:54:54.978957+02:00'
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  hierarchy:
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https://www.redhat.com/en/blog/kubernetes-is-removing-docker-support-kubernetes-is-not-removing-docker-support:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: Curator Insight identifies Red Hat's explanatory guide on the nuance
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  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Dockershim Deprecation
  tags:
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  v2_locations:
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https://www.redhat.com/en/blog/kubernetes-meets-event-driven-ansible:
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  year: '2023'
  stars: 0
  ai_summary: Explores the intersection of Event-Driven Ansible (EDA) and Kubernetes
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  resource_type: blog_post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v2_locations:
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https://www.redhat.com/en/blog/kubernetes-pods-life:
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  year: '2018'
  stars: 0
  ai_summary: A fundamental exploration of the life cycle of a Kubernetes Pod. Outlines
    start sequences, init container routines, readiness/liveness checks, and termination
    processes, establishing a baseline for container orchestration troubleshooting.
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  resource_type: Blog / Conceptual Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
  - '[DE FACTO STANDARD]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/kubespray-deploy-kubernetes:
  title: 'redhat.com: An introduction to Kubespray'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An introductory Red Hat guide summarizing how Kubespray leverages Ansible
    to abstract system-level provisioning tasks, allowing teams to declare cluster
    configurations and scaling strategies across mixed on-premises and multi-cloud
    environments.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v2_locations:
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https://www.redhat.com/en/blog/lets-monitor-edge-computing-networks-rhel:
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  year: '2021'
  stars: 0
  ai_summary: This Red Hat article focuses on implementing low-overhead system monitoring
    for Red Hat Enterprise Linux (RHEL) Edge nodes. It details collecting system state
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  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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https://www.redhat.com/en/blog/leveraging-the-crunchy-postgresql:
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https://www.redhat.com/en/blog/linux-commands-manage-groups:
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https://www.redhat.com/en/blog/linux-pid-namespaces:
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https://www.redhat.com/en/blog/linux-security-usability:
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https://www.redhat.com/en/blog/log4shell-practical-mitigations-and-impact-analysis:
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https://www.redhat.com/en/blog/managed-kubernetes-architects:
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  ai_summary: Architectural breakdown addressing governance models, multi-cluster
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https://www.redhat.com/en/blog/meet-single-node-openshift-our-smallest-openshift-footprint-edge-architectures:
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  ai_summary: Duplicate publication detailing architectural configurations for Single-Node
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https://www.redhat.com/en/blog/metrics-driven-pod-constraints:
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  ai_summary: An architectural review detailing how OpenShift uses metrics-driven
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https://www.redhat.com/en/blog/metro-area-openshift-stretch-cluster-how-to-survive-an-outage-and-live-to-tell-about-it:
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https://www.redhat.com/en/blog/migrating-your-applications-to-openshift-4:
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https://www.redhat.com/en/blog/modern-application-development-with-kong-konnect-enterprise-and-red-hat-openshift:
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https://www.redhat.com/en/blog/monitoring-apache-airflow-using-prometheus:
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  ai_summary: A practical walk-through detailing the integration of Apache Airflow
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https://www.redhat.com/en/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator:
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  ai_summary: Sister article detailing the configuration of Zabbix operator configurations
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https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh:
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https://www.redhat.com/en/blog/mssql-linux-easy:
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https://www.redhat.com/en/blog/multi-cluster-kubernetes-architecture:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/one-line-linux-commands:
  title: 'redhat.com: 20 one-line Linux commands to add to your toolbox'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A selection of rapid one-line terminal commands covering disk audits,
    environment formatting, quick-check diagnostics, and recursive string manipulation.
    Useful for building personal developer dotfile toolsets.
  language: Bash
  resource_type: Command-Line Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Linux
  - Command Line
  - Productivity
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - linux.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-quickstart:
  title: 'blog.openshift.com: OpenShift 4.2 vSphere Install Quickstart'
  description: ''
  year: '2019'
  stars: 2
  ai_summary: An early quickstart guide detailing the deployment of OpenShift 4.2
    on VMware vSphere environments. Although the VMware integration remains a highly
    active enterprise deployment pattern, the technical versions and procedures listed
    here have been superseded by advanced, automated CPI/CSI integrations in 2026.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Kubernetes Distributions
  - vSphere Deployments
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - openshift.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-with-static-ips:
  title: "blog.openshift.com: OpenShift 4.2 vsphere install with static IPs \U0001F31F"
  description: ''
  year: '2019'
  stars: 2
  ai_summary: Detailed technical guide for implementing VMware vSphere installations
    of OpenShift 4.2 utilizing static IP configurations. Because modern OpenShift
    4 installers support robust automated network allocation, these legacy manual
    configuration workflows are obsolete.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Kubernetes Distributions
  - vSphere Deployments
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - openshift.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-4-image-builds:
  title: Openshift 4 image builds
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Details OpenShift's native, highly secure in-cluster build mechanisms,
    explaining the source-to-image (S2I) workflow and safe artifact pipeline practices.
  language: English
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD & Delivery
  - Container Builds
  - Source-to-Image
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-4-migration:
  title: 'redhat.com: Planning your migration from Red Hat OpenShift 3 to 4'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: A foundational strategic planning guide for migrating workloads from
    legacy OpenShift Container Platform 3 to the operator-centric OpenShift 4 architecture.
    Focuses on addressing application configuration gaps.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Kubernetes
  - Platform Migrations
  - Cluster Upgrades
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-4.5-node-improvements:
  title: null
  description: null
  year: null
  stars: null
  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
    in the Kubernetes Tools ecosystem.
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 1662f45ea5d6fdf5534c1cd0e99de067f4f65624399ec8e57a7a0474ab2eb437
  health_score: 100.0
  last_checked: 1779130495
  needs_ai_refresh: true
  discovered_at: '2026-05-18T20:54:55.019958+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-and-network-security-zones-coexistence-approaches:
  title: "OpenShift and Network Security Zones: Coexistence Approaches \U0001F31F\U0001F31F\U0001F31F"
  description: "- **Introduction:** Kubernetes and consequently OpenShift adopt a
    [flat Software Defined Network (SDN) model](https://kubernetes.io/docs/concepts/cluster-administration/networking),
    which means that all pods in the SDN are in the same logical network. Traditional
    network implementations adopt a zoning model in which different networks or zones
    are dedicated to specific purposes, with very strict communication rules between
    each zone. When implementing OpenShift in organizations that are using network
    security zones, the two models may clash. we will analyze a few options for coexistence.
    But first, let’s understand the two network models a bit more in depth.\n    -
    Network Zones have been the widely accepted approach for building security into
    a network architecture. The general idea is to create separate networks, each
    with a specific purpose. Each network contains devices with similar security profiles.
    Communications between networks is highly scrutinized and controlled by firewall
    rules ([perimeter defense](https://en.wikipedia.org/wiki/All_round_defence)).\n
    \   - **Conclusion:** A company’s security organization must be involved when
    deciding how to deploy OpenShift with regard to traditional network zones. Depending
    on their level of comfort with new technologies you may have different options.
    If physical network separation is the only acceptable choice, you will have to
    build a cluster per network zone. If logical network type of separations can be
    considered, then there are ways to stretch a single OpenShift deployment across
    multiple network zones. This post presented a few technical approaches."
  year: '2018'
  stars: 0
  ai_summary: This seminal architectural analysis details patterns for deploying OpenShift
    across physical and logical enterprise network security zones. Contrasts legacy
    perimeter firewall zoning models with flat cloud-native Software-Defined Networks
    (SDNs), providing proven coexistence topologies.
  language: None
  resource_type: Case Study
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2018-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes & OpenShift
  - Security
  - Architecture
  tags:
  - '[CASE STUDY]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - ocp4.md
  - openshift.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-architectures-for-the-edge-with-openshift-4.6:
  title: null
  description: null
  year: null
  stars: null
  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
    in the Kubernetes Tools ecosystem.
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 2326adf17b24e059375b40447a3abb5509cd1e0fd797077da5fa6fc36888d02a
  health_score: 100.0
  last_checked: 1779130495
  needs_ai_refresh: true
  discovered_at: '2026-05-18T20:54:55.024958+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd:
  title: 'openshift.com: OpenShift Authentication Integration with ArgoCD'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Analyzes the integration of OpenShift's native OAuth server with ArgoCD.
    Explains how to map OpenShift user groups to ArgoCD RBAC roles, establishing a
    secure, unified single sign-on (SSO) experience for enterprise platforms.
  language: English
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736114
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:54.076754+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - GitOps
  - Authentication & SSO
  - OpenShift
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - argo.md
  - ocp3.md
  youtube_mosaic: {}
? https://www.redhat.com/en/blog/openshift-commons-briefing-database-disaster-recovery-made-easy-with-annette-clewett-red-hat-and-andrew-lecuyer-crunchy-data
: title: 'cloud.redhat.com: OpenShift Commons Briefing: Database Disaster Recovery
    Made Easy with Annette Clewett (Red Hat) and Andrew L''Ecuyer (Crunchy Data)'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An expert briefing on constructing bulletproof disaster recovery pipelines
    for PostgreSQL databases hosted inside OpenShift. Showcases multi-region replication
    strategies, off-site storage configurations, and seamless failovers.
  language: English
  resource_type: Video Briefing
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data on Kubernetes
  - Disaster Recovery
  - Enterprise RedHat
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - databases.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift:
  title: "openshift.com: OpenShift, Databases and You: When to Put Containerized Database
    Workloads on OpenShift \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Red Hat's structured criteria for running stateful production databases
    on OpenShift. Discusses storage tier performance, native high-availability architectures,
    and operator patterns to ensure robust containerized database operations.
  language: Conceptual
  resource_type: Whitepaper
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Enterprise Kubernetes
  - OpenShift Databases
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - databases.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-ecosystem-api-management-on-red-hat-openshift-with-3scale:
  title: 'OpenShift Ecosystem: API Management on Red Hat OpenShift with 3scale'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Highlights deep deployment patterns of running Red Hat 3scale inside
    OpenShift clusters. Analyzes operator-based management, auto-scaling characteristics,
    and native Kubernetes Custom Resource Definitions (CRDs) used to define API policies
    declaratively.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - API Management
  - Kubernetes Orchestration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - developerportals.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-end-to-end-cluster-customization:
  title: null
  description: null
  year: null
  stars: null
  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
    in the Kubernetes Tools ecosystem.
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 2e165d3819d280f95378d4adf2b105b8312bb2914ea7f9ec887db082d185bc20
  health_score: 100.0
  last_checked: 1779130494
  needs_ai_refresh: true
  discovered_at: '2026-05-18T20:54:54.980613+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/devops.md
  - docs/ocp4.md
  v2_locations:
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  - devops.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-end-to-end-core-services:
  title: null
  description: null
  year: null
  stars: null
  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
    in the Kubernetes Tools ecosystem.
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 316809a129c6020426d75cb7c148c113daceefba8f9509fc7910246abeda7204
  health_score: 100.0
  last_checked: 1779130494
  needs_ai_refresh: true
  discovered_at: '2026-05-18T20:54:54.998892+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-end-to-end-plan-and-deploy:
  title: null
  description: null
  year: null
  stars: null
  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
    in the Kubernetes Tools ecosystem.
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: ce9899904922e0054d6e0bdd1cedd8b09a2270559667cace8e520b96d732167b
  health_score: 100.0
  last_checked: 1779130495
  needs_ai_refresh: true
  discovered_at: '2026-05-18T20:54:55.007740+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architectural Foundations
  - Kubernetes Tools
  - General Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
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  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-on-arm-developer-preview-now-available-for-aws:
  title: 'openshift.com: OpenShift on ARM Developer Preview Now Available for AWS'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Profiles the technical preview of running OpenShift on AWS ARM64 (Graviton)
    environments. Explains performance metrics, lower operational energy signatures,
    and compilation steps required for ARM-based microservices.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Kubernetes
  - Hardware Architectures
  - Cloud Provider Integration
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
? https://www.redhat.com/en/blog/openshift-pipelines-advanced-triggers-part-1-triggering-different-project-builds-in-the-same-repository
: title: 'openshift.com: OpenShift Pipelines Advanced Triggers Part 1 - Triggering
    Different Project Builds in the Same Repository'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Provides advanced architecture examples for configuring custom triggers
    with OpenShift Pipelines. Demonstrates how to write custom interceptors to execute
    discrete workflows when localized directory pathways change within shared code
    repos.
  language: Yaml
  resource_type: Blog / Guide
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Architecture
  - CI/CD
  - Tekton Pipelines
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - openshift-pipelines.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-pipelines-and-openshift-gitops-are-now-generally-available:
  title: "openshift.com: OpenShift Pipelines and OpenShift GitOps are now Generally
    Available \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details the GA announcement of OpenShift Pipelines (built on Tekton)
    and OpenShift GitOps (built on ArgoCD). Establishes a fully supported, cloud-native
    delivery pipeline paradigm tailored for enterprise hybrid-cloud deployments.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Continuous Delivery
  - GitOps
  - Red Hat OpenShift
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean:
  title: "OpenShift Pipelines with Jenkins Blue Ocean \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Guide on utilizing Jenkins Blue Ocean inside Red Hat OpenShift to build
    visual representations of continuous integration pipelines. Integrates OpenShift
    buildconfigs with user-friendly visualization panels.
  language: Groovy
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD & DevOps
  - Enterprise Jenkins
  - OpenShift Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-sandboxed-containers-101:
  title: "cloud.redhat.com: OpenShift Sandboxed Containers 101 \U0001F31F"
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Introduces OpenShift Sandboxed Containers, detailing how they leverage
    Kata Containers and QEMU microVMs to run untrusted software. Explains how this
    architectural model protects the underlying Linux kernel from potential container
    escape threats.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Kubernetes
  - Workload Isolation
  - Sandboxed Runtimes
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-sandboxed-containers-operator-from-zero-to-hero-the-hard-way:
  title: 'cloud.redhat.com: OpenShift Sandboxed Containers Operator From Zero to Hero,
    the Hard Way. The Operator Framework and Its Usage'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: A deep-dive tutorial focused on manually installing and configuring
    the Sandboxed Containers Operator from first principles. Explains how the Operator
    manages kernel module injection, runtime definitions, and network virtualization.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Kubernetes
  - Workload Isolation
  - Sandboxed Runtimes
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-topology-view-milestone-towards-better-developer-experience:
  title: 'OpenShift topology view: A milestone towards a better developer experience'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An analysis of the OpenShift Developer Console Topology View. This visual
    dashboard maps microservice networks, workloads, and real-time build systems,
    significantly easing day-to-day application management tasks.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform
  - User Experience
  - OpenShift Console
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/openshift-upi-using-static-ips:
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https://www.redhat.com/en/blog/openshift-virtualization-on-amazon-web-services:
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  year: '2023'
  stars: 0
  ai_summary: This architectural guide describes how to run legacy virtual machines
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  language: English
  resource_type: Blog Post
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - OpenShift Virtualization
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  - '[LEGACY]'
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https://www.redhat.com/en/blog/our-favorite-things-from-gitops-con-at-kubecon-eu:
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  year: '2021'
  stars: 0
  ai_summary: Summarizes breakthroughs from GitOpsCon EU, highlighting enterprise
    adoption trends, the formalization of GitOps principles by the CNCF GitOps Working
    Group, and real-world implementations using Red Hat OpenShift GitOps (Argo CD
    integration).
  language: English
  resource_type: Blog Post
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  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  tags:
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  v2_locations:
  - gitops.md
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https://www.redhat.com/en/blog/packaging-applications-python:
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  year: '2021'
  stars: 0
  ai_summary: 'Curator Insight: Discusses compiling Python programs into reliable,
    standalone system files to facilitate smooth target-machine deployments.

    Live Grounding: Details system-level bundling strategies using pyinstaller, shiv,
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  resource_type: Article
  complexity: Intermediate
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  content_hash: null
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  hierarchy:
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https://www.redhat.com/en/blog/performance-metrics-apm-spring-boot-microservices-openshift:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Technical deep-dive on collecting JVM metrics, distributed traces, and
    custom telemetry from Spring Boot workloads on OpenShift/Kubernetes, utilizing
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  language: English
  resource_type: Article
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  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/pid-namespace:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: A granular kernel-level tutorial demonstrating how to construct process
    isolation wrappers manually. Shows the inner workings of Linux PID namespaces
    to illustrate how Kubernetes models process trees and isolates resources inside
    a Pod boundary.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/podman-auto-updates-rollbacks:
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    failures to a known-good state.\n    - Podman: the best tool for running containers
    on the edge servers. On the edge you want no human intervention. Podman+systemd
    support auto-update of container image & rollback, when update fails."
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  stars: 0
  ai_summary: Explores Podman's automated container lifecycle features designed for
    distributed edge environments. By coordinating with registry tags and systemd
    health checks, Podman triggers zero-touch image updates and automatic rollback
    workflows if service validation tests fail.
  language: Shell
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/podman-clients-macos-windows:
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  stars: 0
  ai_summary: This architectural overview explains how to orchestrate containerized
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  hierarchy:
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https://www.redhat.com/en/blog/podman-docker-compose:
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  ai_summary: This technical brief details the integration of Podman with Docker Compose
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  hierarchy:
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https://www.redhat.com/en/blog/podman-features-1:
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  stars: 0
  ai_summary: 'Highlights five high-impact Podman features: systemd integration, rootless
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  language: Shell
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  status: online
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  content_hash: null
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  hierarchy:
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https://www.redhat.com/en/blog/podman-play-kube-updates:
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  stars: 0
  ai_summary: Examines the `podman play kube` command, which allows Podman to parse
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    engineers to test and validate multi-container Kubernetes pod networks in a lightweight,
    local environment without a running Kubernetes cluster.
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  hierarchy:
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https://www.redhat.com/en/blog/privileged-flag-container-engines:
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  stars: 0
  ai_summary: An in-depth security analysis detailing the architectural risks of running
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    bypasses Linux namespace protections and SELinux enforcement, and outlines secure
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  hierarchy:
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https://www.redhat.com/en/blog/promoting-container-images-between-registries-with-skopeo:
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  stars: 0
  ai_summary: An official Red Hat technical article showcasing optimal architectures
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https://www.redhat.com/en/blog/providing-terraform-with-that-ansible-magic:
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  ai_summary: Explains integration models for orchestrating systems using Terraform
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  status: online
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https://www.redhat.com/en/blog/pull-push-provisioning-cicd:
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  stars: 0
  ai_summary: Contrasts pull-based versus push-based agent topologies in virtual machine
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    firewall security, agent management overhead, and consistency sync loops.
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/python-venv-ansible:
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  stars: 0
  ai_summary: Solves python library conflicts on Ansible controller nodes using Python
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  resource_type: Blog
  complexity: Intermediate
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  hierarchy:
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  v2_locations:
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https://www.redhat.com/en/blog/quadlet-podman:
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  stars: 0
  ai_summary: An in-depth review of Quadlet, a tool built into Podman that integrates
    container management with systemd. Quadlet reads declarative configuration files
    to dynamically synthesize optimized systemd service definitions, resolving complex
    container network and dependency issues automatically.
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  resource_type: Article
  complexity: Advanced
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  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.redhat.com/en/blog/query-rpm-database-python:
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  ai_summary: 'Curator Insight: Demonstrates querying and validating installed Red
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    Live Grounding: Explores system-level database hooks, mock execution paradigms,
    and writing unit tests to safely parse packages without system sub-processing.'
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  complexity: Advanced
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https://www.redhat.com/en/blog/recap-okd-4-testing-and-deployment-workshop-videos-and-additional-resources:
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  ai_summary: Compiles core workshop resources on OKD 4 deployment, testing, and lifecycle
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  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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https://www.redhat.com/en/blog/recursive-vim-macros:
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  year: '2020'
  stars: 3
  ai_summary: Technical tutorial focusing on writing, debugging, and executing recursive
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    patterns efficiently without leaving the terminal.
  language: English
  resource_type: Tutorial
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  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.redhat.com/en/blog/red-hat-automation-glossary:
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  stars: 0
  ai_summary: Provides a comprehensive terminology reference mapping modern DevOps,
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  resource_type: Reference
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  status: online
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https://www.redhat.com/en/blog/red-hat-container-community-of-practice-operators:
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  stars: 0
  ai_summary: A curated reference of operations practices created by Red Hat's Container
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    and configuration frameworks built to manage complex setups.
  language: N/A
  resource_type: Blog
  complexity: Intermediate
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  status: online
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  discovered_at: '2024-06-01T00:00:00+02:00'
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https://www.redhat.com/en/blog/red-hat-drives-future-java-cloud-native-container-first-quarkus:
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  year: '2019'
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  ai_summary: Press release declaring Red Hat's long-term backing and continuous commitment
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https://www.redhat.com/en/blog/red-hat-introduces-open-source-project-quay-container-registry:
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https://www.redhat.com/en/blog/red-hat-openshift-4.7-is-now-available:
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https://www.redhat.com/en/blog/red-hat-openshift-4.9-is-now-generally-available:
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https://www.redhat.com/en/blog/red-hat-openshift-certification-extends-support-kubernetes-native-technologies-helm:
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  ai_summary: Press release outlining Red Hat's native support and certification paths
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https://www.redhat.com/en/blog/red-hat-openshift-dedicated-price-reduction:
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  ai_summary: Details the significant 75% pricing reduction and SLA upgrade to 99.95%
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https://www.redhat.com/en/blog/red-hat-openshift-installation-process-experiences-on-ibm-z-linuxone:
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  ai_summary: A comprehensive practical review of provisioning OpenShift on IBM Z
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https://www.redhat.com/en/blog/red-hat-openshift-service-aws-hosted-control-planes-now-available:
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https://www.redhat.com/en/blog/red-hat-openshift-service-mesh-is-now-available-what-you-should-know:
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https://www.redhat.com/en/blog/redefining-possibilities-it-automation-across-your-ecosystem-red-hat-partners:
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https://www.redhat.com/en/blog/remote-debugging-java-applications-openshift:
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https://www.redhat.com/en/blog/renewed-thrill-ansible:
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https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited:
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https://www.redhat.com/en/blog/rootless-podman-nfs:
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https://www.redhat.com/en/blog/sandboxed-containers-operator-from-zero-to-hero-the-hard-way-part-2:
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https://www.redhat.com/en/blog/scaling-java-containers:
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https://www.redhat.com/en/blog/simple-canary-deployments-using-kubernetes-statefulsets-on-openshift:
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https://www.redhat.com/en/blog/simplifying-database-cloud-service-access:
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  stars: 0
  ai_summary: Details standard patterns for binding external managed cloud databases
    to Kubernetes workloads. Highlights the Service Binding Operator specification,
    simplifying secret delivery, and enforcing secure connection parameters.
  language: English
  resource_type: Technical Guide
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Enterprise RedHat
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/simplifying-openshift-case-information-gathering-workflow-must-gather-operator:
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    **Must-Gather Operator** (In the context of Red Hat OpenShift 4.x and Kubernetes,
    **it is considered a bad practice to ssh into a node and perform debugging actions**)
    \U0001F31F"
  description: ''
  year: '2020'
  stars: 5
  ai_summary: Introduces the Must-Gather Operator framework as a secure alternative
    to direct SSH debugging of underlying cluster nodes. Details how the automated
    diagnostic engine programmatically aggregates core configuration files, CRDs,
    namespace event logs, and kernel metrics.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Kubernetes
  - Cluster Diagnostics
  - Troubleshooting Protocols
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
? https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ
: title: 'ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible
    Automation Platform'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Demonstrates how Ansible Playbooks natively resolve access tokens and
    host credentials dynamically from CyberArk Conjur Secrets Manager, preventing
    configuration leakage.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Secrets Management
  - Enterprise Platforms
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform
https://www.redhat.com/en/blog/sizing-applications-in-kubernetes:
  title: 'openshift.com: Sizing Applications in Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Red Hat''s guide on rightsizing containerized workloads in OpenShift
    and vanilla Kubernetes.

    - Discusses iterative load testing methodologies to derive realistic resource
    baselines.

    - Outlines how proper sizing reduces infrastructure overhead while maintaining
    application performance profiles.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/software-packages-ansible:
  title: 'redhat.com: How to install software packages with an Ansible playbook'
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  year: '2021'
  stars: 0
  ai_summary: Reviews the foundational mechanics of configuring multi-package software
    installations via declarative playbooks. Details state assertions, package locks,
    standard repository overrides, and handler bindings for service restarts.
  language: YAML
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Ansible
  - Package Management
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/sso-integration-for-the-openshift-gitops-operator:
  title: 'openshift.com: SSO Integration for the OpenShift GitOps Operator'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores integrating single sign-on (SSO) systems like Keycloak or Red
    Hat SSO with the OpenShift GitOps (Argo CD) operator. Facilitates role-based access
    control (RBAC) mappings for secure enterprise deployments.
  language: YAML
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Security & Governance
  - Identity & Access
  - OpenShift GitOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/start-learning-kubernetes:
  title: 'redhat.com: Start learning Kubernetes from your local machine'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Evaluates diverse methods for deploying local Kubernetes test environments.
    Compares minikube, Kind, and CodeReady Containers (CRC) to provide developers
    with stable environments tailored for specific development patterns.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/state-kubernetes-security:
  title: 'redhat.com: The State of Kubernetes Security'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Red Hat's analysis of container security threats, identifying key issues
    such as misconfigurations, unpatched vulnerabilities, and integration friction
    in cloud-native operational environments.
  language: N/A
  resource_type: article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Industry Reports
  - Enterprise Security Trends
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/state-of-openshift-container-storage-eran-tamir-and-duncan-hardie-red-hat:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: This architectural overview analyzes the Red Hat OpenShift Container
    Storage platform (now OpenShift Data Foundation). It details how combining Ceph,
    NooBaa, and Rook creates an integrated control plane to deliver multi-cloud block,
    file, and object endpoints for OpenShift workloads.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/stateful-workloads-and-the-two-data-center-conundrum:
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  description: ''
  year: '2019'
  stars: 0
  ai_summary: Analyzes the persistence challenges associated with stateful microservices
    running across multi-site cluster architectures. Evaluates split-brain hazards
    and suggests synchronous storage configurations to guarantee data integrity.
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  resource_type: Architectural Guide
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2019-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/strategies-for-moving-.net-workloads-to-openshift-container-platform:
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  stars: null
  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
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https://www.redhat.com/en/blog/sysadmin-essentials-networking-basics:
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  description: ''
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  stars: 0
  ai_summary: Introduces foundational networking paradigms crucial for any systems
    administrator or DevOps engineer. Covers system concepts such as routing tables,
    the Domain Name System, ports, and IP configurations. Establishes a baseline troubleshooting
    mindset for configuring and maintaining reliable bare-metal and virtual infrastructure.
  language: English
  resource_type: Technical Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/tackle-application-modernization:
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  year: '2021'
  stars: 3
  ai_summary: Red Hat's technical overview of Konveyor Tackle. It demonstrates how
    organizations evaluate huge legacy application portfolios, scoring them across
    technical complexity metrics to chart migrations to target Kubernetes clusters.
  language: Markdown
  resource_type: Technical Blog
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 58ddef0d2f81f76eaad2b73e12337d0cea15a9acc7f4cbf69af0ea9957cd3a51
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  discovered_at: '2026-05-18T20:54:55.023802+02:00'
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  hierarchy:
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  tags:
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  v1_locations:
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https://www.redhat.com/en/blog/tcpdump-part-one:
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  year: '2020'
  stars: 0
  ai_summary: An engineering guide highlighting the six essential packet filtering
    parameters for tcpdump. Demystifies syntax for isolating ingress and egress traffic
    based on host IPs, port ranges, and protocols. Enables systems architects and
    SREs to perform granular real-time traffic analysis directly from the command
    line interface.
  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/tech-preview-get-visibility-into-your-openshift-costs-across-your-hybrid-infrastructure:
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    across your hybrid infrastructure \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: OpenShift Cost Management (now integrated into the Red Hat Hybrid Cloud
    Console) allows cloud administrators to track costs across hybrid cloud infrastructures.
    By associating cluster metrics (CPU/RAM usage) with cloud provider billing APIs,
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    centers.
  language: English
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  hierarchy:
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https://www.redhat.com/en/blog/the-hidden-dangers-of-terminating-namespaces:
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  description: ''
  year: '2022'
  stars: 1
  ai_summary: Investigates the structural mechanics of hung namespaces caught in a
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    providing clean recovery strategies.
  language: Go
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/top-10-ansible-blogs-2022?sc_cid=7015Y000003t7aWQAQ:
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  description: null
  year: null
  stars: null
  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
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  language: English
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  v1_locations:
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https://www.redhat.com/en/blog/top-10-most-used-open-practice-library-concepts:
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https://www.redhat.com/en/blog/top-kubernetes-operators-advancing-across-the-operator-capability-model:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: This reference guide details the Operator Capability Model (Levels 1
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    (Level 1) and seamless upgrades (Level 2) to full lifecycle automation (Level
    3), deep metrics tracking (Level 4), and auto-pilot anomaly remediation (Level
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  language: English
  resource_type: Blog
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  is_microservice: false
  status: online
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  content_hash: null
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  hierarchy:
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  v1_locations: []
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https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021:
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  year: '2021'
  stars: 0
  ai_summary: Reviews top open-source security tooling from 2021, including static
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    auditors used within CI/CD pipelines.
  language: N/A
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  complexity: Intermediate
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  status: online
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  hierarchy:
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https://www.redhat.com/en/blog/topology-aware-scheduling-in-kubernetes-part-1-the-high-level-business-case:
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    Level Business Case'
  description: '- [openshift.com: Topology Awareness in Kubernetes Part 2: Don’t we
    already have a Topology Manager?](https://www.redhat.com/en/blog/topology-awareness-in-kubernetes-part-2-dont-we-already-have-a-topology-manager)'
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  stars: 0
  ai_summary: Explores the business and technical motivations of Topology-Aware Scheduling.
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    raw computing performance.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.redhat.com/en/blog/topology-awareness-in-kubernetes-part-2-dont-we-already-have-a-topology-manager:
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https://www.redhat.com/en/blog/troubleshoot-ansible-playbooks:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: A strategic guide outlining crucial diagnostics and troubleshooting
    workflows for failing Ansible playbooks. Key techniques include utilizing debug
    modules, verbose logging (`-vvvv`), step execution, check-mode dry runs, and analyzing
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  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
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https://www.redhat.com/en/blog/troubleshooting-openshift-network-performance-with-a-netperf-daemonset:
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    netperf DaemonSet'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: This resource outlines how to run a netperf DaemonSet on Red Hat OpenShift
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  resource_type: Article
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  discovered_at: '2020-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.redhat.com/en/blog/understanding-gitops:
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  stars: 0
  ai_summary: Demonstrates how Red Hat frameworks integrate GitOps into long-term
    enterprise plans. Establishes strategies for governing hybrid cloud environments,
    validating infrastructure, and managing architectural templates.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
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https://www.redhat.com/en/blog/understanding-service-accounts-sccs:
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  stars: 0
  ai_summary: Explains OpenShift Service Accounts, Role-Based Access Control (RBAC),
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  language: YAML
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2019-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://www.redhat.com/en/blog/understanding-yaml-ansible:
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    \U0001F31F"
  description: ''
  year: '2021'
  stars: 4
  ai_summary: A practical guide on how to parse and construct valid Ansible YAML blueprints.
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  resource_type: article
  complexity: intermediate
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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https://www.redhat.com/en/blog/using-asciinema:
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  description: ''
  year: '2026'
  stars: 4
  ai_summary: Step-by-step documentation on deploying and utilizing asciinema to capture
    terminal sessions as text files. Enhances technical knowledge sharing, collaborative
    troubleshooting, and deployment runbook audits.
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  resource_type: Tool
  complexity: Beginner
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  hierarchy:
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https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline:
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  year: '2022'
  stars: 0
  ai_summary: Analyzes how to design highly secure, isolated CI/CD pipelines using
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    sandboxes, this architecture protects build systems and host servers from security
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  language: YAML
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/using-openshift-3-on-your-local-environment:
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  ai_summary: A curated technical resource and architectural guide covering www.redhat.com
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  hierarchy:
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https://www.redhat.com/en/blog/using-openshift-pipelines-to-automate-red-hat-advanced-cluster-security-for-kubernetes:
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  description: ''
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  stars: 0
  ai_summary: This architectural resource focuses on integrating container security
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? https://www.redhat.com/en/blog/using-vpc-peering-to-connect-an-openshift-service-on-an-aws-rosa-cluster-to-an-amazon-rds-mysql-database-in-a-different-vpc
: title: 'openshift.com: Using VPC Peering to Connect an OpenShift Service on an AWS
    (ROSA) Cluster to an Amazon RDS MySQL Database in a Different VPC'
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  stars: 0
  ai_summary: Provides step-by-step instructions for establishing low-latency VPC
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  hierarchy:
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https://www.redhat.com/en/blog/velero-backup-and-restore-of-an-application-using-gp2-storageclass-on-rosa:
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    StorageClass on ROSA'
  description: ''
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  stars: 4
  ai_summary: A detailed technical walkthrough describing how to deploy Velero to
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  hierarchy:
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https://www.redhat.com/en/blog/vim-commands:
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  stars: 4
  ai_summary: A structured reference covering intermediate-to-advanced Vim workflows,
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  hierarchy:
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https://www.redhat.com/en/blog/virtual-machines-as-code-with-openshift-gitops-and-openshift-virtualization:
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  ai_summary: Details running legacy virtual machines side-by-side with containers
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  hierarchy:
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https://www.redhat.com/en/blog/visual-web-terminal-a-turbocharged-command-line-for-kubernetes-and-openshift:
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  ai_summary: Introduces Red Hat's Visual Web Terminal, combining standard CLI controls
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https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller?sc_cid=7015Y000003t7aWQAQ:
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  ai_summary: Analytically presents key decision variables for deploying OpenShift
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https://www.redhat.com/en/blog/why-red-hat-investing-cri-o-and-podman:
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  description: ''
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  ai_summary: A strategic analysis detailing Red Hat's engineering shift from Docker
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  ai_summary: Provides an advanced technical analysis of Multi-Category Security (MCS)
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https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2:
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https://www.redhat.com/en/blog/writing-customized-reports-using-metering-operator:
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  ai_summary: 'Explores authoring custom resource and cost allocation reports using
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https://www.redhat.com/en/blog/yaml-beginners:
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  stars: 3
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https://www.redhat.com/en/blog?f[0]=taxonomy_blog_post_category_tid:107161&f[1]=taxonomy_topic_tid:75521:
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https://www.redhat.com/en/engage/ansible-automation-platform-beginners-guide-ebook:
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? https://www.redhat.com/en/engage/automated-enterprise-e-book?sc_cid=7013a0000034fMwAAI&dclid=COKjiau-upQDFXLuKAUdouAGMQ&gad_source=7
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? https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/a-brief-introduction-to-red-hat-advanced-cluster-security-for-kubernetes
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https://www.shipa.io/ketch/devops-challenge-kubernetes-deployment-ketch-vs-yaml:
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https://www.shippable.com:
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https://www.shudnow.io:
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https://www.shuttleops.io:
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https://www.siderolabs.com/blog/is-vanilla-kubernetes-really-too-heavy-for-the-raspberry-pi:
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https://www.signadot.com/blog/sandboxes-in-kubernetes-using-opentelemetry:
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  ai_summary: Explores using OpenTelemetry trace propagation context to run isolated,
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  hierarchy:
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  v2_locations:
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https://www.sigstore.dev:
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  ai_summary: The main portal for the Sigstore project, supported by the Linux Foundation.
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  hierarchy:
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https://www.siliconrepublic.com/advice/dev-tools-recommended-by-irish-start-up-founders:
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  ai_summary: Compiles professional tool recommendations and operational insights
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  hierarchy:
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https://www.silverliningsinfo.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit:
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https://www.simform.com/blog/alternatives-to-kubernetes:
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https://www.simform.com/blog/devops-for-enterprise:
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  ai_summary: Analyzes the strategic blueprints required to migrate legacy corporate
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https://www.simform.com/blog/microservice-best-practices:
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https://www.simform.com/blog/microservices-design-principles:
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  hierarchy:
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https://www.simform.com/blog/microservices-framework:
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https://www.simform.com/blog/multi-cloud-architecture:
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https://www.simform.com/blog/multi-cloud-strategy:
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https://www.simform.com/cloud-migration-ebook:
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https://www.simform.com/multi-cloud-strategy:
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https://www.simple-talk.com/dotnet/asp.net/script-loading-between-http1.1-and-http2:
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https://www.simplilearn.com/kubernetes-vs-openshift-article:
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  ai_summary: An educational comparison detailing the architectural boundaries of
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https://www.simplilearn.com/terraform-interview-questions-and-answers-article:
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  ai_summary: A legacy catalog of primary Terraform interview questions. Covers core
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  language: None
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https://www.simplilearn.com/tutorials/git-tutorial/merge-conflicts-in-git:
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  ai_summary: Systematic manual on identifying and resolving parallel-modification
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https://www.syntasso.io/post/platform-engineering-orchestrating-applications-platforms-and-infrastructure:
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  ai_summary: Explores multi-tier orchestration aligning application code, platform
    components, and foundational infrastructure. Focuses on Kratix-enabled patterns
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    physical resources and local services transparently.
  language: English
  resource_type: Blog Post
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  status: online
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  hierarchy:
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https://www.sysdig.com:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: Apolicy (acquired by Sysdig) provides advanced policy-as-code governance
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    templates and automatically matches security rules to production deployment settings.
  language: None
  resource_type: Service
  complexity: Intermediate
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  hierarchy:
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  tags:
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  v1_locations:
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https://www.sysdig.com/blog:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: Details the architecture and long-term support (LTS) lifecycle of the
    Prometheus 2.37 release. Addresses enterprise-level security backports, stability
    matrices, and long-term patch guarantees.
  language: Go
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - Releases & Governance
  tags:
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  v1_locations: []
  v2_locations:
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https://www.sysdig.com/blog/cve-2021-20291-cri-o-podman:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: A technical analysis of CVE-2021-20291, a severe DoS vulnerability that
    affected the CRI-O and Podman engines during image download routines. It details
    the underlying system flaws and outlines practical mitigations, including host
    configurations and engine patches. This analysis is valuable for engineers managing
    large-scale, on-premises container runtimes.
  language: None
  resource_type: Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Security
  - Vulnerabilities
  - CRI-O & Podman Security
  tags:
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  v1_locations: []
  v2_locations:
  - devsecops.md
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https://www.sysdig.com/blog/debug-kubernetes-crashloopbackoff:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: A definitive guide from Sysdig addressing the causes, mechanics, and
    remediation steps for the ubiquitous CrashLoopBackOff state. The article unpacks
    how the kubelet manages backoff loops when an application continuously crashes
    on startup. It outlines diagnostic strategies combining container telemetry with
    log output to pinpoint runtime exceptions.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Kubernetes
  - Troubleshooting
  - CrashLoopBackOff
  tags:
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  v1_locations: []
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  - kubernetes-troubleshooting.md
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https://www.sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu:
  title: 'sysdig.com: How attackers use exposed Prometheus server to exploit Kubernetes
    clusters | Miguel Hernández'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An analytical threat report detailing how exposed Prometheus endpoints
    can facilitate cluster compromise. Explains how attackers scan for unauthenticated
    metrics interfaces to harvest metadata, endpoints, and environment configurations.
    Demonstrates step-by-step mitigation paths, including mandatory mTLS and RBAC
    verification.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Security
  - Threat Vector
  - Observability Exposure
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/gitops-iac-security-source:
  title: "sysdig.com: How to apply security at the source using GitOps | Eduardo Mínguez
    \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Explains how to integrate declarative security checks into early stages
    of a GitOps flow. Shows how to use automated pipeline tools to scan Helm, Kustomize,
    and Terraform files for security and compliance issues before applying changes
    to the cluster.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Security
  - GitOps
  - Policy as Code
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/how-to-monitor-coredns:
  title: "sysdig.com: How to monitor coreDNS \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A detailed monitoring primer for CoreDNS using Prometheus and Sysdig.
    Highlights core health metrics, including latency histograms, requests counters,
    cache hit ratios, and error response codes (such as NXDOMAIN and SERVFAIL), to
    prevent DNS resolution latency from degrading microservice discovery pathways.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Networking
  - DNS
  - Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/how-to-secure-helm:
  title: 'sysdig.com: Helm security and best practices'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Hardening guidelines detailing secure Helm usage. Discusses securing
    helm charts against common configuration risks, managing credentials in secret
    layers instead of source files, and verifying container images in pipeline states.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Cloud Native
  - Security
  - Hardening
  - Sysdig Standards
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - helm.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/intro-runtime-security-falco:
  title: 'sysdig.com: Getting started with runtime security and Falco'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A practical walkthrough illustrating how to onboard Falco, configure
    fundamental detection policies, and process live security event streams. Guides
    developers in translating raw system-call patterns into human-readable alerts,
    highlighting deployment configurations utilizing Helm charts as daemonsets.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Runtime Security
  - Threat Detection
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.sysdig.com/blog/k3s-sysdig-falco:
  title: "sysdig.com: K3s + Sysdig: Deploying and securing your cluster… in less than
    8 minutes! \U0001F31F"
  description: ''
  year: '2021'
  stars: 2
  ai_summary: A technical runtime safety guide showcasing integration of Sysdig monitoring
    agents and CNCF Falco threat detection engines inside light K3s edge frameworks.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Edge & IoT
  - Security
  - Runtime Auditing
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - rancher.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-1-22-whats-new:
  title: 'sysdig.com: Kubernetes 1.22 – What’s new?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight highlights Sysdig's review of Kubernetes 1.22. Live
    grounding in 2026 views 1.22 as the milestone where major legacy APIs (like v1beta1
    Ingress) were fully removed, causing teams to aggressively update Helm charts.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Kubernetes Core
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  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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https://www.sysdig.com/blog/kubernetes-1-23-whats-new:
  title: 'sysdig.com: Kubernetes 1.23 – What’s new?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight presents Sysdig's assessment of Kubernetes 1.23. Live
    review in 2026 shows this release solidified Dual-stack IPv4/IPv6 services to
    GA and introduced Ephemeral Volumes.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Kubernetes Core
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  - v1.23
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-1-24-whats-new:
  title: 'sysdig.com: Kubernetes 1.24 – What’s new?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Curator Insight presents Sysdig's review of 1.24. Live analysis in 2026
    reminds us that 1.24 removed Dockershim, introduced Beta volume expansion, and
    made gRPC probes standard.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_ai_eval: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-1-25-whats-new:
  title: 'sysdig.com: Kubernetes 1.25 – What’s new?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Curator Insight reviews what is new in 1.25. In 2026, this is remembered
    for bringing Pod Security Admission to GA, KMS v2 alpha, and cgroups v2 enhancements.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  - v1.25
  tags:
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  v1_locations: []
  v2_locations:
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https://www.sysdig.com/blog/kubernetes-1-26-whats-new:
  title: 'sysdig.com: Kubernetes 1.26 – What’s new?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A detailed technical review of the architectural enhancements shipped
    in Kubernetes 1.26. Key features highlighted include Common Expression Language
    (CEL) validation in CustomResourceDefinitions (CRDs), improvements to Pod Scheduling
    Readiness, and container registry migrations. This summary acts as an essential
    checklist for systems engineering teams coordinating scheduled cluster upgrades.
  language: English
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Kubernetes Core
  - Releases
  - v1.26 Features
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-1-27-whats-new:
  title: 'sysdig.com: Kubernetes 1.27 – What’s new?'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: An analytical overview of Kubernetes 1.27's flagship updates. Features
    evaluated include the stabilization of SeccompDefault, container image signature
    verification workflows, and advancements in dynamic resource allocation. This
    serves as a vital blueprint for enterprise platform teams coordinating upcoming
    cluster upgrades.
  language: English
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Kubernetes Core
  - Releases
  - v1.27 Features
  tags:
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  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-admission-controllers:
  title: 'sysdig.com: Kubernetes admission controllers in 5 minutes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An introductory guide to Kubernetes admission controllers, explaining
    how validating and mutating webhooks interdict and modify resources before persistence
    to etcd, enhancing enterprise security.
  language: N/A
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture
  - Security
  - Admission Control
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-audit-log-falco:
  title: "sysdig.com: Getting started with Kubernetes audit logs and Falco \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Explains how to integrate Kubernetes API audit logs with CNCF Falco
    to capture real-time control plane actions and alert on malicious requests, credential
    abuse, or abnormal operational API traffic.
  language: N/A
  resource_type: article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Observability & Monitoring
  - Runtime Security
  - Sysdig & Falco Audit Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-autoscaler:
  title: 'sysdig.com: Kubernetes pod autoscaler using custom metrics'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A configuration guide describing how to pipe Prometheus metrics into
    the Kubernetes HPA. Focuses on implementing fine-grained, application-level scaling
    indicators directly from live business metric telemetry to resolve demand peaks.
  language: N/A
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes & Scaling
  - Metrics & Monitoring
  - Prometheus Integrations
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-autoscaling.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-capacity-planning:
  title: 'sysdig.com: Kubernetes capacity planning: How to rightsize the requests
    of your cluster'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Sysdig''s guide to capacity planning and rightsizing cluster-wide resources.

    - Explains how to aggregate individual container requests to determine actual
    node provisioning thresholds.

    - Demystifies how rightsizing avoids both over-provisioning spend and scheduling
    latency.'
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Resource Management
  - Resource Planning
  - Capacity Planning
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-hpa-prometheus:
  title: 'sysdig.com: Trigger a Kubernetes HPA with Prometheus metrics'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A comprehensive configuration guide on employing the Prometheus Adapter
    to convert custom PromQL telemetry query metrics into standard Kubernetes Custom
    Metrics, driving granular cluster scaling behaviors.
  language: YAML
  resource_type: Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes & Scaling
  - Metrics & Monitoring
  - Prometheus Adapter
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-autoscaling.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-limits-requests:
  title: "sysdig.com: Understanding Kubernetes limits and requests by example \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Practical, hands-on exploration of requests and limits behavior using
    real-world scenarios.

    - Details the underlying kernel processes: CFS shares allocation vs. CFS quota
    limits.

    - Traces the exact path leading to memory OOM-Kills and CPU throttling events.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Resource Management
  - Resource Planning
  - Requests and Limits
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-monitoring-best-practices:
  title: 'sysdig.com: Seven Kubernetes monitoring best practices every monitoring
    solution should enable'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'Outlines seven core principles for establishing a reliable Kubernetes
    monitoring framework, highlighting metric aggregation, container life-cycle awareness,
    and Prometheus auto-discovery. Curator Insight: Essential practices for K8s monitoring.
    Live Grounding: Practical guidelines for scaling Prometheus and agent-based scrapers
    without experiencing massive ingestion bottlenecks.'
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Container Orchestration
  - Kubernetes
  - Observability
  - Best Practices
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-monitoring.md
  - monitoring.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-monitoring-prometheus:
  title: "sysdig.com: Kubernetes Monitoring with Prometheus, the ultimate guide \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: 'The ultimate operational reference guide for configuring Prometheus
    to pull performance metrics from Kubernetes clusters. Covers kube-state-metrics,
    cAdvisor, node-exporter, and Alertmanager routing. Curator Insight: Masterguide
    for Prometheus in Kubernetes. Live Grounding: The industry standard framework
    for implementing native CNCF observability stacks.'
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Container Orchestration
  - Kubernetes
  - Observability
  - Prometheus
  - Guides
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-pod-evicted:
  title: 'sysdig.com: Understanding Kubernetes Evicted Pods'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Pod eviction is a proactive defense mechanism executed by the kubelet
    when a node faces critical resource pressure, such as low disk space or memory
    exhaustion. This guide details the eviction lifecycle, explaining the difference
    between soft and hard eviction thresholds. It provides practical strategies for
    configuring tolerations and cluster autoscaling to prevent widespread application
    downtime.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - Troubleshooting
  - Pod Eviction
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-troubleshooting.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-pod-pending-problems:
  title: 'sysdig.com: Understanding Kubernetes pod pending problems'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Pods trapped in a 'Pending' state point directly to scheduling failures
    caused by resource exhaustion, node selectors, or volume binding delays. This
    deep dive from Sysdig explains how to read scheduler events and analyze resource
    request limits to unlock stuck deployments. Engineers will learn how to identify
    node-affinity conflicts and taint/toleration mismatches.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - Troubleshooting
  - Pod Scheduling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-troubleshooting.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-resource-limits:
  title: 'sysdig.com: How to rightsize the Kubernetes resource limits'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Details how to optimize cluster-wide resource limits utilizing metric-driven
    insights.

    - Explains using Prometheus metrics to analyze the spread between requested capacity
    and actual runtime peaks.

    - Focuses on mitigating unnecessary overhead while keeping applications safe from
    surges.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Resource Management
  - Resource Planning
  - Rightsizing
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/kubernetes-services-clusterip-nodeport-loadbalancer:
  title: 'sysdig.com: Kubernetes Services: ClusterIP, Nodeport and LoadBalancer'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: An analytical guide to native Kubernetes service abstraction layers,
    mapping how the internal control plane links Service resources to running Pod
    IPs. Outlines configuration protocols and target patterns for ClusterIP, NodePort,
    and LoadBalancer configurations.
  language: English
  resource_type: Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Networking
  - Fundamentals
  - Service Types
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/mitigating-log4j-kubernetes-network-policies:
  title: 'sysdig.com: Mitigating log4j with Runtime-based Kubernetes Network Policies'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This runtime defense guide shows how to mitigate the Log4Shell vulnerability
    (CVE-2021-44228) using Kubernetes network policies. By blocking unauthenticated
    outbound connections from active Java containers, it prevents the remote retrieval
    of unauthorized class payloads. This strategy provides critical protection while
    team-wide patching is underway.
  language: None
  resource_type: Blog
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Vulnerabilities
  - Log4Shell Mitigations
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/monitor-etcd:
  title: 'sysdig.com: How to monitor etcd'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A comprehensive guide detailing key metrics (consensus latency, database
    size, and leader changes) required for monitoring etcd's health. Covers Prometheus
    integration and alerting strategies to prevent cluster downtime.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Data Store
  - etcd Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/monitor-istio:
  title: 'sysdig.com: How to monitor Istio, the Kubernetes service mesh'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Operational overview focused on gathering metrics from the Istio control
    plane (Istiod) and sidecar proxies. Synthesizes standard Prometheus configurations
    to target golden signals.
  language: English
  resource_type: Guide
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Service Mesh
  - Observability
  - Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - istio.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/monitor-kube-proxy:
  title: "sysdig.com: How to monitor kube-proxy \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Explores deep-level networking metric retrieval for the core kube-proxy
    daemon, detailing IPVS connection states, iptables rules execution latency, and
    standard Go runtime indicators. Curator Insight: Specialized network-level monitoring
    guide. Live Grounding: Crucial for network engineers diagnosing inter-service
    latency and routing drops in highly transient container environments.'
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Container Orchestration
  - Kubernetes
  - Observability
  - Networking
  - kube-proxy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/monitor-kubernetes-control-plane:
  title: 'sysdig.com: How to monitor Kubernetes control plane'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A highly technical guide detailing how to expose, scrap, and interpret
    diagnostic metrics from core Kubernetes control plane components, including etcd,
    kube-apiserver, kube-controller-manager, and kube-scheduler. Provides target Grafana
    layouts and alerting thresholds critical for cluster-wide health.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cluster Telemetry Stacks
  - Control Plane Diagnostics
  - Core Components
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-monitoring.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/monitor-oracle-database-prometheus:
  title: 'sysdig.com: How to monitor an Oracle database with Prometheus. The OracleDB
    Prometheus exporter'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Evaluates deploying the OracleDB Prometheus Exporter to parse system
    tables. Outlines collecting Oracle-specific metrics like tablespace storage usage,
    connection pool saturation, and SGA/PGA memory allocations.
  language: Go
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Scraping & Exporters
  - Database Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - prometheus.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/monitoring-kubernetes:
  title: 'sysdig.com: Monitoring Kubernetes in Production'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A comprehensive production playbook for running observability systems
    inside highly available, scale-out Kubernetes environments. It addresses data
    scraping performance bottlenecks, long-term metric storage strategies (using Cortex/Thanos),
    and operational guidelines for sizing Prometheus resources to survive high-cardinality
    label spikes.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cluster Telemetry Stacks
  - Cluster Monitoring
  - Production Engineering
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-monitoring.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/postgresql-monitoring:
  title: "sysdig.com: Top 10 metrics in PostgreSQL monitoring with Prometheus \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: An in-depth article evaluating the top 10 PostgreSQL performance metrics
    to monitor with Prometheus via postgres_exporter. Highlights queries, cache hit
    ratios, active connections, vacuum frequency, lock contentions, and replication
    lag optimization.
  language: SQL
  resource_type: Technical Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Infrastructure
  - Observability
  - Prometheus
  - Database Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - prometheus.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/redis-prometheus:
  title: 'sysdig.com: How to monitor Redis with Prometheus'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Technical guide on configuring the Prometheus Redis Exporter. Outlines
    key performance indicators such as active client connections, memory fragmentation
    ratios, command latency, and key eviction policies.
  language: Go
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Monitoring Integrations
  - Database Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - prometheus.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/secure-kubernetes-deployment-signature-verification:
  title: 'sysdig.com: How to secure Kubernetes deployment with signature verification'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Guides engineers through implementing admission controllers in Kubernetes
    to enforce container signature verification. Using tools like Kyverno or Connaisseur
    with Cosign, it ensures only cryptographically verified images can be scheduled.
    This mitigates unauthorized registry tampering and malicious image injections.
  language: N/A
  resource_type: Blog
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Kubernetes Security
  - Signature Verification
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/sysdig-2021-container-security-usage-report:
  title: "sysdig.com: Sysdig 2021 container security and usage report: Shifting left
    is not enough \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A Sysdig analytical report evaluating active container operations and
    configuration parameters in production. Confirms a vast majority of containers
    operate with highly permissive configurations and overprivileged profiles, advocating
    for coupling build-time scans with runtime eBPF auditing.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Container Security
  - Industry Vulnerability Reports
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/sysdig-and-apolicy-join-forces-to-help-customer-secure-infrastructure-as-code:
  title: 'sysdig.com: Sysdig and Apolicy join forces to help customers secure Infrastructure
    As Code and automate remediation'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An industry announcement detailing Sysdig's acquisition of Apolicy.
    Highlights the integration of IaC security analysis with runtime monitoring to
    establish unified, end-to-end security loops from Git commits to production containers.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: afbf1259a7827ece2a361b09ca3c19cc602f794359cc9aa434e1dd8bc667f3c6
  health_score: 100.0
  last_checked: 1779130494
  needs_ai_refresh: true
  discovered_at: '2026-05-18T20:54:54.960390+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Security
  - Infrastructure Security
  - Mergers & Acquisitions
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations:
  - docs/securityascode.md
  v2_locations:
  - securityascode.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/top-owasp-kubernetes:
  title: "sysdig.com: OWASP Kubernetes Top 10 \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A deep analysis of the OWASP Kubernetes Top 10, exploring actual deployment
    misconfigurations that map to these risks. Details supply chain threats, poor
    credentials storage, and audit log gaps. Offers recommendations to strengthen
    system setups.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Vulnerability Assessment
  - Threat Modeling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
  duplicate_of: https://owasp.org/www-project-kubernetes-top-ten
https://www.sysdig.com/blog/triaging-malicious-docker-container:
  title: 'sysdig.com: Triaging a Malicious Docker Container'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A forensic walkthrough of debugging a compromised Docker container in
    real-time. Demonstrates profiling system calls with open-source Falco and Sysdig
    tools, isolating workloads, and tracing exploit command sequences.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Incident Response
  - Container Forensics
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/troubleshoot-kubernetes-oom:
  title: 'sysdig.com: Kubernetes OOM and CPU Throttling'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A highly analytical post from Sysdig comparing the operational impacts
    of memory exhaustion (OOM) versus CPU exhaustion (Throttling). While OOM errors
    lead to sudden container termination and service disruption, CPU throttling leads
    to slow response times and latency degradation. The guide explains how to monitor
    these metrics to balance cluster cost against application performance.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - Resource Management
  - OOM & Throttling
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-troubleshooting.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/vulnerability-assessment:
  title: 'sysdig.com: Top vulnerability assessment and management best practices'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Technical guide on establishing vulnerability management practices across
    container registries and active Kubernetes runtimes. Highlights using distroless
    images, automating build blocks on critical CVE discoveries, and running runtime
    drift detection to track package modifications.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Vulnerability Management
  - Container Scanning
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.sysdig.com/blog/whats-new-kubernetes-1-20:
  title: 'sysdig.com: What’s new in Kubernetes 1.20?'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Curator Insight reviews Sysdig's breakdown of Kubernetes 1.20. Live
    engineering truth in 2026 looks back at 1.20 as a watershed moment where the deprecation
    of Dockershim was first officially introduced, initiating the container runtime
    interface (CRI) transition.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Core
  - Release Lifecycle
  - v1.20
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-releases.md
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? https://www.techrepublic.com/article/aws-has-gone-down-before-as-have-other-providers-fastly-has-lessons-to-share-from-its-own-outage
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  ai_summary: 'A curated technical resource and architectural guide covering techrepublic.com:
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https://www.techrepublic.com/article/aws-outage-your-response-to-aws-going-down-shouldnt-be-multicloud:
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  ai_summary: 'A curated technical resource and architectural guide covering ==techrepublic.com:
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https://www.techrepublic.com/article/chatgpt-cheat-sheet:
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  ai_summary: 'A curated technical resource and architectural guide covering techrepublic.com:
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https://www.techrepublic.com/article/devops-is-getting-code-released-faster-than-ever-but-security-is-lagging-behind:
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https://www.techrepublic.com/article/enterprises-get-closer-to-the-app-store-experience-with-kubernetes-and-gitops:
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  ai_summary: 'A curated technical resource and architectural guide covering ==techrepublic.com:
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https://www.techrepublic.com/article/how-to-choose-the-right-cicd-platform:
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  ai_summary: 'A curated technical resource and architectural guide covering techrepublic.com:
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https://www.techrepublic.com/article/how-to-create-lets-encrypt-ssl-certificates-with-acme-sh-on-linux:
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  ai_summary: 'A curated technical resource and architectural guide covering techrepublic.com:
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https://www.techrepublic.com/article/ibm-creates-an-open-source-tool-to-simplify-api-documentation:
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  ai_summary: A curated technical resource and architectural guide covering IBM creates
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https://www.techrepublic.com/article/kanboard-a-simple-to-deploy-easy-to-use-kanban-board-for-project-management:
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https://www.techrepublic.com/article/kubernetes-magic-is-in-enterprise-standardization-not-app-portability:
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  ai_summary: A curated technical resource and architectural guide covering ==Kubernetes
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? https://www.techrepublic.com/article/kubernetes-will-deliver-the-app-store-experience-for-enterprise-software-says-weaveworks-ceo
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https://www.techrepublic.com/article/lean-development:
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https://www.techrepublic.com/article/opensearch-aws-rolls-out-its-open-source-elasticsearch-fork:
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https://www.techrepublic.com/article/the-best-programming-languages-to-learn-in-2022:
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https://www.techrepublic.com/article/what-can-you-do-azure-files:
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  ai_summary: 'A curated technical resource and architectural guide covering ==techrepublic.com:
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https://www.techrepublic.com/article/windows-subsystem-for-linux-2-the-gui-features-developers-have-been-asking-for:
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  ai_summary: 'A curated technical resource and architectural guide covering techrepublic.com:
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  hierarchy:
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https://www.techsupportpk.com/2020/03/how-to-install-ansible-awx-centos-rhel-7-8.html:
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https://www.techtarget.com/searchapparchitecture/tip/4-trends-for-Kubernetes-cloud-native-teams-to-watch-in-2020:
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  ai_summary: Explores structural transitions within container orchestrations circa
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https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget:
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  ai_summary: A business and market analysis of the container software landscape,
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  hierarchy:
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  tags:
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https://www.techtarget.com/searchcloudcomputing/answer/Amazon-ECS-vs-Kubernetes-Which-should-you-use-on-AWS:
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  year: '2023'
  stars: 0
  ai_summary: Compares AWS ECS with EKS. While EKS provides robust, platform-agnostic
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  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.techtarget.com/searchcloudcomputing/feature/Modernize-legacy-applications-with-containers-microservices:
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  year: '2021'
  stars: 4
  ai_summary: Examines methodologies for containerizing and decomposing legacy applications
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    and the steps required to isolate state and transition monolithic database architectures
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  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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https://www.techtarget.com/searchcloudcomputing/tip/Compare-tools-for-multi-cloud-Kubernetes-management:
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  stars: 0
  ai_summary: 'Synthesizes and contrasts several enterprise-grade multi-cloud Kubernetes
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    tools like StackPointCloud are defunct or archived, the architectural comparison
    criteria remains critical for multi-cluster evaluations in 2026).'
  language: N/A
  resource_type: Technical Comparison
  complexity: Intermediate
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  stars: 3
  ai_summary: An evaluation matrix comparing managed Kubernetes offerings (EKS, GKE,
    AKS) with self-managed cluster options. Outlines critical cost considerations,
    operational control trade-offs, security responsibilities, and infrastructure
    integration factors.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Managed Kubernetes
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.techtarget.com/searchitchannel/definition/IBM-International-Business-Machines:
  title: 'searchstorage.techtarget.com: IBM Spectrum'
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  year: '2021'
  stars: 0
  ai_summary: An educational reference defining the scope, capabilities, and historical
    context of IBM's software-defined storage portfolio. It details how disaggregating
    storage management software from physical hardware streamlines data mobility across
    hybrid-cloud infrastructures.
  language: English
  resource_type: Article
  complexity: Low
  is_microservice: false
  status: duplicate
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  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Enterprise Storage
  - Storage Definitions
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://www.ibm.com/solutions
https://www.techtarget.com/searchitoperations/answer/How-many-Kubernetes-nodes-should-be-in-a-cluster:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Provides engineering guidelines on capacity planning, comparing a few
    large nodes vs. many small nodes. Highlights tradeoffs involving blast radius,
    scheduling overhead, resource utilization efficiency, licensing costs, and cloud
    provider API limits during rapid scaling.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Cluster Sizing
  tags:
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  v1_locations: []
  v2_locations:
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https://www.techtarget.com/searchitoperations/feature/Differences-between-Kubernetes-Ingress-vs-load-balancer:
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  year: '2021'
  stars: 3
  ai_summary: A practical reference manual comparing the performance cost and operational
    patterns of Layer 4 LoadBalancer services against Layer 7 Ingress Controllers.
    Evaluates routing mechanics, cost-efficiency, and feature capabilities to assist
    in key infrastructure selection phases.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Infrastructure
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.techtarget.com/searchitoperations/feature/Optimize-Kubernetes-cluster-management-with-these-5-tips:
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  stars: 0
  ai_summary: Provides tactical advice on refining cluster performance, including
    standardizing deployment pipelines, enforcing robust RBAC boundaries, monitoring
    control plane metrics, and optimizing resource scheduling.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.techtarget.com/searchitoperations/feature/Top-15-DevOps-blogs-to-read-and-follow:
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  stars: 0
  ai_summary: 'Curator Insight: TechTarget''s directory of the most influential devops
    online resources. Live Grounding: Identifies industry authorities and practical
    technical publications, steering engineers toward high-signal blogs and community
    forums.'
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  resource_type: Directory
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2026-06-01T00:00:00+02:00'
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  hierarchy:
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  - Resources
  - Directories
  tags:
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https://www.techtarget.com/searchitoperations/news/252467102/Kubernetes-policy-project-takes-enterprise-IT-by-storm:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: Highlights the massive industry shift toward Open Policy Agent (OPA)
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    policy layers across different tools like Kubernetes admission controllers, API
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  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 90ff4ffeb5f45cbacafd4186ad29867811cf7afaef7862137b8735fe5abf4825
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  last_checked: 1779130494
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  discovered_at: '2026-05-18T20:54:54.934098+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v1_locations:
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  youtube_mosaic: {}
https://www.techtarget.com/searchitoperations/news/252492459/GitOps-pros-grapple-with-Kubernetes-configuration-management:
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  stars: 0
  ai_summary: Examines how platform engineering teams evaluate configuration management
    systems like Helm, Kustomize, and Jsonnet. Highlights the critical challenges
    of maintaining configuration dry runs and preventing manifest bloat in Git repos.
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  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - GitOps
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  ai_summary: An industry report outlining CNCF policy-as-code initiatives designed
    to patch security deficiencies within container orchestration. Compares the operational
    paradigms of Rego-based OPA and YAML-native Kyverno for policy-driven environments.
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  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: 7e4b963c7e5767e66da8b580c9a2634fb70fa44f7b8bd86f0ebb122d7b46f666
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  last_checked: 1779130494
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  discovered_at: '2026-05-18T20:54:54.947649+02:00'
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  hierarchy:
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  - Governance
  tags:
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https://www.techtarget.com/searchitoperations/tip/Ensure-Kubernetes-high-availability-with-master-node-planning:
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  stars: 3
  ai_summary: Provides physical and virtual planning strategies to ensure control
    plane resiliency. Emphasizes split-brain avoidance in etcd clusters, load balancing
    across API servers, and multi-zone master node deployment layouts.
  language: English
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.techtarget.com/searchitoperations/tip/Terraform-cheat-sheet-Notable-commands-HCL-and-more:
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  description: ''
  year: '2024'
  stars: 3
  ai_summary: 'Curator Insight: Technical overview of Terraform command structures,
    state file management, and HCL parameters. Live Grounding: Focuses on troubleshooting
    locked environments, correcting state mismatches, and parsing command logs during
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  language: English
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Infrastructure as Code
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  tags:
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https://www.techtarget.com/searchitoperations/tip/Tips-and-tools-to-achieve-a-serverless-DevOps-workflow:
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  ai_summary: Explores the fundamental paradigm shifts involved in building DevOps
    pipelines for abstracted serverless runtimes. The author breaks down the unique
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  language: N/A
  resource_type: Article
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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https://www.techtarget.com/searchwindowsserver/tutorial/Get-up-to-speed-with-PowerShell-and-the-Microsoft-Graph-API:
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  ai_summary: Assists system engineers transitioning legacy Azure AD libraries to
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  resource_type: Blog Post
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  ai_summary: Introduction to structural components of continuous delivery environments.
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  ai_summary: An exhaustive, code-based architectural guide detailing REST Assured,
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https://www.techworld-with-nana.com:
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  ai_summary: A premier technical curriculum focused on infrastructure automation,
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  ai_summary: Nana Janashia provides a structured, modern educational roadmap focusing
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https://www.tecmint.com/20-netstat-commands-for-linux-network-management:
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  resource_type: Tutorial
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https://www.tecmint.com/apache-performance-tuning:
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  ai_summary: Outlines traditional tuning strategies designed to optimize Apache HTTP
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https://www.tecmint.com/check-linux-disk-usage-of-files-and-directories:
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https://www.tecmint.com/commands-to-collect-system-and-hardware-information-in-linux:
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https://www.tecmint.com/control-systemd-services-on-remote-linux-server:
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https://www.tecmint.com/difference-between-grep-egrep-and-fgrep-in-linux:
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https://www.tecmint.com/find-recent-modified-files-in-linux:
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https://www.tecmint.com/how-to-kill-a-process-in-linux:
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https://www.tecmint.com/install-and-configure-django-web-framework-in-centos-debian-ubuntu:
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https://www.tecmint.com/install-collectd-and-collectd-web-to-monitor-server-resources-in-linux:
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https://www.tecmint.com/install-haproxy-load-balancer-in-linux:
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https://www.tecmint.com/install-htop-on-centos-8:
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https://www.tecmint.com/linux-network-bandwidth-monitoring-tools:
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  ai_summary: This guide outlines container management workflows in RHEL environments
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https://www.tecmint.com/rsync-local-remote-file-synchronization-commands:
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  ai_summary: A targeted administrative blueprint for deploying HAProxy as a frontend
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https://www.tecmint.com/vtop-monitor-linux-process-usage:
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https://www.testmuai.com/blog/best-test-automation-trends:
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https://www.testmuai.com/blog/build-ci-cd-pipeline-in-azure-devops:
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https://www.testmuai.com/blog/build-first-ci-cd-pipeline-with-travis-ci:
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  ai_summary: A developer onboarding tutorial illustrating basic YAML-based build,
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https://www.testmuai.com/blog/cicd-pipeline-challenges:
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https://www.testmuai.com/blog/circleci-vs-gitlab:
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  ai_summary: Examines SaaS-first CircleCI against the all-in-one DevOps platform
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https://www.testmuai.com/blog/complete-guide-to-access-forms-in-selenium-with-java:
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https://www.testmuai.com/blog/cucumber-with-jenkins-integration:
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https://www.testmuai.com/blog/cypress-vs-selenium-comparison:
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https://www.testmuai.com/blog/debunking-selenium-testing-myths:
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https://www.testmuai.com/blog/how-to-create-jenkins-multibranch-pipeline:
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https://www.testmuai.com/blog/how-to-read-configuration-files-in-python-using-selenium:
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https://www.testmuai.com/blog/how-to-setup-cicd-pipeline-with-bamboo-for-php-projects:
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  ai_summary: An operational walkthrough illustrating how to structure and deploy
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https://www.testmuai.com/blog/how-to-setup-continuous-integration-with-git-jenkins:
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https://www.testmuai.com/blog/jenkins-pipeline-tutorial:
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https://www.testmuai.com/blog/jenkins-vs-travis-vs-bamboo-vs-teamcity:
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https://www.testmuai.com/blog/junit5-extensions:
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https://www.testmuai.com/blog/modifying-http-request-headers-in-java-using-selenium-webdriver:
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https://www.testmuai.com/blog/run-selenium-tests-in-docker:
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https://www.testmuai.com/blog/scroll-down-in-selenium:
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https://www.testmuai.com/blog/selenium-github-actions-example:
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  year: '2023'
  stars: 4
  ai_summary: Demystifies the deployment of browser-based automation tests within
    GitHub Actions runner environments. Evaluates the configurations needed to run
    headless Chrome or Firefox inside Linux containers, specifying steps to checkout
    code, cache Maven artifacts, and publish execution reports. Establishes a modernized,
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  language: YAML
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Continuous Integration
  - GitHub Actions
  tags:
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  - '[GUIDE]'
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  v2_locations:
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https://www.testmuai.com/blog/selenium-ide-what-is-it-why-is-it-must-for-every-qa:
  title: 'lambdatest.com: Selenium IDE: What Is It? & Why Is It Must For Every QA?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Evaluation of Selenium IDE as a record-and-playback utility. Explores
    its application in rapid prototyping, script generation, and functional testing
    setups for QA teams.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Quality Assurance & Testing
  - Test Automation
  - Prototyping Tools
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.testmuai.com/blog/selenium-java-tutorial-how-to-test-login-process:
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  description: ''
  year: '2023'
  stars: 4
  ai_summary: A practical walk-through detailing how to write automated login process
    tests using Selenium with Java. It emphasizes proper page-load strategies, locating
    dynamic input fields, handling synchronization with explicit waits, and verifying
    authentication states. Demonstrates clean Java-based web element management.
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  resource_type: Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Web Automation
  - Selenium Java
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
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https://www.testmuai.com/blog/selenium-maven-jenkins-integration:
  title: 'lambdatest.com: How To Integrate Jenkins & Maven With Selenium?'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: This technical guide details the integration of Jenkins, Maven, and
    Selenium to form an automated QA pipeline. It details how to declare dependencies
    within pom.xml, invoke browser drivers via the Surefire plugin, and orchestrate
    automated test suites from Jenkins CI servers. This represents a traditional enterprise
    continuous testing workflow.
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  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Quality Assurance & Testing
  - Continuous Integration
  - Build & Deploy Integration
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.testmuai.com/blog/selenium-python-cheat-sheet:
  title: 'lambdatest.com: The Ultimate Selenium Python Cheat Sheet for Test Automation'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: A comprehensive testing guide focused on using Selenium within Python
    environments. Explains custom locator methods, dynamic page object models, wait
    strategies, and parallel pipeline testing.
  language: Python
  resource_type: Cheat Sheet
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Selenium
  tags:
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  v1_locations: []
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https://www.testmuai.com/blog/selenium-tutorial:
  title: "lambdatest.com: Selenium Automation Testing: Basics and Getting Started
    \U0001F31F"
  description: ''
  year: '2023'
  stars: 3
  ai_summary: Provides a high-level overview of the Selenium test automation suite,
    illustrating its evolutionary history and cross-browser execution capabilities.
    Outlines the prerequisites, driver setups, and sample execution flows across major
    browsers, establishing a standard onboarding path for engineers new to test automation.
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  resource_type: Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Web Automation
  - Selenium Framework
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
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https://www.testmuai.com/blog/set-jenkins-pipeline-environment-variables-list:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'An operational guide detailing how to declare, set, and override global
    and local environment variables in Jenkins declarative and scripted pipelines.
    *Curator Insight*: Environment variable syntax tutorial. *Live Grounding*: Crucial
    for maintaining clean parameterization and securing configurations outside application
    code.'
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD Pipelines
  - Configuration Management
  - Environment Variables
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.testmuai.com/blog/teamcity-vs-jenkins-picking-the-right-ci-cd-tool:
  title: 'lambdatest.com: TeamCity vs. Jenkins: Picking The Right CI/CD Tool'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Analyzes the structural and financial differences between JetBrains
    TeamCity and open-source Jenkins. Highlights Jenkins' raw extensibility via thousands
    of community-authored plugins against TeamCity's high-quality out-of-the-box features,
    configuration-as-code capabilities, and refined user-access controls.
  language: Agnostic
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - GitOps & CI/CD
  - CI/CD Platforms
  - Tool Comparison
  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
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https://www.testmuai.com/blog/testng-vs-junit-which-testing-framework-should-you-choose:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: A deep technical comparison of JUnit and TestNG framework options for
    JVM apps. Explores parallel thread execution, parameterized input handlers, and
    custom testing loops ideal for microservice architectures.
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  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Testing Frameworks
  - Java Ecosystem
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.testmuai.com/blog/upgrade-from-selenium3-to-selenium4:
  title: 'lambdatest.com: How To Upgrade From Selenium 3 To Selenium 4?'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Provides step-by-step technical blueprints for migrating enterprise
    test suites from Selenium 3 to Selenium 4. Focuses on swapping deprecated classes
    like DesiredCapabilities for specific BrowserOptions, fixing broken Actions chains,
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    with modern browser drivers.
  language: Java
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  company: null
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  hierarchy:
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  - Migration & Upgrade
  tags:
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  - '[GUIDE]'
  - '[LEGACY]'
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https://www.testmuai.com/blog/use-gitlab-ci-to-run-test-locally:
  title: "lambdatest.com: How To Use GitLab CI To Run Tests Locally? \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A developer-focused tutorial on running GitLab CI tests locally using
    the GitLab Runner CLI. Outlines setup, debugging practices, and environment configuration
    steps to speed up pipeline validation without waiting on remote systems.
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  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Collaborative Platforms
  - Continuous Integration
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.testmuai.com/blog/use-jenkins-shared-libraries-in-a-jenkins-pipeline:
  title: "lambdatest.com: How To Use Shared Libraries In A Jenkins Pipeline? \U0001F31F"
  description: ''
  year: '2024'
  stars: 0
  ai_summary: An industry-wide reference demonstrating the implementation of version-controlled,
    modular Jenkins Shared Libraries to streamline development. This approach encapsulates
    repeatable tasks inside global Groovy modules, minimizing configuration drift
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  language: Groovy
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Jenkins Pipeline
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  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.testmuai.com/blog/what-is-deprecated-in-selenium4:
  title: "lambdatest.com: What Is New In Selenium 4 And What Is Deprecated In It?
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  description: ''
  year: '2021'
  stars: 4
  ai_summary: Provides a comprehensive architectural mapping of features deprecated
    or completely removed in Selenium 4 (such as DesiredCapabilities, Actions class
    modifications, and the legacy Grid). Explains the technical motivation behind
    transitioning to modern, type-safe alternatives aligned with W3C standards. Vital
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  resource_type: Article
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  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  tags:
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https://www.testmuai.com/blog/what-is-jenkins:
  title: "lambdatest.com: What Is Jenkins Used For? \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'A high-level educational article describing the business value of Jenkins,
    its plugin ecosystem, and core deployment use cases. *Curator Insight*: Core fundamentals
    guide. *Live Grounding*: Useful resource for non-technical leadership onboarding.'
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
  - '[COMMUNITY-TOOL]'
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  v2_locations:
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https://www.testmuai.com/blog/why-selenium-grid-is-ideal-for-automated-browser-testing:
  title: 'lambdatest.com: Why Selenium Grid Is Ideal For Automated Browser Testing?'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Examines the system architecture of Selenium Grid. Discusses distributed,
    concurrent test execution across multiple OS systems and browsers to scale continuous
    regression pipelines.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Distributed Testing
  tags:
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https://www.testmuai.com/blog/why-you-need-build-automation-tools-for-selenium-automation-testing:
  title: 'lambdatest.com: Why You Need Build Automation Tools for Selenium Automation
    Testing?'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Analyzes the essential role of build tools like Maven, Gradle, and Ant
    in managing external dependencies, orchestrating test execution, and generating
    unified reports for Selenium frameworks. Highlights the risk of manual dependency
    management and how build tools standardize QA pipelines across teams.
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  complexity: Beginner
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  status: online
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  hierarchy:
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  tags:
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https://www.testmuai.com/learning-hub/jenkins:
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  description: ''
  year: '2024'
  stars: 0
  ai_summary: 'An extensive Jenkins learning hub providing developer onboarding material
    covering setup, node orchestration, plugin configurations, and automated testing
    integrations. *Curator Insight*: Foundational learning path. *Live Grounding*:
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  language: English
  resource_type: Documentation
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
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https://www.testmuai.com/learning-hub/python-tutorial:
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  description: ''
  year: '2023'
  stars: 4
  ai_summary: A technical manual for setting up and utilizing Selenium's Python bindings
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    organizing test execution via unittest or pytest, and writing declarative, readable
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  language: Python
  resource_type: Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  - Selenium Python
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.testmuai.com/learning-hub/selenium-4:
  title: "lambdatest.com: Selenium 4 \U0001F31F"
  description: ''
  year: '2021'
  stars: 5
  ai_summary: Analyzes the architectural advancements in Selenium 4, specifically
    the absolute deprecation of the JSON Wire Protocol in favor of native W3C WebDriver
    compliance. This change provides direct communication with browsers, eradicating
    translation latency and resolving session instability. The architecture also introduces
    the Chrome DevTools Protocol (CDP) for capturing network events and console logs
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  language: Multi-language
  resource_type: Reference
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Selenium Framework
  tags:
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  v1_locations: []
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https://www.testmuai.com/learning-hub/selenium-locators:
  title: "lambdatest.com: Selenium Locators Tutorial \U0001F31F"
  description: ''
  year: '2023'
  stars: 4
  ai_summary: A deep dive into Selenium locator strategies, covering ID, Name, ClassName,
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    engineers in writing resilient selectors that resist minor UI structural changes.
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  resource_type: Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  company: null
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  hierarchy:
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  - Element Identification
  tags:
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https://www.testmuai.com/selenium:
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  year: '2023'
  stars: 3
  ai_summary: Covers the fundamental building blocks of the Selenium ecosystem, including
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    web pages. Serves as a fundamental reference for structural testing concepts.
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  complexity: Beginner
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  status: online
  addition_method: manual
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  discovered_at: '2023-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://www.testrail.com/blog/what-is-devtestops:
  title: 'blog.gurock.com: What Is DevTestOps?'
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  year: '2022'
  stars: 0
  ai_summary: Explores 'DevTestOps', which elevates quality assurance from an external
    stage to continuous, integrated feedback loops throughout continuous delivery
    pipelines.
  language: Markdown
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  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
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  last_checked: 1779130494
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  discovered_at: '2026-05-18T20:54:54.974017+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  v1_locations:
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  v2_locations:
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https://www.testrigtechnologies.com/how-to-write-a-test-automation-selenium-test-script:
  title: 'testrigtechnologies.com: Selenium Automation Testing: How to write automated
    test scripts using selenium'
  description: ''
  year: '2022'
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? 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
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? https://www.theregister.com/off-prem/2021/07/29/aws-to-retire-ec2-classic-the-network-glue-that-helped-start-the-iaas-rush/527489
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? https://www.theregister.com/off-prem/2021/09/03/microsoft-azure-deprecations-api-changes-will-break-applications-and-powershell-scripts/748744
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? https://www.theregister.com/security/2020/12/17/passwords-begone-github-will-ban-them-next-year-for-authenticating-git-operations/958514
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? https://www.theregister.com/software/2020/04/08/compose-yourselves-docker-has-published-multi-container-app-spec-needs-contributors-to-help-maintain-and-develop-it/311866
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? https://www.theregister.com/software/2020/09/21/coding-unit-tests-is-boring-wouldnt-it-be-cool-if-an-ai-could-do-it-for-you-thats-where-diffblue-comes-in/318634
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https://www.threatstack.com:
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https://www.thunderclient.io:
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https://www.tigera.io:
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  ai_summary: A deep technical performance comparison between iptables and IPVS (IP
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  ai_summary: A practical guide for implementing continuous security compliance by
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  ai_summary: A strategic framework for designing cluster-wide network policies, using
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https://www.tigerdata.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-guide:
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https://www.tigerdata.com/cloud:
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https://www.twitch.tv/redhatopenshift:
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  hierarchy:
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https://www.vcluster.com/blog/checklist-for-kubernetes-based-development:
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  ai_summary: A developer-focused architecture checklist detailing ideal steps to
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  status: online
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  hierarchy:
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https://www.vcluster.com/blog/docker-compose-to-kubernetes-step-by-step-migration:
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  ai_summary: An operations guide detailing step-by-step conversion methodologies
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    Kubernetes manifests. Emphasizes declarative object creation and service mapping.
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  status: online
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  hierarchy:
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https://www.vcluster.com/blog/gitops-kubernetes-explained:
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  ai_summary: A comprehensive conceptual guide detailing how virtualized cluster architectures
    interact with GitOps models. Explores key patterns of control loops, manifest
    management, and declarative state verification inside production infrastructures.
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  resource_type: Article
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  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  v2_locations:
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https://www.vcluster.com/blog/how-to-set-up-kubernetes-requests-and-limits:
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  description: ''
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  stars: 0
  ai_summary: 'An enterprise-focused tutorial explaining the logistics of setting
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    - Explains how these settings affect autoscaling (HPA) and cost metrics.

    - Suggests workflows for building sustainable developer guardrails.'
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  resource_type: Article
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  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  tags:
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  v1_locations: []
  v2_locations:
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https://www.vcluster.com/blog/kubernetes-admission-controllers-what-they-are-and-why-they-matter:
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  description: ''
  year: '2021'
  stars: 0
  ai_summary: A high-density architectural breakdown of the API server's webhook intercept
    lifecycle. Explains mutating webhooks, validation plugins, and how they enforce
    compliance and security standards in cluster operations.
  language: N/A
  resource_type: Technical Blog
  complexity: Intermediate
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  status: online
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Admission Control
  tags:
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  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://www.vcluster.com/blog/kubernetes-and-ldap-enterprise-authentication-for-kubernetes:
  title: 'loft.sh: Kubernetes and LDAP: Enterprise Authentication for Kubernetes'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Outlines pattern-driven integrations for bridging classic corporate
    LDAP servers with modern Kubernetes clusters. Focuses on identity broker abstractions
    like Dex to map legacy LDAP groups to Kubernetes RBAC definitions.
  language: English
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
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  - Identity & Access
  - Enterprise Authentication
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - kubernetes-security.md
  youtube_mosaic: {}
https://www.vcluster.com/blog/kubernetes-cost-monitoring-with-prometheus-and-grafana:
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  description: ''
  year: '2023'
  stars: 0
  ai_summary: Explains how to harness native Prometheus resource allocation metrics
    combined with community tools like Kubecost to model cluster spending. Provides
    strategies for isolating workloads, dividing costs by namespace or tenant, and
    building real-time cost transparency dashboards in multi-tenant environments.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
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  hierarchy:
  - Advanced Telemetry & FinOps
  - Cost Management
  - Telemetry-Driven Budgeting
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-monitoring.md
  youtube_mosaic: {}
https://www.vcluster.com/blog/kubernetes-dashboards-headlamp:
  title: 'loft.sh: Kubernetes Dashboards: Headlamp'
  description: ''
  year: '2024'
  stars: 3
  ai_summary: A comprehensive technical comparison evaluating Headlamp as an alternative
    to the standard Kubernetes dashboard. Highlighted for its robust extensibility
    model via React plugins, it allows platform teams to build customized dashboards
    with minimal visual overhead.
  language: TypeScript
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://www.vcluster.com/blog/kubernetes-monitoring-dashboards-5-best-open-source-tools:
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  year: '2024'
  stars: 3
  ai_summary: An expert analysis comparing five of the best open-source monitoring
    dashboards for Kubernetes clusters. Evaluates each tool's resource consumption,
    Prometheus/Grafana integration capabilities, and ability to handle multi-tenant
    visual partitioning.
  language: N/A
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2024-06-01T00:00:00+02:00'
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  hierarchy:
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  - Tooling Evaluation
  tags:
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https://www.vcluster.com/blog/kubernetes-multi-tenancy-why-virtual-clusters-are-the-best-solution:
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  year: '2022'
  stars: 0
  ai_summary: Evaluates virtual clusters (vcluster) as the premier tool for hard multi-tenancy.
    Explains how virtualizing the control plane mitigates etcd pollution and simplifies
    development lifecycle structures.
  language: Go
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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https://www.vcluster.com/blog/kubernetes-network-policies-a-practitioners-guide:
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  stars: 0
  ai_summary: An operator's tactical guide. Outlines configuration mistakes to avoid,
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  hierarchy:
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https://www.vcluster.com/blog/kubernetes-network-policies-for-isolating-namespaces:
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  year: '2022'
  stars: 0
  ai_summary: A prescriptive playbook for securing multi-tenant clusters, detailing
    how to isolate development, staging, and production namespaces using declarative
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  language: English
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  status: online
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https://www.vcluster.com/blog/kubernetes-nginx-ingress:
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  year: '2021'
  stars: 4
  ai_summary: Provides ten practical and essential tuning annotations for NGINX Ingress
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  resource_type: Guide
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  status: online
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https://www.vcluster.com/blog/kubernetes-on-windows-6-life-saving-tools-and-tips:
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  stars: 0
  ai_summary: A technical resource detailing operational best practices, troubleshooting
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    Linux namespaces and Windows Job Objects. It provides engineering teams with practical
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  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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  hierarchy:
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  tags:
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  v2_locations:
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https://www.vcluster.com/blog/kubernetes-rbac-basics-and-advanced-patterns:
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  stars: 0
  ai_summary: Deconstructs advanced RBAC patterns, focusing on namespace isolation,
    virtual cluster (vcluster) control planes, and resolving performance regressions
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  language: English
  resource_type: Technical Blog
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  v2_locations:
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https://www.vcluster.com/blog/kubernetes-statefulset-examples-and-best-practices:
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  stars: 4
  ai_summary: Explores the design space of StatefulSets, concentrating on Volume Claim
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  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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https://www.vcluster.com/blog/kubernetes-virtual-clusters-for-ci-cd-testing:
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  stars: 4
  ai_summary: Demystifies the deployment of virtual clusters (vcluster) on shared
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    significantly minimize cloud bills while providing namespace segregation and administrative
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  language: English
  resource_type: Technical Blog
  complexity: Advanced
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  status: online
  addition_method: manual
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  hierarchy:
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  stars: 0
  ai_summary: Surveys the open-source landscape for multi-tenant cluster enablement.
    Compares the operational overhead and capabilities of virtual cluster runtimes,
    custom controllers, and admission webhooks.
  language: Go
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  hierarchy:
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https://www.vcluster.com/blog/platform-engineering-the-definitive-guide:
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  year: '2024'
  stars: 0
  ai_summary: Comprehensive guide from the creators of vcluster detailing the architectural
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  language: English
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  hierarchy:
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  - '[GUIDE]'
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  v2_locations:
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https://www.vcluster.com/blog/self-service-kubernetes-namespaces-are-a-game-changer:
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  year: '2023'
  stars: 1
  ai_summary: Examines developer onboarding architectures using vcluster to spawn
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  language: Go
  resource_type: Blog
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  status: online
  addition_method: manual
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  hierarchy:
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  v2_locations:
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https://www.vcluster.com/blog/skaffold-vs-tilt-vs-devspace:
  title: 'loft.sh: Skaffold vs Tilt vs DevSpace'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An in-depth evaluation comparing Skaffold, Tilt, and DevSpace. Highlights
    real-time build and synchronization mechanics, declarative profiles, and templated
    manifest rendering capabilities.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  hierarchy:
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  - Comparisons
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  v2_locations:
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https://www.vcluster.com/blog/the-cost-of-managed-kubernetes-a-comparison:
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  year: '2022'
  stars: 0
  ai_summary: A comprehensive cost analysis comparing managed Kubernetes offerings
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    reduce management control plane fees and idle node costs.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2022-06-01T00:00:00+02:00'
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https://www.vcluster.com/blog/using-kubernetes-ephemeral-containers-for-troubleshooting:
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  year: '2022'
  stars: 0
  ai_summary: This guide explains how to leverage Kubernetes Ephemeral Containers—the
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    tools in production images. By launching a temporary diagnostic container within
    the target pod's namespace, engineers can safely run tools like curl, tcpdump,
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    distroless containers.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2022-06-01T00:00:00+02:00'
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https://www.veeam.com/products/cloud/kubernetes-data-protection.html:
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https://www.warpbuild.com:
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https://www.waypointproject.io:
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https://www.weave.works:
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  ai_summary: The enterprise Kubernetes distribution offering from Weaveworks (WKP)
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https://www.weave.works/blog/6-business-benefits-of-kubernetes:
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https://www.weave.works/blog/aws-networking-overview---part-2:
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https://www.weave.works/blog/case-study-national-australia-bank-decreases-operational-overhead-with-gitops:
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  ai_summary: Examines how National Australia Bank (NAB) utilized GitOps to minimize
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    operational overhead. Illustrates real-world recovery from multi-region outages
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https://www.weave.works/blog/category/kubernetes:
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  stars: 0
  ai_summary: A curated technical resource and architectural guide covering weave.works/blog/category/kubernetes
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https://www.weave.works/blog/deutsche-telekom-explain-why-they-chose-gitops-for-5g:
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  ai_summary: Case study analyzing how major telecommunications networks (e.g., Deutsche
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https://www.weave.works/blog/flamingo-expand-argo-cd-with-flux:
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https://www.weave.works/blog/gitops-in-the-modern-enterprise:
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  ai_summary: 'Discusses scale and standardization of GitOps in complex IT portfolios.
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https://www.weave.works/blog/gitops-takes-devops-teams-to-higher-levels-of-maturity:
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  ai_summary: Discusses DevOps organizational maturity gains driven by GitOps patterns.
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https://www.weave.works/blog/introduction-to-kubernetes-pod-networking--part-1:
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https://www.weave.works/blog/introduction-to-service-meshes-on-kubernetes-and-progressive-delivery:
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https://www.weave.works/blog/kubernetes-cluster:
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https://www.weave.works/blog/kubernetes-components-that-makeup-its-architecture:
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  ai_summary: A high-fidelity architectural reference cataloguing the operational
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https://www.weave.works/blog/kubernetes-deployment-strategies:
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https://www.weave.works/blog/kubernetes-in-the-enterprise:
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https://www.weave.works/blog/manage-thousands-of-clusters-with-gitops-and-the-cluster-api:
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  ai_summary: An architectural guide exploring the intersection of Cluster API (CAPI)
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https://www.weave.works/blog/managing-kubernetes-with-gitops-in-a-multi-cluster-multi-cloud-world:
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  ai_summary: 'Demonstrates how Flux-based GitOps patterns manage complex fleet deployments
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https://www.weave.works/blog/one-year-kured-kubernetes-reboot-daemon:
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https://www.weave.works/blog/progressively-delivering-applications-across-cloud-and-on-premise:
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https://www.weave.works/blog/the-definitive-guide-to-kubernetes-in-production:
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  year: '2021'
  stars: 5
  ai_summary: A comprehensive production-readiness roadmap. Addresses key criteria
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  ai_summary: The official Weaveworks blog post introducing WKSctl. Demonstrates how
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https://www.weave.works/use-cases/security-with-gitops:
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  ai_summary: Investigates GitOps as a strong security posture where developers do
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https://www.wecloudpro.com/2020/08/22/kubernetes-disaster-recovery-with-velero.html:
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https://www.wecloudpro.com/2021/11/13/Tanzu-Community-Edition.html:
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https://www.wecloudpro.com/2021/11/28/Argocd-helm.html:
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https://www.weekly.tf:
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https://www.whizlabs.com/blog/kinesis-vs-kafka:
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https://www.wildfly.org:
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  ai_summary: The project homepage for WildFly, Red Hat's open-source application
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https://www.wired.co.uk/article/great-resignation-quit-job:
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https://www.wired.com/story/calendly-google-calendar-appointment-schedule:
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https://www.wired.com/story/great-resignation-quit-job:
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https://www.wired.com/story/web3-gavin-wood-interview:
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https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions:
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https://www.worksome.com:
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https://www.wraltechwire.com/2021/12/11/red-hat-expands-hybrid-cloud-efforts-in-ansible-deal-with-microsoft-azure:
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  ai_summary: 'A curated technical resource and architectural guide covering wraltechwire.com:
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? https://www.xataka.com/aplicaciones/copilot-escribe-40-codigo-lenguajes-como-java-python-que-llega-a-github-cinco-anos-llegara-al-80
: title: 'xataka.com: Copilot ya escribe el 40% del código de lenguajes como Java
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? https://www.xataka.com/aplicaciones/github-copilot-asistente-para-escribir-codigo-basado-ia-esta-disponible-para-todos-esto-que-costara
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? 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
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https://www.xataka.com/empresas-y-economia/gran-renuncia-esta-ganando-terreno-espana-hay-dos-barreras-salarios-bajos-ley-laboral:
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? https://www.xataka.com/empresas-y-economia/guerra-talento-sector-tecnologico-amenaza-viabilidad-muchas-pymes-espanolas-cada-vez-les-resulta-dificil-retener-a-seniors
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  hierarchy:
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? https://www.xataka.com/empresas-y-economia/han-recomendado-calcular-cuanto-dinero-queda-al-resto-despedirles-startups-espanolas-frente-a-quiebra-svb
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? https://www.xataka.com/empresas-y-economia/no-asciendo-aprendo-me-largo-empresa-crecimiento-profesional-como-estrategia-para-retener-talento
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? https://www.xataka.com/especiales/me-hice-funcionario-siendo-ingeniero-que-me-da-administracion-publica-que-no-consigue-empresa-privada
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  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Professional Practice
  - Career Paths
  - Public Sector
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - recruitment.md
  youtube_mosaic: {}
https://www.xataka.com/magnet/esclavos-improductividad-70-reuniones-impiden-que-empleados-hagan-su-trabajo:
  title: 'magnet.xataka.com: Esclavos de la improductividad: el 70% de las reuniones
    impiden que los empleados hagan su trabajo'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Explores empirical research showing that 70% of workplace meetings actively
    prevent employees from completing their actual tasks. Advocates for 'No Meeting
    Days' and asynchronous communication strategies to enable high-focus developer
    work, reduce cognitive load, and boost execution speed in modern cloud-native
    software development pipelines.
  language: es
  resource_type: Analysis
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Engineering Leadership
  - Developer Productivity
  - Asynchronous Collaboration
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - project-management-methodology.md
  youtube_mosaic: {}
https://www.xataka.com/magnet/gran-renuncia-americana-como-trabajadores-se-han-hartado-sistema-estan-dejando-sus-empleos:
  title: 'magnet.xataka.com: La "gran renuncia" americana, o cómo los trabajadores
    se han hartado del sistema y están dejando sus empleos'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A cultural analysis explaining the American 'Great Resignation' in Spanish.
    It presents the phenomenon as a structural rejection of developer burnout, stagnating
    wages, and unsustainable delivery pipelines.
  language: Spanish
  resource_type: article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Industry Analysis
  - Labor Trends
  - The Great Resignation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - recruitment.md
  youtube_mosaic: {}
https://www.xataka.com/movilidad/auge-coche-electrico-autonomo-se-ha-topado-otra-barrera-software-volkswagen-sabe-bien:
  title: 'xataka.com: El auge del coche eléctrico y autónomo se ha topado con otra
    barrera: el software. Volkswagen lo sabe bien'
  description: ''
  year: '2023'
  stars: 3
  ai_summary: Analyzes the structural and architectural software challenges faced
    by Volkswagen (specifically Cariad) during its transition to Electric Vehicles
    (EVs) and Autonomous Driving (AD). The analysis covers the friction between legacy
    hardware-centric development cycles and modern, unified software-defined platform
    architectures. It highlights how decoupled hardware/software layers are critical
    to avoiding catastrophic launch delays in complex distributed automotive systems.
  language: Spanish
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - System Architecture
  - Automotive Systems
  - Software-Defined Vehicles
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - customer.md
  youtube_mosaic: {}
https://www.xataka.com/pro/asi-se-reparte-mercado-cloud-tres-grandes-tienen-63-siguientes-10-22:
  title: 'xataka.com: Así se reparte el mercado cloud: los tres grandes tienen el
    63%, los siguientes 10 un 22%'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: An in-depth analysis of global cloud market distribution, focusing on
    how AWS, Azure, and GCP control over 60% of the market. It explains the systemic
    risks of hyperscaler oligopoly on enterprise supply chains. Live grounding reinforces
    its warnings regarding the lack of supplier diversity in critical infrastructure.
  language: Spanish
  resource_type: Case Study/News
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Strategy
  - Market Share
  - Hyperscalers
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - public-cloud-solutions.md
  youtube_mosaic: {}
https://www.xataka.com/pro/aws-se-pasa-al-low-code-workflow-studio-su-primera-herramienta-desarrollo-codigo:
  title: 'xataka.com: Hasta AWS se pasa al low-code: Workflow Studio es su primera
    herramienta de desarrollo de bajo código'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Un análisis en español sobre Workflow Studio para AWS Step Functions,
    detallando cómo la interfaz visual democratiza el diseño de arquitecturas serverless
    de bajo código (low-code). Permite a desarrolladores y analistas diagramar flujos
    lógicos, interactuando con otros servicios de AWS de manera intuitiva y reduciendo
    la complejidad del código.
  language: Spanish
  resource_type: Service Tool
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Integration
  - Serverless Orchestration
  - Step Functions
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - aws-newfeatures.md
  youtube_mosaic: {}
? https://www.xataka.com/pro/deuda-tecnica-lastre-para-tecnologicas-estudio-senala-que-informaticos-pierden-casi-dia-trabajo-a-semana-para-solventarlas
: title: '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'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Analiza las repercusiones financieras y operativas de la deuda técnica
    dentro de los equipos de desarrollo modernos, destacando que los ingenieros pierden
    aproximadamente un día por semana mitigándola. El informe subraya la necesidad
    de implementar prácticas de refactorización continuas y arquitecturas robustas
    para mitigar este impacto.
  language: Spanish
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps, Automation & Modern Systems Engineering
  - Software Engineering Principles
  - Technical Debt
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://www.xataka.com/pro/gran-renuncia-eeuu-empleados-estan-dejando-masa-sus-trabajos-gran-pregunta-veremos-esto-cuando-espana:
  title: 'xataka.com: La Gran Renuncia: en EEUU los empleados están dejando en masa
    sus trabajos, la gran pregunta es si veremos esto (y cuándo) en España'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This report evaluates whether the Great Resignation could occur within
    the Spanish tech ecosystem. It highlights unique labor barriers, contract regulations,
    and differing regional employer-employee dynamics.
  language: Spanish
  resource_type: article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Industry Analysis
  - Regional Markets
  - Spain Tech Ecosystem
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - recruitment.md
  youtube_mosaic: {}
https://www.xataka.com/pro/ibm-se-parte-dos-109-anos-despues-nube-da-dinero-que-se-creara-empresa-centrada-ella:
  title: "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 \U0001F31F"
  description: ''
  year: '2020'
  stars: 3
  ai_summary: A Spanish-language news analysis explaining IBM's historical split that
    spun off Kyndryl to focus IBM squarely on Hybrid Cloud and AI. Live Grounding
    verifies this corporate reorganization succeeded in clarifying IBM's strategic
    technology focus around OpenShift and hybrid cloud workloads.
  language: Spanish
  resource_type: Blog / Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Cloud Market
  - IBM
  - Corporate Strategy
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ibm_cloud.md
  youtube_mosaic: {}
? https://www.xataka.com/pro/seguridad-social-crea-app-movil-para-gestionar-nueva-cuota-autonomos-permitira-cambiar-tramo-mensualmente-ingresos
: title: 'xataka.com: La Seguridad Social crea una app móvil para gestionar la nueva
    cuota de autónomos: permitirá cambiar de tramo mensualmente'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Reporting on the official Spanish Social Security app designed to manage
    the updated real-income-based contribution system. It describes the integration
    of digital tools that allow freelancers to dynamically adjust their monthly insurance
    brackets based on real-time net earnings.
  language: N/A
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Careers
  - Freelancing
  - Spanish Regulations
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - freelancing.md
  youtube_mosaic: {}
? https://www.xataka.com/pro/talon-aquiles-aws-sus-altas-tarifas-salida-datos-sus-rivales-empiezan-a-explotarlo-guerra-precios-gigante-nube
: title: 'xataka.com: El talón de Aquiles de AWS son sus altas tarifas de salida de
    datos, y sus rivales empiezan a explotarlo: guerra de precios contra el gigante
    de la nube'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: An informative Spanish article highlighting the high financial burden
    of AWS egress fees and how competitors leverage this pricing vulnerability to
    acquire market share. Live grounding indicates its historical accuracy, pointing
    to regulatory pressures in the EU which forced hyperscalers to lower egress fees.
  language: Spanish
  resource_type: Case Study/News
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Economics
  - Egress Fees
  - Market Competition
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - public-cloud-solutions.md
  youtube_mosaic: {}
https://www.xataka.com/robotica-e-ia/copilot-revolucion-para-programadores-tambien-potencial-problema-legal-para-microsoft:
  title: 'xataka.com: Copilot es una revolución para programadores (pero también un
    potencial problema legal para Microsoft)'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A detailed legal exploration into copyright violation risks Microsoft
    accepted when commercializing Copilot. Analyzes how training models on public
    codebases challenges the fair-use doctrine. Establishes context for enterprise
    IP protection policies in AI-assisted development.
  language: Spanish
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - AI-Assisted Development
  - Legal & Compliance
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
? https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft
: title: Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous
    Free Tier
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Details Google's launch of Gemini Code Assist, leveraging a vast token
    context window. Emphasizes integration within internal IDEs and Google Cloud Platform
    services to challenge the GitHub Copilot ecosystem.
  language: Spanish
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - AI & Platform Engineering
  - AI Assistants
  - Developer Productivity
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ai.md
  - chatgpt.md
  - cicd.md
  youtube_mosaic: {}
https://www.xataka.com/robotica-e-ia/llevo-algunos-dias-usando-copilot-github-para-programar-esta-mi-experiencia:
  title: 'xataka.com: Llevo algunos días usando Copilot de GitHub para programar y
    esta es mi experiencia'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Provides a developer's field report examining actual friction points
    and production speedups when integrating GitHub Copilot. Discusses context window
    limitations, boilerplate deduction rates, and correctness verification challenges.
    Essential for setting realistic expectations of AI output quality.
  language: Spanish
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - AI-Assisted Development
  - Case Studies
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://www.xataka.com/robotica-e-ia/microsoft-no-quiere-poner-todos-huevos-cesta-anuncia-asociacion-mistral-ai-openai-europa:
  title: 'xataka.com: Microsoft no quiere poner todos los huevos en la misma cesta:
    anuncia una asociación con Mistral AI, la OpenAI de Europa'
  description: "- Mistral AI accederá a la infraestructura en la nube de Azure AI
    para desarrollar sus modelos y ofrecerlos comercialmente\n    - La startup, con
    sede en París, acaba de lanzar su modelo de lenguaje Mistral Large y su chatbot
    conversacional Le Chat"
  year: '2024'
  stars: 0
  ai_summary: Details Microsoft's strategic alliance with French AI startup Mistral
    AI, expanding model choices on Azure Cloud. It details how the partnership offers
    developers alternative foundation models like Mistral Large, decreasing vendor
    lock-in. It illustrates the shifting geopolitical dynamics and cloud distribution
    wars of foundation models.
  language: Spanish
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2024-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Artificial Intelligence
  - AI Strategy
  - Ecosystem Partnerships
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ai.md
  youtube_mosaic: {}
https://www.xataka.com/robotica-e-ia/programadores-alucinaban-copilot-chatgpt-ahora-deepmind-va-alla-aplhacode:
  title: 'xataka.com: Los programadores ya alucinaban con CoPilot y ChatGPT, pero
    ahora DeepMind va más allá con AplhaCode'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Compares OpenAI's coding models to DeepMind's AlphaCode. Analyzes AlphaCode's
    specialized algorithm structures designed to address multi-variable competitive
    programming challenges. Highlights key architectural differences in model validation
    and generation.
  language: Spanish
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - AI-Assisted Development
  - Competitive Landscape
  tags:
  - '[EMERGING]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
? https://www.xataka.com/robotica-e-ia/programar-cuando-maquina-hace-poco-ti-asi-github-copilot-sistema-que-se-nutre-prodigioso-gpt-3
: title: 'xataka.com: Para qué programar cuando una máquina lo hace (un poco) por
    ti: así es Github Copilot, un sistema que se nutre del prodigioso GPT-3'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A deep analysis of GitHub Copilot's initial GPT-3 powered capabilities.
    Explains how neural networks infer developer intent from raw codebase comments
    and structural definitions. Anticipates major technical transitions from manual
    coding to template-based prompt engineering.
  language: Spanish
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - AI-Assisted Development
  - Technology Analysis
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos:
  title: 'xataka.com: https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A comprehensive expert-driven review of how GPT-4 and Copilot have structurally
    altered the software engineering lifecycle. Evaluates productivity shifts, risks
    of cognitive offloading, and structural changes in junior developer onboarding
    processes.
  language: Spanish
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2023-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - AI-Assisted Development
  - Industry Impact
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ai.md
  youtube_mosaic: {}
https://www.xataka.com/servicios/que-amazon-ha-elegido-aragon-para-instalar-sus-tres-primeros-centros-datos-espana:
  title: 'xataka.com: Por qué Amazon ha elegido Aragón para instalar sus tres primeros
    centros de datos en España'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An analytical study published by Xataka highlighting why Amazon chose
    Aragon to construct its major Spanish data center hubs, focusing on physical security,
    fiber links, and regional green energy availability.
  language: Spanish
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Platforms
  - AWS Regional Infrastructure
  - Spain
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-spain.md
  - aws.md
  youtube_mosaic: {}
https://www.xenonstack.com/blog/serverless-open-faas-java:
  title: 'xenonstack.com: Serverless Architecture with OpenFaaS and Java'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Evaluates using JVM workloads within OpenFaaS, detailing compilation
    strategies, framework footprint reduction, and optimizing startup latency for
    container pods.
  language: Java
  resource_type: Technical Tutorial
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Kubernetes Serverless
  - OpenFaaS
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - serverless.md
  youtube_mosaic: {}
https://www.xenonstack.com/blog/serverless-openfaas-java:
  title: 'xenonstack.com: Serverless Architecture with OpenFaaS and Java'
  description: ''
  year: N/A
  stars: 0
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: 24ebd6dc664ac99dafe35d8c4cdbe839f9b8fbf487c1eb8ebaded150dc329ce1
  health_score: 100.0
  last_checked: 1779030238
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https://www.youtube.com/embed/6eBSHbLKuN0:
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  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 0
  ai_summary: 'This technical session explores the architecture and implementation
    of Claude Code, Anthropic''s agentic CLI designed for autonomous, multi-step engineering
    tasks. It details how the tool leverages the Model Context Protocol (MCP) to integrate
    with external data sources and documentation, enabling a self-healing development
    cycle where the agent autonomously reads code, executes shell commands, and iterates
    through test-driven development (TDD) loops. For 2026 platform engineers, mastering
    these agentic workflows is critical for scaling complex refactoring, managing
    cognitive load in large-scale repositories, and establishing robust human-in-the-loop
    (HITL) governance for AI-driven infrastructure operations.

    '
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  video_order: 25
https://www.youtube.com/embed/8g4qLzkpjeE?si=xcfl3ugsMGZ8Kthg:
  title: 'Panel: Azure DevOps vs. GitHub Actions'
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 0
  ai_summary: This panel discussion provides a comprehensive architectural comparison
    between Azure DevOps and GitHub Actions, focusing on enterprise governance, extensibility,
    and CI/CD workflow migration strategies. It outlines decision frameworks for hybrid
    platform setups, highlighting how organizations can leverage GitHub Actions for
    modern cloud-native developer velocity while maintaining Azure DevOps for mature
    project management, test plans, and strict regulatory compliance. Essential for
    cloud architects planning long-term toolchain evolution, this session clarifies
    integration pathways and future-proof migration strategies.
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  video_order: 17
https://www.youtube.com/embed/9vM4p9NN0Ts:
  title: 'Stanford CS229: Building Large Language Models (LLMs)'
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 0
  ai_summary: 'This Stanford CS229 technical deep-dive deconstructs the transition
    from raw autoregressive language models to instruction-tuned assistants, focusing
    on the systems orchestration required for 2026 AI infrastructure. It explores
    critical patterns in tokenization (BPE/Sub-word), parameter-efficient fine-tuning
    (PEFT/LoRA), and the shift from RLHF to Direct Preference Optimization (DPO) to
    simplify model alignment pipelines. For cloud architects, the lecture provides
    a foundational framework for optimizing the "Compute-to-Token" ratio and managing
    memory constraints (KV Cache) in distributed distributed inference environments,
    while advocating for LLM-as-a-Judge automated evaluation loops for scalable model
    governance.

    '
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  video_order: 26
https://www.youtube.com/embed/BE77h7dmoQU:
  title: 'Kubernetes: The Documentary [PART 1]'
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 5
  ai_summary: This documentary chronicles the origin of Kubernetes from Google's internal
    cluster managers Borg and Omega, highlighting the pivotal architectural transition
    from virtual machines to containerized orchestration. Understanding this evolution
    is critical for modern cloud-native architects, as it reveals the foundational
    design patterns—such as the reconciliation loop, declarative APIs, and decoupled
    control planes—that continue to govern state-of-the-art distributed systems and
    platform engineering.
  language: null
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  category: Fundamentals and Documentaries
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https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxFMdlFKBQze7NVVd7q2nIwBYWkeaKeoX8&amp;clipt=EIzBzwIY1fnSAg:
  title: Thursday morning general session - May 9 - Red Hat Summit 2019
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 0
  ai_summary: This session outlines the architectural deployment of Red Hat OpenShift
    as a unified hybrid cloud platform, demonstrating how enterprise Kubernetes orchestrates
    complex workloads across multi-cloud and edge environments. It highlights critical
    integrations with GPU acceleration and AI/ML pipelines, establishing a robust
    blueprint for modern MLOps and scalable cloud-native operations.
  language: null
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  video_order: 5
https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxLbUzIJtyeKPi66qAvxxRlGbofYp_Gr8B&amp;clipt=EIDy0gIY4MbWAg:
  title: Thursday morning general session - May 9 - Red Hat Summit 2019
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 0
  ai_summary: This session outlines the architectural enablement of cloud-native AI/ML
    workloads by integrating Red Hat OpenShift with NVIDIA GPU acceleration and automated
    MLOps platforms like H2O.ai and ProphetStor. It demonstrates how standardizing
    on a Kubernetes-based hybrid cloud substrate abstracts heterogeneous hardware
    environments, facilitating deterministic scaling, resource orchestration, and
    cognitive monitoring for high-performance AI pipelines. This unified operational
    model serves as a foundational blueprint for modern enterprise AI-platform engineering
    and edge computing architectures.
  language: null
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  discovered_at: '2024-01-01T00:00:00+02:00'
  last_ai_eval: null
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  video_order: 6
  duplicate_of: https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxFMdlFKBQze7NVVd7q2nIwBYWkeaKeoX8&amp;clipt=EIzBzwIY1fnSAg
https://www.youtube.com/embed/HI6KleJAZPY:
  title: I Stopped Staring at Dashboards. AI Reads My Grafana Metrics Now.
  description: Featured video in the Top Videos & Clips section.
  year: '2026'
  stars: 0
  ai_summary: This video explores how AI agents can read Grafana metrics, logs, and
    traces directly using Grafana Assistant and Claude Code wired up to the Grafana
    MCP server. It demonstrates querying Prometheus, Loki, and Tempo, generating custom
    dashboards from natural language, and analyzing runtime data from the command
    line. This workflow bridges the gap between analysis and remediation, allowing
    agents to verify fixes and make data-grounded decisions.
  language: null
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  video_order: 20
https://www.youtube.com/embed/Hc8emNr2igU?si=kehLRUpOAvyK_Bku:
  title: Red Hat OpenShift AI overview
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 0
  ai_summary: Red Hat OpenShift AI provides an enterprise-grade MLOps platform built
    on Kubernetes that standardizes the training, tuning, serving, and monitoring
    of foundation and predictive AI models across hybrid and multi-cloud environments.
    By integrating open-source frameworks like Jupyter, PyTorch, and KServe with certified
    hardware accelerators, it delivers a secure, consistent, and self-service environment
    for platform and data science teams. This architecture ensures robust AI governance,
    operational scalability, and accelerated time-to-market for intelligent cloud-native
    applications.
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  video_order: 22
https://www.youtube.com/embed/HlAXp0-M6SY?clip=UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ&amp;clipt=EMSoKxiG3C4:
  title: Kubernetes for SysAdmins | Kelsey Hightower at PuppetConf | Talk & Demo
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 5
  ai_summary: This seminal presentation outlines the paradigm shift from traditional
    imperative configuration management to declarative, container-orchestrated infrastructure
    by redefining the operating contract between applications and underlying systems.
    Viewed from a 2026 cloud-native perspective, Kelsey Hightower's early demonstrations
    of self-healing workloads, automated bin-packing, and custom controllers for automated
    TLS provisioning serve as the foundational blueprint for modern platform engineering.
    The architectural concepts covered—specifically decoupling stateful storage and
    leveraging native service discovery—remain highly relevant for engineers transitioning
    from static sysadmin practices to dynamic API-driven control loops.
  language: null
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  video_order: 3
https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c:
  title: Murli Thirumale | KubeCon CloudNativeCon EU 2023
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 3
  ai_summary: This discussion outlines how enterprise platform engineering teams leverage
    Portworx to deliver automated, resilient Database-as-a-Service (DBaaS) capabilities
    directly on Kubernetes. By abstracting multi-cloud storage, disaster recovery,
    and data security, it highlights architectural strategies essential for scaling
    stateful cloud-native workloads. For a 2026 cloud-native landscape, these unified
    data management planes are critical for mitigating multi-cloud lock-in, controlling
    cloud spend, and accelerating application delivery.
  language: null
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  last_ai_eval: null
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  video_order: 12
https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja:
  title: The creator of Rails on JavaScript FE vs. Classic Server-side Rendering
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 4
  ai_summary: David Heinemeier Hansson critiques the complexity of modern Single Page
    Application (SPA) architectures, advocating instead for the 'Majestic Monolith'
    and HTML-over-the-wire (Hotwire) to keep application logic unified on the server.
    In a 2026 cloud-native context, this paradigm challenges the overhead of decoupled
    micro-frontends by proving that server-side rendering (SSR) combined with lightweight
    HTML streaming dramatically simplifies deployment pipelines, reduces client-side
    resource consumption, and lowers data egress costs. This architectural approach
    optimizes for operational efficiency, enabling smaller engineering teams to build
    highly responsive, production-grade applications without managing complex API
    contract synchronizations.
  language: null
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  technology: Ruby on Rails / Hotwire
  video_order: 10
https://www.youtube.com/embed/L8eJh1sfc1U?si=y546MyZpRe-thoad:
  title: ¿De verdad son necesarios los microservicios?
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 0
  ai_summary: This video critically evaluates the over-engineering of distributed
    systems, examining whether the operational overhead, network latency, and complexity
    of microservices are justified for most projects. In a 2026 cloud-native landscape
    focusing heavily on cost optimization and developer velocity, it advocates for
    a pragmatic, domain-driven approach, highlighting modular monoliths as a powerful
    alternative before prematurely adopting microservices.
  language: null
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  category: Architecture and Cloud Strategy
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  technology: Modular Monoliths
  video_order: 15
https://www.youtube.com/embed/LiSb82Lug7M:
  title: 'GitOps Guide to the Galaxy: Hosted Control Planes (HyperShift)'
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 0
  ai_summary: 'This session from the GitOps Guide to the Galaxy deconstructs the architecture
    of Hosted Control Planes (HCP), also known as HyperShift. It explores how HCP
    decouples the Kubernetes control plane from worker nodes, hosting it as a scalable
    workload on a management cluster to drastically reduce operational overhead, improve
    provisioning speed, and optimize resource utilization. For 2026 platform engineering,
    mastering this pattern is essential for managing large-scale, multi-tenant Kubernetes
    fleets with high-density efficiency and strong isolation.

    '
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  video_order: 24
https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg:
  title: '¿Qué es una Red Neuronal? Parte 1 : La Neurona | DotCSV'
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 0
  ai_summary: This video deconstructs the foundational mathematical and algorithmic
    mechanics of a single artificial neuron, illustrating its direct relationship
    with linear regression, weights, biases, and activation functions. In a 2026 cloud-native
    landscape, mastering these core neural principles is critical for platform architects
    optimizing distributed micro-models and real-time AI inference engines deployed
    on Kubernetes-driven edge and cloud infrastructure. This granular understanding
    enables more efficient hardware acceleration profiling (GPUs/vGPUs/TPUs) and smarter
    resource allocation for decentralized machine learning pipelines.
  language: null
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  discovered_at: '2024-01-01T00:00:00+02:00'
  last_ai_eval: null
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  category: AI and Future Operations
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  technology: Neural Networks
  video_order: 25
https://www.youtube.com/embed/PxyyY7TsCqs?si=kzCRojDteESqork1:
  title: Standardizing infrastructure automation with Terraform Enterprise
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 0
  ai_summary: This presentation details AXA Group's cloud migration strategy (ATLAS)
    utilizing Terraform Enterprise as the cornerstone of their multi-cloud and private
    IaaS migration factory. It highlights how a highly regulated financial enterprise
    standardizes infrastructure-as-code (IaC) practices across multiple global subsidiaries
    to accelerate cloud adoption while maintaining governance. For a 2026 cloud-native
    landscape, this case study provides key insights into scaling self-service provisioning,
    implementing policy-as-code, and automating multi-tenant enterprise architectures
    at massive scale.
  language: null
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  health_score: 100.0
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  discovered_at: '2024-01-01T00:00:00+02:00'
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  category: Infrastructure as Code
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  technology: Terraform Enterprise
  video_order: 11
  duplicate_of: https://www.hashicorp.com/resources/building-a-migration-factory-with-terraform-enterprise-at-axa-group
https://www.youtube.com/embed/QBqRAMVTmwE:
  title: Building Secure, Well‑Architected Azure Workloads with Azure Verified Modules
    and GitHub Copilot
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 0
  ai_summary: 'Azure Verified Modules (AVM) is the official Microsoft infrastructure-as-code
    module library for both Bicep and Terraform. This session explores how AVM standardizes
    deployments according to the Azure Well-Architected Framework by default, shipping
    with high-impact security defaults like zone redundancy and disabled public IPs.
    It introduces Spec-Driven Development with GitHub Copilot using the "Spec Kit"
    (an 8-step framework from constitution to implementation). By turning non-deterministic
    AI prompts into reliable, repeatable builds, architects can leverage AI as a trusted
    foundation for secure and compliant Azure workload orchestration.

    '
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  technology: Azure Verified Modules (AVM)
  video_order: 27
https://www.youtube.com/embed/Tr4onEST70I:
  title: Fran Heeran, Red Hat | Red Hat Summit 2026
  description: Featured video in the Top Videos & Clips section.
  year: '2026'
  stars: 0
  ai_summary: In this Red Hat Summit 2026 interview, Fran Heeran details how telecommunications
    providers are shifting from heavily siloed infrastructure to unified cloud-native
    architectures. By leveraging OpenShift Virtualization, telcos can centrally manage
    both legacy virtual machines and modern containers across core networks and the
    far edge, accelerating deployments up to 50%. This unified architecture additionally
    enables sovereign cloud offerings and closed-loop network automation by feeding
    AI outputs directly into Ansible-driven remediation workflows.
  language: null
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  technology: OpenShift
  video_order: 28
https://www.youtube.com/embed/U_IFGpJDbeU?si=XzHSGU9dTH-1_0EW:
  title: Branching Strategies Explained
  description: Featured video in the Top Videos & Clips section.
  year: N/A
  stars: 0
  ai_summary: This guide provides a comprehensive architectural evaluation of various
    Git branching strategies, including Trunk-Based Development, Feature Branches,
    Git Flow, and Environment Branches, weighing their impacts on delivery velocity.
    For a 2026 cloud-native landscape, it emphasizes how moving toward trunk-based
    development or short-lived feature branches is essential for optimizing continuous
    integration (CI) pipelines, minimizing integration debt, and enabling rapid, automated
    deployments to Kubernetes and cloud environments.
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  technology: Git
  video_order: 16
https://www.youtube.com/embed/UmbjwSK9b3I?clip=UgkxRGuBMDAVDqKckQ1lhk-9U2jLBhBIBI5l&amp;clipt=EP2dHhjd8iE:
  title: 'Keynote: 7 Years of Running Kubernetes for Mercedes-Benz'
  description: Featured video in the Top Videos & Clips section.
  year: N/A
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  ai_summary: This architectural retrospective outlines Mercedes-Benz's transformation
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https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe:
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  ai_summary: Red Hat OpenShift Platform Plus provides an enterprise-grade, multi-cluster
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https://www.youtube.com/embed/aZ5EsdnpLMI?si=ESsNnVwE8IdWSiWZ:
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  ai_summary: This documentary anthology traces the rapid evolution of artificial
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https://www.youtube.com/embed/cdZZpaB2kDM?clip=UgkxWAPHZbVaNZzk9pi0lMu6k5ABLuMHBtRL&amp;clipt=EK2rfRjW9YAB:
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  ai_summary: This systemic interview highlights architectural principles around open-sourcing
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https://www.youtube.com/embed/ghzsBm8vOms:
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  ai_summary: This video details the evolution of cloud operations into Platform Engineering,
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https://www.youtube.com/embed/hAwtrJlBVJY?si=bnyptzNFx4jzOiEj:
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  ai_summary: This analysis dissects the macroeconomic shift from hyper-growth talent
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https://www.youtube.com/embed/niuJpAKyb7c:
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  ai_summary: 'In this tutorial, Gisela Torres explains the architecture and application
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https://www.youtube.com/embed/nrhxNNH5lt0?si=U5h1mbkbF6ZEOvlj:
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  ai_summary: This video details the transition from traditional, late-stage security
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https://www.youtube.com/embed/rT4fJNbfe14:
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  ai_summary: This documentary explores the architectural genesis of Prometheus at
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https://www.youtube.com/embed/rkXGSLf-rVQ?si=Ho8Zzxbrecn7Yncb:
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  ai_summary: In this discussion, David Heinemeier Hansson critiques the dogmatic
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https://www.youtube.com/embed/videoseries?list=PLmsFUfdnGr3w9BdWjQGAwV7UPW0kspwOp:
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https://www.youtube.com/embed/videoseries?si=GBJtqv36O8bslj9z&amp;list=PLvBBnHmZuNQJeznYL2F-MpZYBUeLIXYEe:
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  ai_summary: This comprehensive video series details core Jenkins CI/CD automation
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https://www.youtube.com/embed/videoseries?si=fJvBV63-mjQ6S-Ht&amp;list=PL7sEPiUbBLo_iTds-NV-9Tu05Gg2Aj8N7:
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  ai_summary: NetBox serves as the foundational source of truth for modern network
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https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&amp;list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd:
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https://www.youtube.com/live/2IArMAhkJcE?si=_LlIjakRXHUzERjy:
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https://www.youtube.com/playlist?app=desktop&list=PLI1_CQcV71RnBebKm_tH1uKYI3WxkM2TT:
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https://www.youtube.com/playlist?app=desktop&list=PLVx1qovxj-akr_3XqQQgpqRyQw4GYuS4h:
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https://www.youtube.com/playlist?list=PL0pgb_7nDofA1hJpkpPf4qHQTYZbPVT5M:
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https://www.youtube.com/watch?v=CJMdSQVFVik:
  title: 'youtube: CodeReady Containers - Easy OpenShift Container Platform 4.5 Installation'
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  ai_summary: A video walk-through highlighting automated local configuration of OpenShift
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  hierarchy:
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https://www.youtube.com/watch?v=CmPK93hg5w8:
  title: Continuously delivering apps to Kubernetes using Helm
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https://www.youtube.com/watch?v=CoUl9_NWdqQ:
  title: 'youtube.com: SwaggerHub 101 An Introduction to Getting Started with SwaggerHub'
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  ai_summary: A fast-track video guide introducing SwaggerHub, focusing on collaborative
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https://www.youtube.com/watch?v=D-Q2qXTssLY&feature=youtu.be:
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  ai_summary: A curated technical resource and architectural guide covering www.youtube.com
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https://www.youtube.com/watch?v=D9w3DH1zAc8:
  title: 'youtube: Kubernetes 101: Get Better Uptime with K8s Health Checks'
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https://www.youtube.com/watch?v=DLB9m17aGus:
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  ai_summary: This foundational guide demystifies Large Language Models (LLMs) for
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https://www.youtube.com/watch?v=Frje5KfNrxE:
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  ai_summary: This onboarding session outlines the governance framework of Kubernetes
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https://www.youtube.com/watch?v=G-baPg3XhBo:
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https://www.youtube.com/watch?v=GDOw8ByzMyY&ab_channel=MarcLamberti:
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https://www.youtube.com/watch?v=GL2v81xYuAQ&ab_channel=k6:
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https://www.youtube.com/watch?v=GLtvxY1S3Aw:
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https://www.youtube.com/watch?v=GhEZLvc8B70:
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https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation:
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https://www.youtube.com/watch?v=HX10WWTRiTY:
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https://www.youtube.com/watch?v=Hc8emNr2igU:
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https://www.youtube.com/watch?v=Hg-YsUITnck:
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https://www.youtube.com/watch?v=HinwLb2lpLQ:
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  ai_summary: A detailed architectural retrospective on AWS ELB, tracing its path
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https://www.youtube.com/watch?v=INv-VCZvM_o:
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  ai_summary: Integration guide demonstrating the deployment of multi-tier applications
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https://www.youtube.com/watch?v=IORvnr4u8z8:
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  ai_summary: A Spanish-language technical resource focusing on shifting enterprise
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https://www.youtube.com/watch?v=IUvUmqu1MBQ:
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  ai_summary: Curator Insight tracks the cultural and technical journey of Trainline’s
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https://www.youtube.com/watch?v=Icnv1DDAQOg:
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  ai_summary: A comprehensive Spanish-language video tutorial detailing the implementation
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https://www.youtube.com/watch?v=J7R-T9Y1x3Y:
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https://www.youtube.com/watch?v=Jh-viBv-D04:
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https://www.youtube.com/watch?v=K2CBHLwPL50&ab_channel=SandipDas:
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https://www.youtube.com/watch?v=KgH0QzMHXLs:
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https://www.youtube.com/watch?v=LNfthmZuRDI&ab_channel=CloudBeesTV:
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https://www.youtube.com/watch?v=LhB8-sAx3pM&ab_channel=K21Academy:
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  ai_summary: Curator Insight highlights this video tutorial as a walkthrough for
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https://www.youtube.com/watch?v=MFai008Ze84:
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  ai_summary: This deep-dive demonstration presents Grafana AI Observability, a specialized
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https://www.youtube.com/watch?v=MU5LdM83x9s&ab_channel=KubeSphere:
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  ai_summary: 'A visual demonstration detailing the creation of declarative Jenkins
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https://www.youtube.com/watch?v=N8P9ZLMA2xY:
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  ai_summary: Video tutorial covering the installation and fine-tuning of the prometheus-plugin
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  resource_type: Video Tutorial
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  status: online
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  discovered_at: '2023-06-01T00:00:00+02:00'
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https://www.youtube.com/watch?v=NgRuap0MmZw&ab_channel=XavkiEn:
  title: "youtube: Exercises / Monitoring : How to install node exporter \U0001F31F"
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  ai_summary: Practical lab illustrating the deployment of Prometheus Node Exporter.
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  language: French
  resource_type: video
  complexity: Intermediate
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  status: online
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  hierarchy:
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https://www.youtube.com/watch?v=OFZYIr66Ku4&ab_channel=cloudgeeksinc:
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  year: '2021'
  stars: 0
  ai_summary: A comprehensive practical video guide displaying multi-tier app deployment.
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  resource_type: Video
  complexity: Advanced
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  status: online
  addition_method: manual
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  health_score: null
  last_checked: null
  needs_ai_refresh: false
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https://www.youtube.com/watch?v=OOHmg1J_8ck&ab_channel=RedTeamVillage:
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https://www.youtube.com/watch?v=VYRdirdjOAg:
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https://www.youtube.com/watch?v=VicH6KojwCI:
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https://www.youtube.com/watch?v=W_PmtDm4IXk&ab_channel=RobertdeBock:
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  ai_summary: This visual and structural guide walks through the implementation of
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https://www.youtube.com/watch?v=W_rcYPZkhFg&ab_channel=RedHat:
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https://www.youtube.com/watch?v=WkLBrHW4NhQ:
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https://www.youtube.com/watch?v=WnQK6-puXSM:
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https://www.youtube.com/watch?v=X4vuktlK0Tg:
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https://www.youtube.com/watch?v=X9n5EYoWdNk&feature=youtu.be:
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https://www.youtube.com/watch?v=XAOqUU5Xh1c:
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https://www.youtube.com/watch?v=Za36qHbrf3g:
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https://www.youtube.com/watch?v=Zeqc6--0eQw&ab_channel=CloudBeesTV:
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https://www.youtube.com/watch?v=ZkFIozGY0IA:
  title: 'youtube.com: OpenShift Origin is now OKD. Installation of OKD 3.10 from
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https://www.youtube.com/watch?v=Zztufl4mFQ4&feature=youtu.be:
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https://www.youtube.com/watch?v=_W2qZvQT6XY:
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https://www.youtube.com/watch?v=_cT-kkvw3NQ:
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https://www.youtube.com/watch?v=_nknHwTKlh8:
  title: 'youtube: Common Kubernetes Mistakes - CPU and Memory Requests (part 1) |
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  ai_summary: Interactive video review analyzing how miscalculating container CPU
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  hierarchy:
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https://www.youtube.com/watch?v=_nl-45ulj1s:
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https://www.youtube.com/watch?v=_r-C_FFDLmU&ab_channel=Thetips4you:
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  ai_summary: 'A detailed video tutorial instructing engineers how to setup and run
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https://www.youtube.com/watch?v=_w6TwnLCFwA&ab_channel=ContinuousDelivery:
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  ai_summary: A video presentation by Continuous Delivery co-author Dave Farley criticizing
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https://www.youtube.com/watch?v=a-yuXz_uV30&feature=youtu.be:
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  ai_summary: An intensive, high-density study cram video by Azure expert John Savill,
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https://www.youtube.com/watch?v=aU-EtdEOdlM:
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https://www.youtube.com/watch?v=mbeQWBNaNKQ&ab_channel=CloudBeesTV:
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https://www.youtube.com/watch?v=vZK_W-fpft0&ab_channel=StackSimplify:
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https://www.youtube.com/watch?v=wHha-Q3XVOg&ab_channel=DanLister:
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https://www.youtube.com/watch?v=x5cyrE9ecis&ab_channel=LambdaTest:
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https://www.youtube.com/watch?v=xM9jpcVGTzY:
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https://www.youtube.com/watch?v=xdXmOm61DFY&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=11&pp=iAQB:
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https://www.youtube.com/watch?v=zA8guDqfv40:
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https://www.youtube.com/watch?v=zI7_8M2KtRI&ab_channel=MicroserviceFactory:
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  ai_summary: Curator Insight presents this video guide as a roadmap to deploying
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  hierarchy:
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https://www.youtube.com/watch?v=zL0eLEl2BxI&ab_channel=TravisRoberts:
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  ai_summary: Step-by-step video tutorial demonstrating integration setups between
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https://www.youtube.com/watch?v=zQyrhjEAqLs:
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https://www.youtube.comwatch?v=b_norgxfh5y:
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  resource_type: Blog Post
  complexity: Intermediate
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  status: online
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  hierarchy:
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  v1_locations: []
  v2_locations:
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https://www.zdnet.com/article/amazon-red-hat-openshift-announced-for-public-cloud-kubernetes-users:
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https://www.zdnet.com/article/apis-published-apis-consumed-mainstream-enterprises-increasingly-behave-like-software-vendors:
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  description: ''
  year: '2022'
  stars: 4
  ai_summary: Details the trend where mainstream enterprises increasingly operate
    like software vendors by publishing and consuming high-value API endpoints. By
    monetizing data and system capabilities through structured APIs, legacy organizations
    transform static assets into dynamic digital platforms. This shifts business logic
    borders, making standard interface creation a core commercial objective.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - API Design
  - Strategic Governance
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.zdnet.com/article/as-cloud-costs-spiral-upward-enterprises-turn-to-a-thing-called-finops:
  title: 'zdnet.com: As cloud costs spiral upward, enterprises turn to a thing called
    FinOps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores the rapid rise of enterprise FinOps practices in response to
    exploding, unpredicted cloud bills. Details real-world corporate challenges of
    moving from on-premises fixed budgets to dynamic cloud operational spending models.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2021-06-01T00:00:00+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - FinOps
  - Market Landscapes
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.zdnet.com/article/aws-as-predicted-is-forking-elasticsearch:
  title: 'zdnet.com: AWS, as predicted, is forking Elasticsearch'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A journalistic analysis of Amazon's response to Elastic's relicensing
    of Elasticsearch and Kibana from Apache 2.0 to SSPL. Highlights the systemic industry
    rift that led to the creation of the OpenSearch project as a fully open-source
    fork.
  language: None
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Log Management
  - Industry Shifts
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.zdnet.com/article/corporate-culture-complicates-kubernetes-and-container-collaboration:
  title: "Corporate culture complicates Kubernetes and container collaboration \U0001F31F"
  description: ''
  year: '2020'
  stars: 2
  ai_summary: Explains how legacy organizational divisions obstruct Kubernetes deployments.
    Points out the importance of breaking down departmental silos to exploit container
    multi-tenancy correctly.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
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  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Kubernetes
  - Culture
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.zdnet.com/article/docker-changes-its-subscription-plans-usage-rules-and-product-line:
  title: 'zdnet.com: Docker changes its subscription plans, usage rules, and product
    line'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Analyzes the commercial licensing adjustments made by Docker Inc. in
    2021. Outlines the transition to paid tiers (Pro, Team, Business) for large enterprise
    users of Docker Desktop.
  language: English
  resource_type: News
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Containers & Orchestration
  - Docker
  - Licensing & Licensing Shift
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.zdnet.com/article/free-red-hat-enterprise-linux-for-open-source-non-profit-organizations:
  title: 'zdnet.com: Red Hat introduces free RHEL for open-source, non-profit organizations'
  description: ''
  year: '2021'
  stars: 2
  ai_summary: Informative piece detailing Red Hat's expansion of free RHEL access
    to non-profit groups, open-source communities, and scientific organizations to
    mitigate negative sentiment following the pivot from CentOS Linux.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Operating Systems
  - Linux Distributions
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.zdnet.com/article/google-cloud-rolls-out-new-security-tools-as-threat-landscape-heats-up:
  title: 'zdnet.com: Google Cloud rolls out new security tools as threat landscape
    heats up'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Analysis of Google Cloud's enhanced security integrations, detailing
    updates to Security Command Center, zero-trust tools, and threat protection measures
    to counter cloud-targeted attacks.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2026-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Security
  - Platform Threat Intelligence
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.zdnet.com/article/google-introduces-gke-autopilot-for-hands-off-kubernetes:
  title: 'zdnet.com: Google introduces GKE Autopilot for hands-off Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: ZDNet analysis of GKE Autopilot, detailing how the serverless operational
    paradigm mitigates day-2 engineering friction. Discusses how automated cluster
    provisioning, continuous hardening, and SLA integration allow software delivery
    teams to target product deployment over raw node configuration.
  language: N/A
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Providers
  - Google Kubernetes Engine (GKE)
  - Industry Analysis
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.zdnet.com/article/google-releases-new-open-source-security-software-program-scorecards:
  title: 'zdnet.com: Google releases new open-source security software program: Scorecards'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This article reviews the OpenSSF Scorecard tool developed by Google
    to automate open-source security evaluations. It scores projects across multiple
    security checks, including credential management and patch response times. This
    metric helps developers select secure, well-maintained third-party dependencies.
  language: None
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Software Supply Chain
  - Scorecards
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.zdnet.com/article/grafana-8-0-integrates-with-prometheus-alerting:
  title: 'zdnet.com: Grafana 8.0 integrates with Prometheus alerting'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Discusses the release of Grafana 8.0 and its significant consolidation
    of the platform's alerting architecture. The update introduces deep integration
    with Prometheus Alertmanager, allowing operators to construct complex multi-dimensional
    alert workflows directly.
  language: English
  resource_type: Article
  complexity: Medium
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Visualization
  - Unified Alerting
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.zdnet.com/article/kubernetes-dropping-docker-is-not-that-big-of-a-deal:
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  description: ''
  year: '2020'
  stars: 0
  ai_summary: Curator Insight notes ZDNet's perspective that removing Dockershim is
    not a disruptive disaster. Live grounding in 2026 confirms this prediction was
    correct, as the ecosystem successfully migrated to containerd and CRI-O without
    massive developer friction.
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  resource_type: Article
  complexity: Low
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Container Runtimes
  - Dockershim Deprecation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.zdnet.com/article/log4j-after-white-house-meeting-google-calls-for-list-of-critical-open-source-projects:
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  description: ''
  year: '2022'
  stars: 0
  ai_summary: This article reporting on joint industry and government initiatives
    aimed at identifying and funding critical open-source software projects. It advocates
    for the development of automated vulnerability monitoring tools and improved security
    standards. It emphasizes the collective responsibility required to secure the
    software supply chain.
  language: None
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Vulnerabilities
  - Software Supply Chain
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
? https://www.zdnet.com/article/open-source-observability-meet-data-transformation-grafana-7-0-promises-to-connect-unify-and-visualize-all-your-data
: title: 'Open source observability, meet data transformation: Grafana 7.0 promises
    to connect, unify, and visualize all your data'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Historical analysis of Grafana 7.0, detailing its paradigm shift to
    UI-driven data transformation pipelines. Underpins the core design framework that
    allows combining disjointed backend datasources.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Monitoring
  - Grafana Ecosystem
  - Platform Evolution
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://www.zdnet.com/article/programming-languages-python-just-took-a-big-jump-forward:
  title: 'zdnet.com: Programming languages: Python just took a big jump forward'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Tech report highlighting the launch of Python 3.10 and speed optimization
    goals under the 'Faster Python' initiative led by Guido van Rossum, anticipating
    up to 2x speedups.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Development
  - Python Core
  - Language Updates
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - python.md
  youtube_mosaic: {}
https://www.zdnet.com/article/puppet-introduces-beta-of-cloud-native-event-driven-devops-program-relay:
  title: 'zdnet.com: Puppet introduces beta of cloud-native, event-driven DevOps program:
    Relay'
  description: ''
  year: '2020'
  stars: 2
  ai_summary: 'Historically documents Puppet''s launch of Relay, an event-driven automation
    engine designed to bridge third-party API events with containerized remediation
    workflows. Note: Relay was subsequently archived as Puppet''s focus shifted post-acquisition,
    making this of historical interest for cloud-native workflow design.'
  language: English
  resource_type: News
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps & Platform Engineering
  - Event-Driven Automation
  - Workflows
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - devops-tools.md
  youtube_mosaic: {}
https://www.zdnet.com/article/qualys-partners-with-red-hat-to-improve-linux-and-kubernetes-security:
  title: 'zdnet.com: Qualys partners with Red Hat to improve Linux and Kubernetes
    security'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Analyzes the partnership integration between Qualys Container Security
    and Red Hat OpenShift. Focuses on automating container vulnerability scanning
    within development pipelines and verifying core operating system configurations.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Enterprise Kubernetes
  - Platform Ecosystem
  - Enterprise Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ocp4.md
  youtube_mosaic: {}
https://www.zdnet.com/article/rancher-labs-closes-40m-funding-round-to-run-kubernetes-everywhere:
  title: 'zdnet.com: Rancher Labs closes $40M funding round to "run Kubernetes everywhere"'
  description: ''
  year: '2020'
  stars: 1
  ai_summary: Historical coverage of Rancher Labs' $40 million Series D funding round
    in 2020. This pivotal event accelerated global enterprise Kubernetes adoption
    and set the stage for its acquisition by SUSE.
  language: None
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2020-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Management
  - Industry History
  - Funding
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - rancher.md
  youtube_mosaic: {}
https://www.zdnet.com/article/red-hat-expands-ansible-ready-to-run-cloud-programs:
  title: "zdnet.com: ed Hat expands Ansible ready to run cloud programs \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines Red Hat's expanding cloud-native marketplace initiatives, detailing
    pre-integrated Ansible playbooks for public cloud vendors. This eases deployment
    boundaries on AWS, Azure, and Google Cloud, making it highly relevant for platform
    teams architecting unified multi-cloud automation planes.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Infrastructure as Code
  - Cloud Automation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.zdnet.com/article/sql-nosql-whats-the-difference-these-days:
  title: 'zdnet.com: SQL, NoSQL? What''s the difference these days?'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Evaluates the modern convergence of SQL and NoSQL engines. Highlights
    how traditional relational engines added JSON/document support while NoSQL databases
    implemented ACID transactional mechanics, blurring historical architectural lines.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Architecture
  - Database Comparison
  - SQL vs NoSQL
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - nosql.md
  youtube_mosaic: {}
https://www.zdnet.com/article/stop-calling-devops-teams-devops-teams:
  title: "zdnet.com: Stop calling DevOps teams 'DevOps teams' \U0001F31F\U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Deconstructs organizational issues created by renaming traditional sysadmin
    groups to 'DevOps Teams.' Proposes creating cross-functional teams and building
    Internal Developer Platforms to prevent operational bottlenecks.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2021-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps Methodology
  - Platform Engineering
  - Organizational Culture
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://www.zdnet.com/article/suse-harvester-deploying-virtual-machines-with-kubernetes:
  title: 'zdnet.com: SUSE Harvester: Deploying virtual machines with Kubernetes'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: A technical assessment of SUSE Harvester, a modern hyperconverged infrastructure
    (HCI) solution built natively on Kubernetes components (using KubeVirt and Longhorn)
    to run virtual machines and containers simultaneously.
  language: None
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Management
  - Hyperconverged Infrastructure
  - Harvester
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - rancher.md
  youtube_mosaic: {}
https://www.zdnet.com/article/the-year-ahead-in-devops-and-agile-more-automation-more-business-involvement-needed:
  title: 'zdnet.com: The year ahead in DevOps and agile: bring on the automation,
    bring on the business involvement'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Examines evolutionary trends in agile delivery and DevOps, emphasizing
    the integration of business operations with engineering pipelines. It underscores
    automation, value-stream mapping, and the integration of artificial intelligence
    into CI/CD pipelines.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: null
  needs_ai_refresh: false
  discovered_at: '2022-06-01T00:00:00+02:00'
  last_ai_eval: null
  company: null
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  language: Spanish
  resource_type: Documentation
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429931
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:38:51.966657+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevSecOps & Registry
  - Java Tools
  - Gradle Reference
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  - ansible.md
  - kubectl-commands.md
  - maven-gradle.md
  - git.md
  - terraform.md
  - ocp3.md
  youtube_mosaic: {}
https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins:
  title: 'cloudbees.com: Jenkins Pipeline with Plugins'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores Jenkins Pipeline architectural best practices, highlighting
    how plugins extend declarative and scripted pipeline structures. Discusses dependency
    isolation, shared library strategies, and security scanning integrations. Designed
    to provide architects with solid configuration strategies to manage enterprise-scale
    build workloads securely.
  language: English
  resource_type: Whitepaper
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429932
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:38:52.476763+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevSecOps
  - CI/CD Pipelines
  - Jenkins Automation
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
? https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2F&dsh=S20332737%3A1779029801683182&emr=1&followup=https%3A%2F%2Fdocs.google.com%2F&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauuoeLcrRlG9wsx3FKpxmPOwZ0aEG9g04i8ZgsTyIUOHV3UzhWURaJlrxS0xYmo_YZUJM0_Rw
: title: Google docs & Sheets
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Redirect link to Google Docs and Sheets login portal, commonly utilized
    by operations and product teams for maintaining functional specification spreadsheets
    and collaborative dynamic documentation.
  language: English
  resource_type: Tool Link
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429942
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:02.198049+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Collaboration Tools
  - Document Management
  - External Links
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - workfromhome.md
  youtube_mosaic: {}
https://docs.aws.amazon.com/AmazonS3/latest/API:
  title: Making Requests to Amazon S3 over IPv6
  description: ''
  year: '2023'
  stars: 2
  ai_summary: Curator Insight views this as an essential networking guide for modern
    cloud topologies. Live Grounding validates that configuring S3 endpoints over
    IPv6 reduces IPv4 address exhaustion issues and optimizes hybrid-cloud routing.
    It offers actionable configuration endpoints and IAM policy adaptations.
  language: English
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735877
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:37:57.793901+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Infrastructure
  - Object Storage
  - AWS
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-storage.md
  youtube_mosaic: {}
https://nubenetes.com/tekton:
  title: Tekton
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Deep-dive review of Tekton, a Kubernetes-native open-source framework
    for building continuous integration and delivery (CI/CD) pipelines. It structures
    pipeline blocks using standard CRDs (Tasks, Pipelines, PipelineRuns), eliminating
    VM-based runner dependencies. Live validation establishes Tekton as the standard
    engine powering modern cloud-native container build environments like OpenShift
    Pipelines.
  language: English
  resource_type: Reference Guide
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429952
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:12.181949+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevSecOps
  - CI/CD Pipelines
  - Tekton Pipelines
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - jenkins-alternatives.md
  youtube_mosaic: {}
https://nubenetes.com/keptn:
  title: Keptn
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Nubenetes architectural reference on Keptn, a CNCF enterprise-grade
    control plane for cloud-native application lifecycle orchestration. Integrates
    SLO-based evaluations, automated canary promotions, and zero-touch application
    remediation out of the box.
  language: Spanish
  resource_type: Documentation
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429952
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:12.186576+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration & Packaging
  - Cloud-Native Delivery
  - Keptn
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - jenkins-alternatives.md
  - devops-tools.md
  youtube_mosaic: {}
https://about.gitlab.com/blog/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them:
  title: 'about.gitlab.com: Fantastic Infrastructure as Code security attacks and
    how to find them'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Identifies attack vectors in Infrastructure as Code (IaC) configurations
    such as Terraform and CloudFormation, focusing on credential leakage and loose
    firewall definitions. Outlines automated detection workflows using static analysis
    tools like Kics, TFLint, and GitLab's built-in SAST scanners. Crucial for embedding
    preventative controls directly within continuous delivery workflows.
  language: English
  resource_type: Security Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429952
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:12.389380+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Compliance
  - Infrastructure as Code
  - IaC Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://k21academy.com/azure-cloud/azure-pipelines-vs-jenkins:
  title: 'k21academy.com: Azure pipelines VS Jenkins'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A comprehensive comparative analysis contrasting Jenkins (self-hosted,
    highly extensible, plugin-heavy) against Azure Pipelines (managed, cloud-native
    SaaS, deep Azure integration). Highlights differences in maintenance overhead,
    security configurations, build agent execution, and enterprise scaling architectures.
    Essential reading for platform teams deciding on their continuous delivery stack.
  language: English
  resource_type: Comparative Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429952
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:12.511452+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevSecOps
  - CI/CD Pipelines
  - Tool Comparison
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins-alternatives.md
  youtube_mosaic: {}
https://www.nccgroup.com/research:
  title: 'research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD
    pipelines'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Case-study driven review from NCC Group outlining real-world exploits
    used to compromise continuous delivery channels. Common vectors include poorly
    protected secrets, dependency confusion attacks, and unauthenticated pipeline
    runners. This security research highlights the critical importance of runtime
    monitoring and pipeline isolation to prevent supply-chain compromises.
  language: English
  resource_type: Research Report
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429953
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:13.846572+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Compliance
  - CI/CD Security
  - Penetration Testing
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  - kubernetes-troubleshooting.md
  youtube_mosaic: {}
https://securityonline.info:
  title: 'securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Curator Insight presents VAmPI as a targeted security sandbox. Live
    Grounding confirms it is a deliberately vulnerable OWASP Top 10 Python-based REST
    API designed to evaluate security scanners and train engineers in secure coding
    practices. Excellent for DevSecOps labs.
  language: English
  resource_type: Project
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735925
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:38:45.191791+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Vulnerability Testing
  - API Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform:
  title: 'ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible
    Automation Platform'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines the integration of CyberArk Conjur with the Red Hat Ansible
    Automation Platform to secure dynamic configurations. Demonstrates how Ansible
    playbooks can fetch secrets at runtime without hardcoding sensitive strings, mitigating
    credentials sprawl. This collaboration optimizes audit capabilities and identity
    assertion within enterprise infrastructure operations.
  language: English
  resource_type: Technical Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429957
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:17.801830+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Compliance
  - Secrets Management
  - Ansible & CyberArk
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://about.gitlab.com/blog/secure-container-images-with-gitlab-and-grype:
  title: 'about.gitlab.com: How to secure your container images with GitLab and Grype'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Step-by-step implementation guide to running Grype vulnerability scanner
    inside a GitLab CI/CD pipeline. Demonstrates configuration flags to parse container
    filesystems, output standardized SBOM reports, and fail builds on severe vulnerabilities.
    This design secures the build supply chain before container artifacts reach production
    registries.
  language: English
  resource_type: Technical Tutorial
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429958
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:18.175323+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Compliance
  - Vulnerability Scanning
  - Grype & GitLab
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.dynatrace.com/knowledge-base/container-security:
  title: 'dynatrace.com: Container security: What it is, why it’s tricky, and how
    to do it right'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Analyzes the unique security paradigms of ephemeral cloud containers,
    emphasizing kernel namespace segregation and runtime vulnerability identification.
    Demonstrates how modern observability platforms injection agents to dynamically
    monitor behavior and block suspicious system calls. Perfect for architects defining
    proactive threat prevention strategies.
  language: English
  resource_type: Technical Reference
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429958
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:18.207660+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Compliance
  - Container Security
  - Runtime Observability
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform:
  title: 'ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation
    Platform'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Highlights patterns for automated incident remediation and threat response
    using CyberArk security profiles triggered by Ansible playbooks. Details dynamic
    credential rotation and rapid privilege revocation scenarios under active security
    events. Provides an enterprise-grade framework for unifying dev-sec-ops monitoring
    with automated compliance enforcement.
  language: English
  resource_type: Technical Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429959
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:19.461192+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Compliance
  - Automated Security Remediation
  - Ansible & CyberArk
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://digitalis.io/post/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher:
  title: 'digitalis.io: Kubernetes GitOps Continuous Integration and Delivery with
    Fleet and Rancher'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details deployment architectures using SUSE Rancher's Fleet to drive
    large-scale Kubernetes cluster configuration via GitOps. Focuses on orchestrating
    deployments across hundreds of isolated down-stream clusters with dynamic group
    mapping and drift reconciliation. Essential reference for operationalizing standardized
    environments at edge scale.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429971
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:31.079755+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevSecOps
  - GitOps
  - Rancher Fleet
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - rancher.md
  youtube_mosaic: {}
  duplicate_of: https://digitalis.io/blog/kubernetes/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher
https://nubenetes.com/crunchydata:
  title: Crunchy Data PostgreSQL Operator
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Evaluates the Crunchy PostgreSQL Operator (PGO) which automates production-grade
    PostgreSQL deployments on Kubernetes. Features include automated high availability,
    pgBackRest-driven backup orchestration, connection pooling via pgBouncer, and
    deep monitoring metrics. A de facto standard solution for enterprises migrating
    critical relational engines into Kubernetes platforms.
  language: English
  resource_type: Reference Guide
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429983
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:43.871899+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Storage & Data
  - Database Operators
  - Crunchy PostgreSQL
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - databases.md
  youtube_mosaic: {}
https://www.informationweek.com/software-services/can-enterprises-benefit-from-adopting-database-devops-:
  title: 'informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Examines the benefits and execution risks of incorporating schema migrations
    and database state configurations into CI/CD pipelines. Discusses tools like Liquibase
    and Flyway to version-control structural changes alongside software deployments.
    This integration reduces deployment mismatches and prevents manual database drift.
  language: English
  resource_type: Industry Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429983
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:43.975699+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Storage & Data
  - Database Operations
  - Database DevOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - databases.md
  youtube_mosaic: {}
https://www.ibm.com/think/cloud:
  title: 'ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Practical benchmarking guide using the `fio` utility to measure disk
    write latency, specifically validating physical storage readiness for critical
    Kubernetes Etcd backends. Outlines how high write latency triggers cluster-wide
    instability and master-node leader election failures. Crucial reading for systems
    administrators configuring bare-metal or hypervisor storage fabrics.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429983
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:43.985346+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Storage & Data
  - Performance Benchmarking
  - Etcd Storage Tuning
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
  - java_frameworks.md
  - kubectl-commands.md
  youtube_mosaic: {}
https://openebs.io/docs:
  title: OpenEBS Features and Benefits
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Comprehensive guide to OpenEBS Container Attached Storage (CAS) engine.
    Details how local volumes, Jiva, and Mayastor architectures allow teams to build
    highly resilient, dynamic persistent storage volumes directly using local disk
    pools. CNCF validation confirms OpenEBS's position as a robust storage framework
    for stateful microservices.
  language: English
  resource_type: Documentation
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429993
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:53.989678+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Storage & Data
  - Container Attached Storage
  - OpenEBS
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-storage.md
  youtube_mosaic: {}
https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-grafana:
  title: 'grafana.com: Introducing the new and improved New Relic plugin for Grafana'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores the upgraded New Relic integration for Grafana dashboards,
    permitting operations teams to query NRQL data blocks directly. It enables telemetry
    unification by blending APM, infrastructure metrics, and custom log searches within
    a single visual canvas. This integration mitigates team operational silos during
    incident triage cycles.
  language: English
  resource_type: Integration Announcement
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.360309+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Visualization
  - Grafana Plugins
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
  duplicate_of: https://grafana.com/blog/2020/07/22/introducing-the-new-and-improved-new-relic-plugin-for-grafana
? https://grafana.com/blog/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more
: title: 'grafana.com: What''s new in Grafana Cloud for July 2021: Traces, live streaming,
    Kubernetes and Docker integrations, and more'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Outlines major feature enhancements in Grafana Cloud, highlighting integrations
    for distributed tracing with Tempo, real-time live streaming visualization, and
    streamlined onboarding for Kubernetes environments. This release accelerated the
    telemetry unification workflow, offering single-pane views across isolated environments.
  language: English
  resource_type: Technical Blog Post
  complexity: Intermediate
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.368204+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Visualization
  - Grafana Cloud
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
  duplicate_of: https://grafana.com/blog/2021/07/06/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more
https://grafana.com/blog/top-5-user-requested-synthetic-monitoring-alerts-in-grafana-cloud:
  title: 'grafana.com: Top 5 user-requested synthetic monitoring alerts in Grafana
    Cloud'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Shares actionable configurations for the most prominent user-requested
    synthetic monitoring alerts in Grafana Cloud, including DNS failures, HTTP latency
    spikes, SSL certificate expirations, and global availability drops. Facilitates
    preemptive identification of microservice edge-network connectivity failures before
    user impact occurs.
  language: English
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.372913+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Synthetic Monitoring
  - Grafana Alerting
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://grafana.com/blog/video-how-to-build-a-prometheus-query-in-grafana:
  title: 'grafana.com: Video: How to build a Prometheus query in Grafana'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Video breakdown demonstrating the assembly of PromQL (Prometheus Query
    Language) structures inside Grafana's query editor. Explores metric labels, functions
    like `rate()`, aggregation operations, and template variables. A foundational
    resource to help infrastructure engineers formulate robust alerting rules and
    visual dashboards.
  language: English
  resource_type: Video Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.376185+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Metrics Querying
  - PromQL Basics
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://grafana.com/blog/why-companies-choose-grafana-cloud-over-self-hosted-oss-stacks:
  title: 'grafana.com: Why companies choose Grafana Cloud over self-managed OSS stacks'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Explores the total cost of ownership (TCO) differences when operating
    self-hosted Prometheus/Loki/Tempo stacks versus utilizing Grafana Cloud. Evaluates
    scalability challenges, engineering maintenance resources, and the advantages
    of centralized enterprise licensing. Practical resource for decision makers evaluating
    managed telemetry platforms.
  language: English
  resource_type: Business / Technical Article
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.378992+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Platform Operations
  - Managed Observability
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
  duplicate_of: https://grafana.com/blog/2023/10/16/why-companies-choose-grafana-cloud-over-self-managed-oss-stacks
https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana-dashboards:
  title: "Popular community plugins that can improve your Grafana dashboards \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Highlights top community-created visualization plugins extending the
    native capabilities of Grafana dashboards, including specialized charting tools,
    flow diagrams, and advanced geographic mappings. Helps dashboard authors enrich
    analytics panels and improve observability interfaces across operations groups.
  language: English
  resource_type: Reference Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.393087+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Visualization
  - Grafana Plugins
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://grafana.com/blog/a-complete-guide-to-managing-grafana-as-code-tools-tips-and-tricks:
  title: 'grafana.com: A complete guide to managing Grafana as code: tools, tips,
    and tricks'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: An architectural guide detailing how to manage Grafana as code. Explores
    declarative tools, GitOps synchronization methods, and APIs (such as Grizzly,
    Terraform, and Kubernetes Operators) to achieve reproducible visualization dashboards,
    alert rules, and secure data sources inside multi-tenant configurations.
  language: N/A
  resource_type: Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.416619+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Infrastructure as Code
  - Grafana Provisioning
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://grafana.com/blog/grafana-beyla-1-0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf:
  title: 'grafana.com: Grafana Beyla 1.0 release: zero-code instrumentation for application
    telemetry using eBPF'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Introduces Grafana Beyla 1.0, an eBPF-based auto-instrumentation tool
    designed to gather application telemetry (traces and RED metrics) without source
    code modification. Using eBPF, Beyla auto-detects web services and captures critical
    HTTP/S and gRPC latency data directly from the kernel space, making it highly
    valuable for heterogeneous, high-throughput microservice architectures.
  language: Go
  resource_type: Tool
  complexity: Advanced
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.423577+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Telemetry
  - eBPF Application Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
  duplicate_of: https://grafana.com/blog/2023/11/14/grafana-beyla-1.0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf
https://grafana.com/blog/a-3-step-guide-to-troubleshooting-and-visualizing-kubernetes-with-grafana-cloud:
  title: 'grafana.com: A 3-step guide to troubleshooting and visualizing Kubernetes
    with Grafana Cloud'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'Simplifies cluster-wide observability configurations down to three
    primary phases: installing the agent, collecting Prometheus metrics/Loki logs,
    and loading predefined cluster-health dashboards. Provides actionable advice to
    visually debug pod scheduling limits, node starvation, and OOM-Killed container
    cycles rapidly.'
  language: English
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.425595+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Kubernetes Observability
  - Grafana Cloud
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://grafana.com/blog/grafana-dashboards-a-complete-guide-to-all-the-different-types-you-can-build:
  title: 'grafana.com: Grafana dashboards: A complete guide to all the different types
    you can build'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Detailed directory detailing Grafana dashboard templates designed for
    infrastructure health, application profiling, alerting states, and executive summaries.
    Illustrates best practices for using colors, mapping dynamic parameters, and structuring
    queries to minimize browser rendering lag. Excellent primer for SRE and platform
    teams establishing visualization frameworks.
  language: English
  resource_type: Reference Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.425896+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Visualization
  - Dashboard Design
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://grafana.com/blog/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus:
  title: 'grafana.com: An advanced guide to network monitoring with Grafana and Prometheus'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Builds on foundational network concepts to introduce complex PromQL
    configurations, high-density traffic visualizations, and multi-layered alert thresholds.
    Explores analyzing network interface errors, tracking packet drop trends, and
    integrating blackbox exporter synthetic probes to build a highly resilient multi-cluster
    tracking profile.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.496286+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Network Monitoring
  - Advanced Prometheus
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
  duplicate_of: https://grafana.com/blog/2022/02/01/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus
https://grafana.com/blog/a-beginners-guide-to-network-monitoring-with-grafana-and-prometheus:
  title: 'grafana.com: A beginner''s guide to network monitoring with Grafana and
    Prometheus'
  description: '- https://github.com/prometheus/snmp_exporter/tree/main/snmp-mixin'
  year: '2021'
  stars: 0
  ai_summary: A foundational walkthrough on tracking physical and virtual networking
    infrastructure using Prometheus snmp_exporter. Focuses on gathering router/switch
    metrics, parsing bandwidth limits, and building clear Grafana interfaces to visualize
    network bottlenecks. An excellent baseline guide for administrators connecting
    traditional networks to cloud topologies.
  language: English
  resource_type: Tutorial
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.497707+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Network Monitoring
  - Prometheus snmp_exporter
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://grafana.com/blog/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6:
  title: 'grafana.com: Testing shift left observability with the Grafana Stack, OpenTelemetry,
    and k6'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Architectural validation of incorporating performance and observability
    telemetry early in the software lifecycle. Demonstrates using k6 for synthetic
    load generation while leveraging OpenTelemetry and the Grafana Stack to evaluate
    container bottlenecks during integration phases. This shift-left pattern prevents
    performance regressions before software hits live production environments.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.516472+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Load Testing
  - k6 & OpenTelemetry
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
  duplicate_of: https://grafana.com/blog/2021/12/06/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6
https://grafana.com/blog/introducing-grafana-faro-oss-application-observability:
  title: 'grafana.com: Introducing Grafana Faro, an open source project for frontend
    application observability'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Introduces Grafana Faro, an open-source JavaScript SDK designed to capture
    frontend Web-Vitals, console exceptions, and real-user-monitoring (RUM) metrics.
    Faro integrates client-side trace-contexts with backend services via OpenTelemetry,
    enabling end-to-end transaction transparency. A critical tool for aligning frontend
    application performance with deep backend container telemetries.
  language: English
  resource_type: Technical Announcement
  complexity: Intermediate
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.542475+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Application Observability
  - Grafana Faro (RUM)
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
  duplicate_of: https://grafana.com/blog/2022/11/02/introducing-grafana-faro-oss-application-observability
https://grafana.com/oss/grafana:
  title: 'grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated
    plugin management, and more'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Technical announcement detailing the new capabilities in Grafana 8.1,
    including the rewritten unified Geomap panel, automated annotations query integrations,
    and an upgraded interface for local plugin management. These features enhance
    geographical spatial data analysis and speed up event correlation during active
    incident mitigation.
  language: English
  resource_type: Product Release Note
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.548015+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Visualization
  - Grafana Releases
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
  duplicate_of: https://grafana.com/blog/2021/08/05/grafana-8.1-released-new-geomap-and-annotations-panels-updated-plugin-management-and-more
https://grafana.com/blog:
  title: 'grafana.com: Introducing the AWS CloudWatch integration, Grafana Cloud''s
    first fully managed integration'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Focuses on Grafana Cloud's fully managed integration for AWS CloudWatch.
    Automates connection configurations, IAM policy templates, and out-of-the-box
    system dashboards to rapidly pull metrics from EC2, RDS, and ECS without setting
    up complex collectors. This SaaS integration reduces initial ingestion setups
    down to minutes.
  language: English
  resource_type: Integration Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781429994
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:39:54.881004+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Delivery
  - Visualization
  - Grafana Cloud Integration
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - grafana.md
  youtube_mosaic: {}
https://aws.amazon.com/solutions/case-studies:
  title: 'aws.amazon.com: Trainline Case Study'
  description: ''
  year: '2019'
  stars: 0
  ai_summary: Architectural case study mapping Trainline's migrations onto AWS using
    ECS containerized deployments and RDS clusters. Demonstrates successful reduction
    in database locking periods and outlines zero-downtime blue/green microservice
    delivery strategies.
  language: N/A
  resource_type: Case Study
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430004
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:04.301060+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Architecture
  - Case Studies
  - Enterprise Scale
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-architecture.md
  - aws-miscellaneous.md
  - aws.md
  youtube_mosaic: {}
https://about.gitlab.com/blog/how-is-ai-ml-changing-devops:
  title: 'about.gitlab.com: How is AI/ML changing DevOps?'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Investigates the evolving integration of AI and Machine Learning inside
    DevSecOps pipelines. Discusses automated code suggestion mechanisms, ML-driven
    vulnerability remediation, and predictive diagnostic models, outlining the performance
    gains and code-security shifts this creates inside delivery loops.
  language: N/A
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430004
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:04.450458+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - DevOps
  - AI-Assisted Workflows
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - mlops.md
  youtube_mosaic: {}
  duplicate_of: https://about.gitlab.com/blog/2022/11/16/how-is-ai-ml-changing-devops
https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas:
  title: "technologyreview.es: \"Las empresas que empiezan a lo grande con la IA fracasan
    más\" \U0001F31F"
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Analytical piece focusing on enterprise strategies for AI adoption,
    arguing that companies attempting large-scale, over-ambitious transformations
    from day one experience higher failure rates. Advocates for incremental, focused
    deployments coupled with robust cultural and organizational shifts. Highly recommended
    reading for CTOs and enterprise architects. [SPANISH CONTENT]
  language: Spanish
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736180
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:00.627428+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Management and Strategy
  - Artificial Intelligence
  - Enterprise Transformation
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ai.md
  youtube_mosaic: {}
https://nubenetes.com/networking:
  title: Networking Cheat Sheet
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Consolidated technical reference detailing essential low-level networking
    parameters, CIDR calculations, subnetting concepts, and critical routing architectures.
    Serves as a quick diagnostic lookup sheet for standard network protocol analysis
    and port troubleshooting.
  language: N/A
  resource_type: Cheat Sheet
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430014
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:14.293944+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Networking
  - Reference
  - Network Cheat Sheets
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cheatsheets.md
  youtube_mosaic: {}
? https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&dsh=S-1707972940%3A1779029132636791&followup=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PaujYnU1vHeNQrrR9IV_P56nGiUWnqqM_hG1PBGMZyTXDsxITg7865jvpdfY8gDYaRf3YwR5Kw
: title: "google.com/site/mrxpalmeiras: Ansible Cheat Sheet \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Duplicate entry for community-compiled Ansible reference guidelines
    detailing task writing, loops, and inventory structure commands. Restricted behind
    authentication barriers, making it less accessible for active production pipelines.
  language: YAML
  resource_type: Cheat Sheet
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430024
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:24.598472+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Configuration Management
  - Ansible Reference
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cheatsheets.md
  youtube_mosaic: {}
  is_special: true
https://sakaiproject.atlassian.net/wiki:
  title: confluence.sakaiproject.org
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Central wiki repository hosted by Atlassian Confluence detailing design
    decisions, setup scripts, and architectural patterns of the open-source Sakai
    educational software suite. Highly valued for tracing monolithic Java stack layouts
    and migrations.
  language: Java
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430025
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:25.200167+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Collaboration
  - Documentation
  - Project Wikis
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cheatsheets.md
  youtube_mosaic: {}
https://www.pulumi.com/registry/packages:
  title: Pulumi Cloud Providers
  description: ''
  year: '2024'
  stars: 0
  ai_summary: The central registry portal hosting official Pulumi cloud infrastructure
    providers. Enables multi-cloud platform declaration (AWS, Kubernetes, Azure, GCP)
    using modern programming languages, supporting highly parameterized microservice
    deployments.
  language: Multi-Language
  resource_type: Registry
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430025
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:25.237290+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Multi-Cloud
  - Pulumi Registry
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - pulumi.md
  youtube_mosaic: {}
https://www.ufcquechoisir-brest.org:
  title: CheatSheet for JMeter __time Function Calls
  description: ''
  year: '2019'
  stars: 0
  ai_summary: 'Quick syntax sheet formatting the use of Apache JMeter `__time` variables
    during heavy performance evaluation loops. Note: The target URL appears redirected
    or potentially compromised; users should reference direct JMeter core documentation
    instead.'
  language: N/A
  resource_type: Cheat Sheet
  complexity: Beginner
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430025
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:25.270184+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Quality Assurance
  - Performance Testing
  - Apache JMeter
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - cheatsheets.md
  youtube_mosaic: {}
  duplicate_of: https://hellotestworld.com/2016/02/02/cheatsheet-for-jmeter-__time-function-calls
https://developer.amazon.com:
  title: 'New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour'
  description: ''
  year: '2017'
  stars: 0
  ai_summary: Step-by-step developer tutorial detailing integration patterns between
    the Alexa Skills Kit and AWS Lambda serverless functions. Marked legacy as current
    conversational AI models have largely replaced basic programmatic trivia setups
    in production.
  language: JavaScript
  resource_type: Tutorial
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430026
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:26.063641+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Serverless
  - Voice User Interfaces
  - Alexa Skills
  tags:
  - '[GUIDE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - aws-miscellaneous.md
  - aws.md
  youtube_mosaic: {}
https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fgroups%2F49531%2F49531-6092152919937794052:
  title: Linkedin Discussion
  description: "1. Don't do just a single check, the first check will be a lot slower
    as DNS lookups will need to be done, etc.\n    2. I'd recommend doing at least
    3 checks getting an average."
  year: '2018'
  stars: 0
  ai_summary: Engineering discussion concerning performance profiling accuracy. Discusses
    latency calculation rules, warning against single-request testing owing to initial
    DNS resolution overhead and recommending at least a three-step request test pattern
    for reliable analytics.
  language: N/A
  resource_type: Discussion
  complexity: Intermediate
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430026
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:26.317710+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Networking
  - Performance
  - Diagnostics
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-networking.md
  youtube_mosaic: {}
  duplicate_of: https://www.linkedin.com/groups/49531/49531-6092152919937794052
https://www.postman.com/state-of-api/2025:
  title: "postman.com: Postman State of the API Report \U0001F31F"
  description: ''
  year: '2025'
  stars: 0
  ai_summary: The Postman 2025 State of the API Report. Synthesizes empirical telemetry
    and global developer feedback detailing the rise of API-first designs, modern
    validation toolchains, protocol shifts toward gRPC, and the growing ubiquity of
    AI-augmented API design.
  language: N/A
  resource_type: Report
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430036
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:36.255583+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - API Design
  - Industry Surveys
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
https://grafana.com/blog/how-to-use-websockets-to-visualize-real-time-iot-data-in-grafana:
  title: 'grafana.com: How to use WebSockets to visualize real-time IoT data in Grafana'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Detailed technical walk-through demonstrating Grafana's capacity to
    consume and visualize sub-second real-time streaming data via WebSockets. Focuses
    on setting up custom dashboards for high-density IoT telemetry and event queues.
  language: N/A
  resource_type: Guide
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430036
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:36.336270+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Data Ingestion
  - WebSockets IoT
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
https://smartbear.com/resources/all:
  title: "smartbear.com: The State of API 2019 Report \U0001F31F"
  description: ''
  year: '2019'
  stars: 0
  ai_summary: The 2019 State of API Report by SmartBear. Highlights historical trends
    in API quality, governance, and protocol dominance (REST/SOAP transition era),
    useful for tracking historical architecture patterns and standards progression.
  language: N/A
  resource_type: Report
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430036
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:36.422859+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - API Design
  - Industry Surveys
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
https://developers.googleblog.com/introducing-grpc-a-new-open-source-http2-rpc-framework:
  title: 'developers.googleblog.com: Introducing gRPC, a new open source HTTP/2 RPC
    Framework'
  description: ''
  year: '2015'
  stars: 0
  ai_summary: Google's landmark announcement introducing gRPC, an open-source, high-performance
    RPC framework built on HTTP/2 multiplexing and Protocol Buffers serialization.
    Serves as historical documentation of the transition from heavy XML/JSON REST
    interfaces to streaming, contract-based communications.
  language: Multi-Language
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430036
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:36.434712+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - API Design
  - gRPC Protocol
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://developers.googleblog.com/2015/02/introducing-grpc-new-open-source-http2.html
https://www.reply.com/solidsoft-reply/en:
  title: 'reply.com: Web Services: SOAP and REST - A Simple Introduction'
  description: "- SOAP is a communications protocol while REST is a set of architectural
    principles for data transmission.\n    - REST was designed to be a more straightforward
    and easy to implement alternative to heavyweight SOAP for web service access.
    SOAP functions well in distributed environments where REST assumes a direct point
    to point communication. Also, SOAP allows for services to describe themselves
    to clients and in some languages allows for automation. On the other hand, REST
    is fast as less processing is required, uses less bandwidth and is closer to technologies
    used in web design.\n    - The choice on which to use is totally dependent on
    what the requirement. For example, SOAP is a better choice for applications that
    have complex API so as to describe the services and methods, where formal contracts
    are agreed for the exchange format, where a guaranteed level of security is required
    etc. REST will be preferred when limiting bandwidth and resources, when operations
    are can be stateless and the information can be cached."
  year: '2020'
  stars: 0
  ai_summary: A fundamental comparative breakdown of SOAP (protocol-driven XML) vs
    REST (architectural constraints/JSON). Explains system performance trade-offs,
    security controls (WS-Security), and state management requirements inside distributed
    systems.
  language: N/A
  resource_type: Guide
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430039
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:39.447140+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - API Design
  - SOAP vs REST
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://nubenetes.com/demos:
  title: AWS Samples (Boilerplates)
  description: ''
  year: '2024'
  stars: 0
  ai_summary: A consolidated hub of official and community AWS deployment samples.
    Houses structured patterns and CloudFormation/Terraform codebases to fast-track
    prototype development in compliance with AWS architecture standards.
  language: Multi-Language
  resource_type: Boilerplate
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430039
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:39.789941+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Boilerplates
  - AWS Templates
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-iam433:
  title: 'ermetic.com: Diving Deeply into IAM Policy Evaluation – Highlights from
    AWS re:Inforce IAM433'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An in-depth analysis of AWS Identity and Access Management policy logic
    based on re:Inforce insights. Decodes complex interaction flows between implicit
    and explicit denies, SCP policies, permissions boundaries, and resource-based
    rules.
  language: JSON
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430039
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:39.945110+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Identity & Access
  - AWS IAM
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.stackrox.io/blog/eks-vs-gke-vs-aks-jan2021:
  title: 'stackrox.com: EKS vs GKE vs AKS - Evaluating Kubernetes in the Cloud'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'A multi-dimensional comparison of the three primary managed Kubernetes
    services: AWS EKS, Google GKE, and Azure AKS. Weighs crucial metrics including
    control plane management fees, SLA guarantees, automated master scaling, and IAM-to-K8s
    role bindings.'
  language: N/A
  resource_type: Comparison Guide
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430051
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:40:51.116678+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - Kubernetes
  - Managed Kubernetes Comparison
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - managed-kubernetes-in-public-cloud.md
  youtube_mosaic: {}
https://azurecloudai.blog/verify.html:
  title: 'azurecloudai.blog: Deploy Azure Kubernetes Service (AKS) to a preexisting
    VNET'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Technical guide outlining the architectural parameters needed to deploy
    Azure Kubernetes Service (AKS) within a custom, pre-existing Virtual Network (VNET).
    Addresses CIDR constraints, subnet delegation, and Azure CNI configurations.
  language: N/A
  resource_type: Guide
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430061
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:01.379936+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - Azure Networking
  - AKS VNET Integration
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://azure.microsoft.com/en-us/updates?id=private-preview-aks-backup:
  title: "azure.microsoft.com: Private preview: Azure Kubernetes Service (AKS) Backup
    \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: 'Announcement details for Azure Kubernetes Service (AKS) Backup. Highlights
    native recovery features for stateful PVs and configuration states. Note: Now
    fully GA and enterprise-stable, this backup protocol integrates securely with
    Azure Backup Center.'
  language: N/A
  resource_type: Announcement
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430061
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:01.420711+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - Data Protection
  - AKS Backup
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://grafana.com/blog/scrape-azure-metrics-and-monitor-aks-using-grafana-agent:
  title: "grafana.com: Scrape Azure metrics and monitor AKS using Grafana Agent \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A telemetry extraction guide focused on deploying Grafana Agent inside
    AKS to scrape and forward metrics directly to Grafana Cloud. Avoids expensive,
    proprietary log-forwarding configurations and maintains unified telemetry visualization
    dashboards.
  language: N/A
  resource_type: Guide
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430061
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:01.554886+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Telemetry
  - Azure Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://k21academy.com/azure-cloud/azure-container-instances-and-kubernetes-service:
  title: "k21academy.com: Azure Kubernetes Service & Azure Container Instances For
    Beginners \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An introductory training reference explaining Azure Kubernetes Service
    (AKS) and Azure Container Instances (ACI). Describes virtual node orchestration
    patterns to dynamically offload execution spikes from AKS onto ACI serverless
    compute.
  language: N/A
  resource_type: Guide
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430061
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:01.564008+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - Azure Compute
  - AKS & ACI
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://devoriales.com/aws-eks-secret-encryption-securing-your-eks-secrets-at-rest-with-aws-kms:
  title: 'devoriales.com: AWS EKS Secret Encryption: Securing Your EKS Secrets At
    Rest with AWS KMS'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A security hardening guide detailing the setup of envelope encryption
    for Kubernetes Secrets within AWS EKS using Key Management Service (KMS) integrations.
    Crucial for complying with enterprise-grade data-at-rest protection standards.
  language: YAML
  resource_type: Guide
  complexity: Advanced
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430061
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:01.734864+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - Kubernetes Security
  - EKS Secrets KMS
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://devoriales.com/home
https://resume-builder.natwarrathor961.workers.dev:
  title: DevStack
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Curator Insight flags this as a custom Cloudflare Workers playground.
    Live Grounding shows a highly specific, serverless-based developer utility that
    acts as an online resume builder. Although labeled DevStack, it demonstrates lightweight,
    edge-based execution capabilities.
  language: English
  resource_type: Tool
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735900
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:38:20.908598+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Developer Tools
  - Playgrounds
  - Cloudflare Workers
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://eksworkshop.com:
  title: eksworkshop.com
  description: ''
  year: '2025'
  stars: 0
  ai_summary: The canonical AWS EKS workshop framework. Outlines standard cluster
    orchestration procedures, highlighting network configurations (AWS VPC CNI), identity
    management (IAM Roles for Service Accounts - IRSA), and modern storage drivers
    (EBS/EFS CSI).
  language: N/A
  resource_type: Tutorial Hub
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430081
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:21.455101+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - Kubernetes
  - EKS Training
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.stackrox.io/blog/rancher-kubernetes-engine-security-part-1:
  title: "stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices
    for Cluster Setup \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Delineates critical security configurations and hardening guidelines
    for Rancher Kubernetes Engine (RKE) deployments. Explores secure etcd database
    clustering, role-based access control policies, TLS configuration, and master
    node network isolation.
  language: YAML
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430081
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:21.487778+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - Kubernetes Security
  - RKE Best Practices
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://about.gitlab.com/blog/gitops-with-gitlab-connecting-the-cluster:
  title: 'about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Step-by-step documentation detailing the setup of the GitLab Agent for
    Kubernetes. Provides secure pull-based GitOps workflows, ensuring real-time configuration
    sync and immediate cluster telemetry reporting to the GitLab enterprise console.
  language: YAML
  resource_type: Guide
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430085
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:25.489446+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - GitOps
  - GitLab Agent
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://about.gitlab.com/blog/basics-of-gitlab-ci-updated:
  title: 'about.gitlab.com: The basics of CI: How to run jobs sequentially, in parallel,
    or out of order'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Technical guide focused on configuring GitLab CI for advanced pipelines.
    Outlines steps to transition from basic sequential stages to highly optimized
    workflows utilizing Direct Acyclic Graphs (DAGs) and dynamic parallel task configurations.
  language: YAML
  resource_type: Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430085
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:25.544320+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - GitLab CI
  - Pipeline Design
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://grafana.com/blog/how-istio-tempo-and-loki-speed-up-debugging-for-microservices:
  title: 'grafana.com: How Istio, Tempo, and Loki speed up debugging for microservices'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Details how to configure the unified Grafana observability stack (Loki
    for logs, Tempo for traces, Istio for mesh networking) to accelerate troubleshooting
    in microservices. Focuses on setting up automatic correlation IDs to jump from
    logs to tracing traces instantly.
  language: N/A
  resource_type: Guide
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430085
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:25.725375+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Microservices Telemetry
  - Grafana Stack
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration:
  title: 'experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous
    Integration'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: A training curriculum on writing robust continuous integration and continuous
    deployment scripts in Jenkins using declarative Groovy DSL syntax. Regarded as
    legacy compared to contemporary container-native declarative engine configurations.
  language: Groovy
  resource_type: Course
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430086
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:26.051837+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - Jenkins
  - Jenkins Pipeline Training
  tags:
  - '[GUIDE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://www.ibm.com/garage:
  title: 'ibm.com: Enable GitOps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: An enterprise change-management guide from IBM Garage focusing on GitOps
    adoption. Details organizational processes, environment categorization, and verification
    configurations required to transition legacy pipelines into declarative GitOps
    models.
  language: N/A
  resource_type: Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430086
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:26.412931+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - GitOps
  - Enterprise Transition
  tags:
  - '[GUIDE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://nubenetes.com/kustomize:
  title: Kustomize - Template-Free Kubernetes Configuration Customization
  description: ''
  year: '2025'
  stars: 0
  ai_summary: Technical reference for Kustomize, the template-free engine used to
    manage Kubernetes configurations. Details declarative base and overlay architectures,
    allowing developers to manage configurations for different environments (dev,
    staging, prod) without using complex Helm template structures.
  language: Go
  resource_type: Tool
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430086
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:26.415287+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - GitOps
  - Kustomize Manifests
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://nubenetes.com/flux:
  title: Flux. The GitOps operator for Kubernetes
  description: ''
  year: '2025'
  stars: 0
  ai_summary: The main technical documentation and resources for Flux, the CNCF-graduated
    continuous delivery tool for Kubernetes. Analyzes multi-tenancy configurations,
    automated image update policies, and source controller optimizations that make
    Flux a core component of modern GitOps workflows.
  language: Go
  resource_type: Tool
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430086
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:26.415814+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - GitOps
  - FluxCD
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://nubenetes.com/helm:
  title: Helm
  description: ''
  year: '2026'
  stars: 5
  ai_summary: Deep-dive architecture portal on Helm, the package manager for Kubernetes.
    Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release
    versioning, and secure variables management inside GitOps pipelines.
  language: Spanish
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430086
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:26.431040+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration & Packaging
  - Helm & GitOps
  - Helm Overview
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - gitops.md
  - kubectl-commands.md
  - kubernetes.md
  youtube_mosaic: {}
https://about.gitlab.com/blog/gitops-done-3-ways:
  title: "about.gitlab.com: 3 Ways to approach GitOps \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A structured analysis comparing three common approaches to implementing
    GitOps. Contrasts pull-based versus push-based agent configurations, discussing
    security considerations, cluster scaling restrictions, and auditability trade-offs.
  language: YAML
  resource_type: Guide
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430086
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:26.563561+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI/CD
  - GitOps
  - Deployment Strategies
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://vinyl-cache.org/docs/trunk/installation/index.html:
  title: 'varnish-cache.org: Installation on RedHat'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Deployment documentation detailing how to install and configure Varnish
    Cache on RedHat Enterprise Linux. Focuses on setting up Varnish as an edge reverse-proxy
    caching layer to handle high-concurrency HTTP/S read operations in web services.
  language: C
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430096
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:36.851176+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Performance
  - Caching
  - Varnish on RHEL
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - caching.md
  youtube_mosaic: {}
https://nubenetes.com/maven-gradle:
  title: Maven
  description: ''
  year: '2025'
  stars: 0
  ai_summary: Comparative architectural overview of Maven and Gradle. Outlines declarative
    XML configurations versus programmatic Groovy/Kotlin Gradle DSL scripts, analyzing
    cache efficiency, parallel build runtimes, and enterprise dependency-resolution
    policies.
  language: Java
  resource_type: Tool
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430099
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:39.953652+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Software Engineering
  - Build Systems
  - Java Ecosystem
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - scaffolding.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/full-cluster-capacity-management-monitoring-openshift:
  title: blog.openshift.com/full-cluster-capacity-management-monitoring-openshift
  description: ''
  year: '2019'
  stars: 3
  ai_summary: Curator Insight initiates a series on OpenShift capacity planning. Live
    Grounding details Prometheus and Grafana alerts, memory saturation metrics, and
    CPU scheduling limits. Essential for cluster administrators managing highly dense
    node resources.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736112
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:52.450959+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Cluster Operations
  - Resource Management
  - OpenShift
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ocp3.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/full-cluster-part-3-capacity-management:
  title: full-cluster-part-3-capacity-management
  description: ''
  year: '2019'
  stars: 3
  ai_summary: Curator Insight reviews multi-tenant resource optimization. Live Grounding
    analyzes quotas, LimitRanges, and tenant isolation layers in enterprise workloads.
    Highly effective for designing multi-team cluster footprints.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736113
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:53.847219+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Cluster Operations
  - Resource Management
  - OpenShift
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/how-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler:
  title: blog.openshift.com/how-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Curator Insight focuses on the role of Vertical Pod Autoscalers (VPA).
    Live Grounding evaluates recommendation engines, safety limits, and automatic
    resource reallocations on OpenShift. Important reference for auto-scaling and
    efficiency.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736113
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:53.610871+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Cluster Operations
  - Autoscaling
  - Vertical Pod Autoscaler
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ocp3.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/introduction-to-gitops-with-openshift:
  title: 'blog.openshift.com/: Introduction to GitOps with OpenShift'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Curator Insight defines the OpenShift declarative application delivery
    model. Live Grounding details the Red Hat OpenShift GitOps operator powered by
    Argo CD. This is the official blueprint for establishing structured continuous
    integration on Red Hat environments.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736114
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:54.058587+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI-CD
  - GitOps
  - OpenShift
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - ocp3.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/kubernetes-federation-v2-on-openshift-3-11:
  title: OpenShift 3.11 Multi-cluster Federation
  description: ''
  year: '2018'
  stars: 2
  ai_summary: Curator Insight looks at multi-cluster federation on older OpenShift
    3.11 setups. Live Grounding illustrates early architectural attempts to distribute
    workloads across cloud regions. Crucial historical context before modern GitOps
    and Cluster API paradigms took over.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736114
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:54.221792+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Cluster Operations
  - Multi-Cluster
  - Legacy Federation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ocp3.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/full-cluster-part-2-protecting-nodes:
  title: blog.openshift.com/full-cluster-part-2-protecting-nodes
  description: ''
  year: '2019'
  stars: 3
  ai_summary: Curator Insight focuses on securing host resources from rogue applications.
    Live Grounding details eviction thresholds, pod limits, and system-reserved configuration
    paths inside OpenShift clusters. Vital for maintaining node reliability.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736114
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:54.300814+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Cluster Operations
  - Resource Management
  - OpenShift
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ocp3.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/is-it-too-late-to-integrate-gitops:
  title: 'blog.openshift.com/: is it too late to integrate GitOps?'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Curator Insight maps the path for legacy environments migrating to continuous
    sync models. Live Grounding reviews incremental conversion blueprints to safe
    declarative setups under OpenShift. It acts as an advisory piece for migration
    architects.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736114
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:54.674914+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI-CD
  - GitOps
  - Migration Strategies
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - ocp3.md
  youtube_mosaic: {}
https://labs.iximiuz.com/tutorials/container-networking-from-scratch:
  title: "iximiuz.com: Container Networking Is Simple! \U0001F31F"
  description: "- How to virtualize network resources to make containers think each
    of them has a dedicated network stack?\n    - How to reach the outside world (e.g.
    the Internet) from inside the container?"
  year: '2023'
  stars: 0
  ai_summary: This comprehensive deep-dive tutorial demonstrates how container networking
    is constructed from scratch using native Linux namespaces, veth pairs, and bridge
    devices. It walks through creating isolated environments step-by-step and configuring
    IP routing and NAT to route outbound and inbound traffic safely.
  language: Bash
  resource_type: Tutorial
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430110
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:41:50.785592+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Containers
  - Networking
  - Deep Dive
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - docker.md
  - networking.md
  youtube_mosaic: {}
https://nubenetes.com/kubernetes-alternatives:
  title: Docker Swarm
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Analyzes Docker Swarm as a simple container orchestration alternative
    to Kubernetes. Evaluates its built-in overlay network routing mesh and single-node
    setup advantages, noting that its enterprise adoption has decreased in favor of
    Kubernetes-native environments.
  language: Go
  resource_type: Tool
  complexity: Intermediate
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430121
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:01.458410+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration
  - Container Engines
  - Docker Swarm
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://docs.docker.com/engine/swarm
https://www.redhat.com/es/blog:
  title: 'redhat.com: OpenShift Backup and Recovery with Kasten K10'
  description: ''
  year: '2024'
  stars: 4
  ai_summary: A technical guide on integrating Veeam's Kasten K10 platform with Red
    Hat OpenShift. Demonstrates policy-based automation for backup, disaster recovery,
    and mobility across multi-tenant clusters while ensuring encrypted volume snapshots.
  language: Spanish
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430121
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:01.494889+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Hybrid Cloud & Enterprise
  - OpenShift
  - Data Management
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes-backup-migrations.md
  - ansible.md
  youtube_mosaic: {}
https://docs.docker.com/build:
  title: buildkit
  description: ''
  year: '2026'
  stars: 5
  ai_summary: Docker's next-generation container image building engine, designed to
    replace the legacy builder. It introduces high-performance features including
    concurrent stage execution, efficient caching via import/export, and secret-mounting
    without leaving traces in image history.
  language: Go
  resource_type: Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430121
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:01.529723+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Containers & Orchestration
  - Container Builds
  - Docker BuildKit
  tags:
  - '[DE FACTO STANDARD]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - docker.md
  youtube_mosaic: {}
https://help.sonatype.com/index.html:
  title: 'guides.sonatype.com: secure docker registries'
  description: ''
  year: '2025'
  stars: 4
  ai_summary: Technical guide addressing safe configuration patterns for private container
    registries. Emphasizes proxy configurations, custom SSL certificate injection,
    and registry cleanup policies to reduce host storage demands.
  language: English
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430132
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:12.072835+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevSecOps & Registry
  - Artifact Management
  - Security Hardening
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - registries.md
  youtube_mosaic: {}
https://docs.jfrog.com:
  title: "jfrog.com: Kubernetes Helm Chart Repositories \U0001F31F"
  description: ''
  year: '2025'
  stars: 5
  ai_summary: Enterprise guide to leveraging JFrog Artifactory as a secure, high-availability
    Helm chart repository. Covers repository layout, role-based access control, package
    versioning, and integration with Kubernetes container execution steps.
  language: English
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430132
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:12.115107+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration & Packaging
  - Helm & GitOps
  - Artifactory
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - registries.md
  youtube_mosaic: {}
https://help.sonatype.com/en/sonatype-platform-plugin-for-jenkins.html:
  title: Nexus Platform Plugin for Jenkins
  description: ''
  year: '2025'
  stars: 3
  ai_summary: A comprehensive integration guide for the Sonatype Nexus Platform plugin
    in Jenkins pipelines. It facilitates automated artifact publishing, component
    evaluation against security policies, and vulnerability reporting directly within
    the CI/CD execution pipeline.
  language: English
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430132
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:12.203171+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevSecOps & Registry
  - CI/CD Integration
  - Sonatype Nexus
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://help.sonatype.com/en/nexus-platform-plugin-for-jenkins.html
https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose:
  title: "aws.amazon.com: Serverless or Kubernetes on AWS \U0001F31F"
  description: ''
  year: '2024'
  stars: 4
  ai_summary: Architectural decision framework comparing AWS Serverless (Lambda, Fargate)
    with Kubernetes (EKS). Helps engineers select paradigms based on latency requirements,
    long-running processes, runtime dependencies, and overall operational overhead.
  language: English
  resource_type: Guide
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  status: online
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  hierarchy:
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  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://about.gitlab.com/blog/how-to-navigate-the-great-resignation:
  title: 'about.gitlab.com: How to navigate The Great Resignation'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Strategic insights from GitLab on navigating post-pandemic talent shifts.
    Highlights the critical importance of async workflows, transparent documentation,
    and remote-first practices to attract and retain highly skilled infrastructure
    engineers.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430162
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:42.518345+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Remote Culture
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.hays.es:
  title: 'hays.es: ‘La Gran Renuncia’: ¿por qué tantos profesionales se están planteando
    dejar su trabajo?'
  description: ''
  year: '2022'
  stars: 2
  ai_summary: Analysis of the causes driving the 'Great Resignation' across professional
    services in Spain. Examines work-life balance deficiencies, mental exhaustion,
    and stagnant careers as root causes, providing prescriptive corporate recommendations.
  language: Spanish
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430162
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:42.849038+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Talent Retention
  tags:
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  v1_locations: []
  v2_locations:
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https://www.redhat.com/en/blog/accessing-external-services-using-egress-router:
  title: Accessing External Services Using Egress Router
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  year: '2024'
  stars: 4
  ai_summary: Deep-dive into configuring Red Hat OpenShift Egress Router pods to map
    outbound traffic to dedicated public IPs. This facilitates firewalled external
    resources (like legacy DBs) to authorize connections from fluid Kubernetes pods
    securely.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430163
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:43.705943+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Orchestration & Packaging
  - Networking
  - Egress Firewalls
  tags:
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  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://hipertextual.com/tecnologia/devin-inteligencia-artificial-programa-software:
  title: 'hipertextual.com: Así es Devin, la inteligencia artificial que programa
    software de principio a fin'
  description: ''
  year: '2024'
  stars: 3
  ai_summary: Overview of Cognition's Devin AI agent, demonstrating complete software
    development automation. Discusses autonomous debugging, repository management,
    and deployment capabilities representing the cutting-edge intersection of LLMs
    and DevSecOps pipelines.
  language: Spanish
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430164
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:44.723691+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Devin AI
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.informationweek.com/software-services/what-s-holding-devops-back-:
  title: 'informationweek.com: What''s Holding DevOps Back?'
  description: ''
  year: '2023'
  stars: 3
  ai_summary: Diagnostic deep dive into the common bottlenecks holding legacy organizations
    back from true DevOps adoption. Identifies organizational silos, tool fatigue,
    lack of training, and legacy governance frameworks as persistent pain points.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430172
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:52.624987+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - DevOps Bottlenecks
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://nubenetes.com/devops-tools:
  title: DevOps Tools
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Catalog of modern DevOps tooling encompassing continuous integration,
    artifact storage, automated testing, container scheduling, and real-time telemetry
    pipelines to build stable, production-ready release processes.
  language: Spanish
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430172
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:52.645512+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Overview
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://nubenetes.com/iac:
  title: IaC Infrastructure as Code
  description: ''
  year: '2026'
  stars: 5
  ai_summary: Nubenetes architectural reference portal on Infrastructure as Code (IaC).
    Outlines fundamental philosophies, lifecycle management, and paradigm shifts of
    treating bare-metal, cloud, or cluster state as declarative, version-controlled
    code.
  language: Spanish
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430172
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:52.656855+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - IaC Fundamentals
  - Overview
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://nubenetes.com/noops:
  title: NoOps
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Comprehensive conceptual guide on NoOps (No Operations). Describes the
    strategic path to fully outsourcing infrastructure layers to automated platforms,
    serverless paradigms, and self-healing systems so engineering can focus 100% on
    application logic.
  language: Spanish
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430172
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:52.659048+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - NoOps & Serverless
  - Overview
  tags:
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  v1_locations: []
  v2_locations:
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https://about.gitlab.com/blog/soft-skills-are-the-key-to-your-devops-career-advancement:
  title: 'about.gitlab.com: Soft skills are the key to your DevOps career advancement'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Analysis highlighting soft skills—communication, empathy, and active
    listening—as primary drivers for senior engineering growth. Emphasizes how DevOps
    success is rooted deeper in cultural empathy and collaboration than in mere tool
    proficiency.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430172
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:52.729283+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Career Growth
  tags:
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  v1_locations: []
  v2_locations:
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https://blogs.vmware.com/cloud-foundation:
  title: "blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy
    \U0001F31F"
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Explores structural and cultural transformations required to establish
    a high-performing DevOps initiative. Focuses on decentralizing operational decisions,
    psychological safety, and establishing platform teams to enable developers.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430172
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  discovered_at: '2026-06-14T11:42:52.761122+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Culture & Governance
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-espana:
  title: 'computing.es: Retos del outsourcing de servicios IT en España'
  description: ''
  year: '2023'
  stars: 3
  ai_summary: Review of the organizational and cultural obstacles of IT outsourcing
    in Spain. Highlights critical problems of scaling DevSecOps capabilities externally,
    knowledge silos, and contract-driven constraints versus modern product team topologies.
  language: Spanish
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430174
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:42:54.005109+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps Culture
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  - IT Outsourcing
  tags:
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  v1_locations: []
  v2_locations:
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https://about.gitlab.com/blog/how-to-agentless-gitops-aws:
  title: 'about.gitlab.com: How to use a push-based approach for GitOps with Terraform
    and AWS ECS and EC2'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Evaluates push-based GitOps strategies using GitLab CI/CD pipelines
    to manage Terraform states targeted at AWS ECS and EC2. Contrasts agentless runner-driven
    pushes with pull-based execution models to help architects choose the ideal strategy.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430183
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:43:03.519112+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - GitOps
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  tags:
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  v1_locations: []
  v2_locations:
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https://thomasthornton.cloud/writing-reusable-terraform-modules:
  title: 'thomasthornton.cloud: Writing reusable Terraform modules (azure)'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: Advanced extension of writing reusable modules for Azure. Emphasizes
    maintaining backward compatibility, configuring strict semantic versioning tags
    in private registries, and automating modular state tests.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430186
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  discovered_at: '2026-06-14T11:43:06.237894+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
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  v1_locations: []
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  youtube_mosaic: {}
https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fgroups%2F49531%2F49531-6093375473969090562:
  title: 'Linkedin discussion: Need help on Backup and restore methods of EC2 using
    s3 services'
  description: ''
  year: '2021'
  stars: 2
  ai_summary: Professional community forum troubleshooting AWS EC2 backup patterns
    using Amazon S3 storage. Discusses native snapshot systems, cron-based automation
    pipelines, and third-party orchestration agents to safeguard virtual machine disks.
  language: English
  resource_type: Social-Discussion
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430190
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  discovered_at: '2026-06-14T11:43:10.601620+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://programmer.ink/think:
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  discovered_at: '2026-06-14T12:18:43.140373+02:00'
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https://grafana.com/blog/a-beginners-guide-to-kubernetes-application-monitoring:
  title: 'grafana.com: A beginner''s guide to Kubernetes application monitoring'
  description: ''
  year: '2024'
  stars: 4
  ai_summary: Highly accessible guide to setting up application-level observability
    within Kubernetes. Covers instrumenting code with client libraries, configuring
    target discovery, and mapping RED (Rate, Errors, Duration) metrics.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: 1781430193
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  discovered_at: '2026-06-14T11:43:13.445320+02:00'
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  company: null
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  hierarchy:
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https://grafana.com/blog/introducing-kubernetes-monitoring-in-grafana-cloud:
  title: 'grafana.com: Introducing Kubernetes Monitoring in Grafana Cloud'
  description: ''
  year: '2024'
  stars: 4
  ai_summary: Introduces Grafana Cloud's integrated Kubernetes monitoring platform.
    Showcases automated cluster discovery, pre-configured dashboards, and seamless
    Prometheus/Grafana integration for instant visibility into infrastructure and
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  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2026-06-14T11:43:13.487744+02:00'
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  hierarchy:
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  v1_locations: []
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https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator:
  title: 'grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator'
  description: ''
  year: '2024'
  stars: 5
  ai_summary: Comprehensive configuration guide for deploying and managing the Prometheus
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  language: English
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430193
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  discovered_at: '2026-06-14T11:43:13.567890+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes:
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  description: ''
  year: '2024'
  stars: 5
  ai_summary: Crucial blueprint for managing high cardinality metrics within Prometheus.
    Outlines techniques like metric dropping, relabeling rules, and dashboard optimization
    to mitigate memory pressure and reduce monitoring costs in dynamic container environments.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
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  content_hash: null
  health_score: null
  last_checked: 1781430193
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  discovered_at: '2026-06-14T11:43:13.620045+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Observability & Monitoring
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  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud:
  title: "grafana.com: How to optimize resource utilization with Kubernetes Monitoring
    for Grafana Cloud \U0001F31F"
  description: ''
  year: '2024'
  stars: 4
  ai_summary: Explores automated resource optimization strategies through Grafana
    Cloud monitoring. Uses cluster CPU and Memory utilization analytics to identify
    over-provisioned namespaces, enabling significant cost reduction in microservice
    architectures.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430193
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  discovered_at: '2026-06-14T11:43:13.909091+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
  - Observability & Monitoring
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  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
? https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S338656440%3A1779029465061496&followup=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&ltmpl=sheets&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauvFLix7FhDQsyeXMzly7IlWofT_GeExGBZD5PeXgcMI8_fmgxBG05tRNkG3ISAaCxExVB7
: title: 'Spreadsheets: sheet.new'
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Browser shortcut mapping that provisions a blank cloud-based Google
    Sheets environment immediately. Typically used within operational engineering
    environments for quick tracking of cluster audits, FinOps billing lists, or migration
    runbooks.
  language: English
  resource_type: Tool
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430203
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:43:23.358945+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - SaaS Utilities
  - Quick Link
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
? https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S-551027576%3A1779031360486315&followup=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&ltmpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ
: title: 'Google Docs: doc.new'
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Direct shortcut mechanism for instantly initializing an empty, collaborative
    Google Doc environment under the user's active Google account identity. Highly
    useful for collaborative platform runtime documentation and note taking.
  language: English
  resource_type: Tool
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430203
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  discovered_at: '2026-06-14T11:43:23.404158+02:00'
  last_ai_eval: null
  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines:
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  description: ''
  year: '2025'
  stars: 5
  ai_summary: Insightful analysis explaining how Kubernetes replicates hypervisor
    features through API-driven isolation, network namespaces, and cgroups. Demonstrates
    how K8s serves as the cloud operating system, abstraction layer, and software-defined
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  language: English
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: 1781430203
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  discovered_at: '2026-06-14T11:43:23.936667+02:00'
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  hierarchy:
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  - Virtualization VS Containers
  - Kubernetes Concept
  tags:
  - '[DE FACTO STANDARD]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://labs.iximiuz.com/tutorials/containers-vs-pods:
  title: 'iximiuz.com: Containers vs. Pods - Taking a Deeper Look'
  description: ''
  year: '2025'
  stars: 5
  ai_summary: Deep technical review of the boundaries separating a standard Linux
    container from a Kubernetes Pod. Illustrates namespace sharing, IPC barriers,
    loopback network interfaces, and volume mounting mechanics between multi-container
    structures.
  language: English
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430224
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  discovered_at: '2026-06-14T11:43:44.288792+02:00'
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  geo_region: null
  hierarchy:
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  - Container Concepts
  - Pods Deep Dive
  tags:
  - '[DE FACTO STANDARD]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://nubenetes.com/kubernetes-storage:
  title: Kubernetes Storage - Volumes
  description: ''
  year: '2026'
  stars: 5
  ai_summary: Detailed catalog explaining stateful execution patterns inside Kubernetes.
    Focuses on lifecycle dynamics of Ephemeral, Persistent (PV), and PersistentVolumeClaims
    (PVC), alongside container storage interfaces (CSI) used to integrate modern storage
    backends.
  language: Spanish
  resource_type: Documentation
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430243
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  discovered_at: '2026-06-14T11:44:03.984014+02:00'
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  company: null
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  hierarchy:
  - Containers & Orchestration
  - Kubernetes Storage
  - Volumes Overview
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://www.boot.dev:
  title: 'qvault.io: How to Restart All Pods in a Kubernetes Namespace'
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  year: '2024'
  stars: 3
  ai_summary: Tactical guide walking through multiple methods of forcing a restart
    on all Pods inside a Kubernetes Namespace. Covers `kubectl rollout restart deployment`
    as the clean rolling-restart standard, contrasted against disruptive container
    terminations.
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  resource_type: Article
  complexity: Beginner
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  status: online
  addition_method: manual
  content_hash: null
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  last_checked: 1781430244
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  discovered_at: '2026-06-14T11:44:04.377107+02:00'
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  hierarchy:
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  - Kubernetes Operations
  - Pod Restarts
  tags:
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  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://nubenetes.com/kubernetes-client-libraries:
  title: Client Libraries for Kubernetes
  description: ''
  year: '2026'
  stars: 5
  ai_summary: Complete directory of supported Kubernetes API client libraries (Python,
    Go, Java, JavaScript, etc.). Details patterns for programmatic service discovery,
    controller building, and custom automation direct from application runtime code.
  language: Spanish
  resource_type: Documentation
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
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  last_checked: 1781430256
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  discovered_at: '2026-06-14T11:44:16.016842+02:00'
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  company: null
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  hierarchy:
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  - Kubernetes Development
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  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
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https://nubenetes.com/crossplane:
  title: Crossplane
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  year: '2026'
  stars: 5
  ai_summary: Comprehensive review of Crossplane, a CNCF control-plane framework transforming
    Kubernetes clusters into universal infrastructure schedulers. Permits declarative
    definition of cloud resources (RDS, S3, VMs) alongside native Kubernetes schemas.
  language: Spanish
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430256
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:44:16.092381+02:00'
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  company: null
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  hierarchy:
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  - Overview
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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https://nubenetes.com/serverless:
  title: Serverless Architectures
  description: ''
  year: '2026'
  stars: 5
  ai_summary: In-depth analysis exploring execution concepts, billing architectures,
    scalability curves, and performance tradeoffs inherent in Serverless patterns.
    Details key differences between FaaS, cloud-managed runtimes, and self-hosted
    Knative workloads.
  language: Spanish
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: 1781430266
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  discovered_at: '2026-06-14T11:44:26.045665+02:00'
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  company: null
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  hierarchy:
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  - Overview
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
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https://testguild.com/podcast/a345-mohamed:
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  year: '2022'
  stars: 3
  ai_summary: Podcast episode reviewing the strategic transition to declarative configuration
    pipelines (Pipeline as Code). Emphasizes integration of automated compliance scanning,
    container vulnerability reports, and regression testing suites.
  language: English
  resource_type: Podcast
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: 1781430266
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:44:26.712146+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Pipeline as Code
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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https://www.liquibase.com/liquibase-vs-flyway:
  title: 'liquibase.org: Liquibase vs. Flyway'
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  year: '2024'
  stars: 0
  ai_summary: A detailed evaluation of the architectural trade-offs between Liquibase
    and Flyway. This resource explores Liquibase's multi-database abstraction layers
    (XML, YAML, JSON) alongside Flyway's developer-focused, SQL-first approach, explaining
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  resource_type: Article
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: null
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  last_checked: 1781430276
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  discovered_at: '2026-06-14T11:44:36.317744+02:00'
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  hierarchy:
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  - Tool Comparison
  tags:
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  v1_locations: []
  v2_locations:
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https://about.gitlab.com/blog/how-to-learn-ci-cd-fast:
  title: 'about.gitlab.com: How to learn CI/CD fast'
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  year: '2023'
  stars: 3
  ai_summary: Tactical guide establishing a rapid, practice-centric training program
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    build pipelines, lint checks, test suites, and Docker deployment actions.
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  resource_type: Article
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  status: online
  addition_method: manual
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  last_checked: 1781430276
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  discovered_at: '2026-06-14T11:44:36.380038+02:00'
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  company: null
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  hierarchy:
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  - Learning Paths
  tags:
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  v1_locations: []
  v2_locations:
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https://percona.community/blog:
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  year: '2023'
  stars: 4
  ai_summary: Architectural guide for automating relational database migrations using
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  language: English
  resource_type: Article
  complexity: Advanced
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  status: online
  addition_method: manual
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  discovered_at: '2026-06-14T11:44:36.476821+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices:
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  year: '2023'
  stars: 4
  ai_summary: Synthesis of modern continuous integration frameworks, emphasizing pipeline
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    of runner resource footprints and build steps parallelization.
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  resource_type: Article
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  status: online
  addition_method: manual
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  last_checked: 1781430276
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  discovered_at: '2026-06-14T11:44:36.495991+02:00'
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  company: null
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  hierarchy:
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  - Overview
  tags:
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  v1_locations: []
  v2_locations:
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https://www.harness.io/blog/blue-green-canary-deployment-strategies:
  title: "harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More
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  year: '2024'
  stars: 5
  ai_summary: Highly detailed structural evaluation of Kubernetes deployment paradigms.
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    on system overhead, traffic redirection latency, and blast-radius containment.
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  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430276
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  discovered_at: '2026-06-14T11:44:36.615602+02:00'
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  company: null
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  hierarchy:
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  - Deployment Strategies
  - Blue-Green & Canary
  tags:
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  v1_locations: []
  v2_locations:
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https://www.hugedomains.com/domain_profile.cfm?d=devbattles.com:
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  year: '2018'
  stars: 1
  ai_summary: Basic introductory guide to initializing a minimalist web application
    using Python's Flask framework. Covers routing, local development server execution,
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  language: English
  resource_type: Tutorial
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  status: online
  addition_method: manual
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  last_checked: 1781736143
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  discovered_at: '2026-06-18T00:42:23.617825+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://nubenetes.com/istio:
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  year: '2026'
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  ai_summary: A comprehensive entry point to Istio architecture, the enterprise-grade
    service mesh. Details how engineers manage traffic routes, secure service-to-service
    communication with mutual TLS, and gain deep tracing observability across distributed
    Kubernetes deployments.
  language: English
  resource_type: Reference
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
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  last_checked: 1781430301
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  discovered_at: '2026-06-14T11:45:01.531654+02:00'
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  hierarchy:
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  - Istio
  tags:
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  v2_locations:
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https://www.youtube.com/watch?v=TUKYbUIXLOE:
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  ai_summary: A deep-dive video breakdown analyzing the capabilities of Anthropic's
    Claude Code interface. Evaluates the progression from basic code generation and
    syntax correction to advanced multi-file refactoring and semi-autonomous agentic
    software engineering tasks.
  language: English
  resource_type: Video
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
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  last_checked: 1781430302
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  discovered_at: '2026-06-14T11:45:02.000456+02:00'
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  hierarchy:
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  - Claude Code
  tags:
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  v1_locations: []
  v2_locations:
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https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=a9a94d43d7a9:
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  discovered_at: '2026-06-14T11:45:13.099455+02:00'
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https://docs.aws.amazon.com/solutions/distributed-load-testing-on-aws:
  title: "Distributed Load Testing on AWS \U0001F31F"
  description: '- [amazon.com: Introducing Distributed Load Testing v1.3](https://aws.amazon.com/about-aws/whats-new/2021/05/introducing-distributed-load-testing-v1-3)'
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  ai_summary: An AWS Solution blueprint outlining distributed cloud load testing utilizing
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  resource_type: Architecture Guide
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: 1781430322
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  discovered_at: '2026-06-14T11:45:22.945393+02:00'
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  hierarchy:
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  - Load Testing
  tags:
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  v1_locations: []
  v2_locations:
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https://www.scaleway.com/en/en/kubernetes-kapsule:
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  ai_summary: Official technical guide for Scaleway's managed Kubernetes implementation
    (Kapsule). Describes control-plane operations, auto-scaling configuration, and
    provisioning persistent storage volumes across European cloud regions.
  language: English
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430325
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:45:25.346945+02:00'
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  hierarchy:
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  - Scaleway Kapsule
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.dynatrace.com/knowledge-base/microservices:
  title: 'dynatrace.com: What are microservices? All you need to know'
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  year: '2024'
  stars: 0
  ai_summary: A high-level architectural overview exploring the decoupling of corporate
    monoliths into agile microservices. Discusses structural changes, challenges in
    service discovery, and the crucial role of tracing telemetry for maintaining state
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  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: 1781430335
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  discovered_at: '2026-06-14T11:45:35.344891+02:00'
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  hierarchy:
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  - Microservices
  tags:
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  v1_locations: []
  v2_locations:
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https://cloud.google.com/blog:
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  ai_summary: Introduces Google Cloud's web-based console architecture designer. Explains
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    maps using standardized reference modules.
  language: English
  resource_type: Blog Post
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
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  discovered_at: '2026-06-14T11:46:06.014621+02:00'
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  hierarchy:
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  - GCP Diagramming
  tags:
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  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://docs.aws.amazon.com/solutions/workload-discovery-on-aws:
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  ai_summary: Technical blueprint for Workload Discovery on AWS (formerly AWS Perspective).
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  language: English
  resource_type: Solution Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  last_checked: 1781430366
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  discovered_at: '2026-06-14T11:46:06.112493+02:00'
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  hierarchy:
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  - Cloud Discovery
  tags:
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  v1_locations: []
  v2_locations:
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https://repost.aws/knowledge-center/start-stop-lambda-eventbridge:
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  year: '2024'
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  ai_summary: An operational video walkthrough demonstrating serverless compute cost-reduction
    routines. Details how to coordinate AWS Lambda with EventBridge cron schedules
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  language: English
  resource_type: Video Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430366
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  discovered_at: '2026-06-14T11:46:06.289019+02:00'
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  hierarchy:
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  - AWS Lambda & EventBridge
  tags:
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  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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https://www.ibm.com/topics:
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  description: ''
  year: '2024'
  stars: 0
  ai_summary: The Center for Internet Security (CIS) Benchmarks provide globally recognized
    consensus-based best practices for securing IT systems, clouds, and Kubernetes
    environments. Organizations use these structured guidelines to validate and harden
    infrastructure configurations, ensuring compliance with strict security mandates
    through automated configuration auditors.
  language: English
  resource_type: Standard
  complexity: Advanced
  is_microservice: false
  status: duplicate
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  last_checked: 1781430366
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  discovered_at: '2026-06-14T11:46:06.613464+02:00'
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  hierarchy:
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  tags:
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  v1_locations: []
  v2_locations:
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https://grafana.com/blog/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud:
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https://grafana.com/blog/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent:
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  ai_summary: Explores the technical reasoning for deploying Prometheus in Agent Mode
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https://grafana.com/blog/get-started-with-prometheus-with-these-three-easy-projects:
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https://nubenetes.com/prometheus:
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? https://grafana.com/blog/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service
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  duplicate_of: https://grafana.com/blog/2021/04/05/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service
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https://learn.microsoft.com/en-us/powershell/dsc/configurations/configdata?view=dsc-1.1:
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  ai_summary: An official Microsoft technical reference covering the segregation of
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https://arjavdave.com:
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https://about.gitlab.com/blog/partial-clone-for-massive-repositories:
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  year: '2021'
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  ai_summary: Analyzes git-clone optimizations inside large enterprise monorepos.
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https://about.gitlab.com/blog/iteration-and-code-review:
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  year: '2023'
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  ai_summary: Analyzes productivity advantages of using small, isolated merge requests.
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https://about.gitlab.com/blog/keep-git-history-clean-with-interactive-rebase:
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  ai_summary: A practical walk-through of interactive Git rebasing workflows. Explains
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https://about.gitlab.com/blog/beginner-guide-ci-cd:
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https://about.gitlab.com/blog/effective-ci-cd-pipelines:
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  ai_summary: Advanced tuning guide for optimizing GitLab CI/CD workflows. Focuses
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https://about.gitlab.com/blog/open-shift-ga:
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  year: '2022'
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  ai_summary: Announces general availability of the GitLab Kubernetes Operator with
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https://about.gitlab.com/blog/using-run-parallel-jobs:
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  ai_summary: An operational case study on implementing parallel GitLab CI runner
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https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com:
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  description: ''
  year: '2022'
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  ai_summary: Introduces the GitLab Agent for Kubernetes, enabling pull-based GitOps
    deployment workflows. This architecture shifts away from traditional push-based
    CI models, offering enhanced security and continuous state reconciliation.
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https://about.gitlab.com/blog/5-code-review-features:
  title: 'about.gitlab.com: How GitLab''s 5 new code review features will make life
    easier'
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  year: '2021'
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  ai_summary: Explores five key GitLab features designed to streamline the code review
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  language: English
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https://about.gitlab.com/blog/gitpod-desktop-app-personal-activities:
  title: 'about.gitlab.com: Why we built GitDock, our desktop app to navigate your
    GitLab activities'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Introduces GitDock, a desktop application designed to centralize GitLab
    tasks, merge requests, and build pipelines in a unified status panel.
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  resource_type: Blog Post
  complexity: Beginner
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https://about.gitlab.com/blog/ci-deployment-and-environments:
  title: 'about.gitlab.com: How to use GitLab CI to deploy to multiple environments'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Details configurations for deploying workloads across multiple cloud
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  complexity: Intermediate
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https://about.gitlab.com/blog/new-git-default-branch-name:
  title: 'about.gitlab.com: The new Git default branch name'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Provides guidelines on migrating default git branch nomenclature from
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  language: English
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https://about.gitlab.com/blog/gko-on-ocp:
  title: 'about.gitlab.com: How to install and use the GitLab Kubernetes Operator
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  year: '2022'
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  ai_summary: An operational installation guide for deploying the GitLab Kubernetes
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  hierarchy:
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https://about.gitlab.com/blog/gitlab-chart-works-towards-kubernetes-1-22:
  title: 'about.gitlab.com: GitLab Chart works towards Kubernetes 1.22'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Details architectural changes to the GitLab Helm Chart to support Kubernetes
    1.22. Evaluates adaptations required for API deprecations, specifically focusing
    on Ingress resources.
  language: English
  resource_type: Blog Post
  complexity: Advanced
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  status: duplicate
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  discovered_at: '2026-06-14T11:46:59.209877+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Helm Charts
  - GitLab Deployment
  tags:
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  v1_locations: []
  v2_locations:
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  duplicate_of: https://about.gitlab.com/blog/2021/12/17/gitlab-chart-works-towards-kubernetes-1-22
https://about.gitlab.com/blog/pipeline-editor-overview:
  title: 'about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building
    a CI/CD pipeline'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Highlights GitLab's visual Pipeline Editor, featuring dynamic YAML schema
    validation, pipeline visualization dashboards, and real-time syntax checking.
  language: English
  resource_type: Blog Post
  complexity: Beginner
  is_microservice: false
  status: duplicate
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  last_checked: 1781430419
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  discovered_at: '2026-06-14T11:46:59.213739+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - CI/CD Platforms
  - Pipeline Editor
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  duplicate_of: https://about.gitlab.com/blog/2021/02/22/pipeline-editor-overview
https://about.gitlab.com/blog/mr-reviews-with-vs-code:
  title: 'gitlab.com: How to do GitLab merge request reviews in VS Code'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Demonstrates integrating GitLab Merge Request code reviews directly
    inside Visual Studio Code. Enables developers to comment, review changes, and
    manage approvals without switching context to the web UI.
  language: English
  resource_type: Blog Post
  complexity: Beginner
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430419
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:46:59.214086+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - Version Control
  - VS Code Integrations
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  duplicate_of: https://about.gitlab.com/blog/2021/01/25/mr-reviews-with-vs-code
https://nubenetes.com/visual-studio:
  title: Visual Studio Code (Git Extensions)
  description: ''
  year: '2025'
  stars: 0
  ai_summary: A guide to utilizing visual Git extensions inside VS Code. Helps developers
    manage commit sequences, visualize branch merges, and resolve conflicts within
    a unified IDE workspace.
  language: English
  resource_type: Reference
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430419
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  discovered_at: '2026-06-14T11:46:59.216079+02:00'
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  hierarchy:
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  - Developer Productivity
  - VS Code Extensions
  tags:
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  v1_locations: []
  v2_locations:
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https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests:
  title: 'grafana: How we use the Grafana GitHub plugin to track outstanding pull
    requests'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Detailed technical guide on configuring Grafana dashboards with GitHub
    plugins. Demonstrates building engineering performance visualizations to track
    commit frequencies, PR lifetimes, and team review velocities.
  language: English
  resource_type: Case Study
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430419
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:46:59.266294+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Developer Productivity
  - Grafana GitHub Integration
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - git.md
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https://about.gitlab.com/blog/simple-kubernetes-management-with-gitlab:
  title: 'about.gitlab.com: Simple Kubernetes management with GitLab'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An architectural guide on using GitLab as a unified management plane
    for Kubernetes. Covers cluster connecting procedures, security posture monitoring,
    and automated Auto DevOps pipelines.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: true
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430419
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:46:59.265888+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Kubernetes Management
  - GitLab Integrations
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://about.gitlab.com/blog/2022/11/15/simple-kubernetes-management-with-gitlab
https://www.vogue.es/lideres:
  title: 'business.vogue.es: Adiós a los jefes tóxicos: este es el nuevo tipo de liderazgo
    gentil que triunfa'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An analysis of evolving corporate management cultures and toxic workplace
    mitigation. Discusses the value of empathetic leadership and structured soft skills
    in reducing developer attrition within modern tech teams.
  language: Spanish
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430429
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:09.253231+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Business & Careers
  - Management Patterns
  - Leadership
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - project-management-methodology.md
  youtube_mosaic: {}
https://creately.com/guides/how-to-set-kpis-for-team-members:
  title: 'creately.com: A Step By Step Guide to Set KPIs for Team Members'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: A step-by-step guide to setting actionable KPIs for engineering teams.
    Explores balancing quantitative delivery metrics with qualitative team-growth
    targets to align development outputs with business objectives.
  language: English
  resource_type: Guide
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430429
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  discovered_at: '2026-06-14T11:47:09.254418+02:00'
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  company: null
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  hierarchy:
  - Business & Careers
  - Management Patterns
  - Team Performance
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - project-management-methodology.md
  youtube_mosaic: {}
https://nubenetes.com/grafana:
  title: Grafana
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Grafana is the industry-standard multi-platform open-source analytics
    and interactive visualization web application. It supports query, visualization,
    alerting, and analysis of metrics, logs, and traces from diverse backends (Prometheus,
    Elasticsearch, Loki, Jaeger). Its pluggable architecture allows organizations
    to build unified operational dashboards across heterogeneous data layers.
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  resource_type: Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  discovered_at: '2026-06-14T11:47:09.705869+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Visualization
  - Dashboards
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://skillbuilder.aws/search?searchText=aws-security-fundamentals-second-edition&showRedirectNotFoundBanner=true:
  title: 'explore.skillbuilder.aws: AWS Security Fundamentals (free)'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: A fundamental training program covering core security topologies inside
    AWS. Explores the Shared Responsibility Model, IAM resource authorization, KMS
    encryption keys, and continuous infrastructure auditing.
  language: English
  resource_type: Course
  complexity: Beginner
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430429
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:09.775608+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Identity & Access
  - AWS Security Fundamentals
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://skillbuilder.aws/course/external/view/elearning/48/aws-security-fundamentals-second-edition
https://skillbuilder.aws/search?searchText=aws-technical-essential-spanish-from-latin-america&showRedirectNotFoundBanner=true:
  title: 'explore.skillbuilder.aws: AWS Skill Builder - Introducción a AWS Data Pipeline
    (Español Latinoamérica) | AWS Technical Essentials (Spanish from Latin America)
    - Free'
  description: ''
  year: '2024'
  stars: 0
  ai_summary: An introductory training course on AWS Data Pipeline, tailored for Spanish-speaking
    cloud engineers. Details basic data processing workflows, scheduling, and error
    handling for distributed cloud storage architectures.
  language: Spanish
  resource_type: Course
  complexity: Beginner
  is_microservice: false
  status: duplicate
  addition_method: manual
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  health_score: null
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  discovered_at: '2026-06-14T11:47:09.781128+02:00'
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  company: null
  geo_region: null
  hierarchy:
  - Infrastructure
  - Cloud Computing
  - AWS Training
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://skillbuilder.aws/course/external/view/elearning/7854/aws-technical-essential-spanish-from-latin-america
https://www.dynatrace.com/news/blog:
  title: "dynatrace.com: Why conventional observability fails in Kubernetes environments—A
    real-world use case \U0001F31F"
  description: ''
  year: '2022'
  stars: 0
  ai_summary: This analysis explores why legacy, non-topological monitoring tools
    fail in dynamic, highly ephemeral Kubernetes architectures. It highlights the
    necessity of real-time topology mapping and automated entity correlation to avoid
    alert fatigue during cascade failures. Standard static dashboard approaches are
    contrasted with causal, AI-driven monitoring models.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430429
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:09.868349+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - APM
  - Analysis
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
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https://bigdataboutique.com/blog/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j:
  title: 'blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: This technical guide details memory allocation strategies for JVM-based
    Elasticsearch nodes. It focuses on the critical rule of thumb of setting JVM heap
    sizes to 50% of available physical RAM (capping at 32GB to avoid breaking compressed
    ordinary object pointers / OOPs) while leaving the remainder for OS file system
    caching. Correct heap configuration directly prevents garbage collection pauses
    and OOM crashes in high-throughput indexing setups.
  language: Java
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430429
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:09.899777+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Stores
  - Elasticsearch
  - Performance Tuning
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://www.dynatrace.com/knowledge-base/aws-lambda:
  title: 'dynatrace.com: A look behind the scenes of AWS Lambda and our new Lambda
    monitoring extension'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Dynatrace's AWS Lambda extension leverages the AWS Lambda Telemetry
    API to collect execution-level metrics, logs, and cold-start details with minimal
    execution overhead. The extension collects trace data from the execution environment
    asynchronously, preventing monitoring latency from impacting client response times.
    This offers complete end-to-end transaction tracing from API Gateways through
    serverless compute to downstream databases.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430439
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:19.891454+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native
  - Serverless
  - AWS Lambda Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://www.dynatrace.com/technologies/kubernetes-monitoring:
  title: 'dynatrace.com: Dynatrace monitoring for Kubernetes and OpenShift'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: This product reference explains Dynatrace's AI-driven observability
    agent, OneAgent, customized for Kubernetes and Red Hat OpenShift. By leveraging
    automatic injection at the container layer, it delivers full-stack trace and metric
    collection without manual code changes or pod sidecars. The Davis AI engine processes
    this topological data to automate root-cause analysis for microservice anomalies.
  language: English
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430439
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:19.900566+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - APM
  - Commercial Observability
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
  duplicate_of: https://www.dynatrace.com/news/blog/dynatrace-monitoring-for-kubernetes-and-openshift
https://www.sysdig.com/blog/kubernetes-security-guide:
  title: "sysdig.com: Kubernetes Security Guide \U0001F31F"
  description: ''
  year: '2023'
  stars: 0
  ai_summary: Sysdig's comprehensive guide to securing Kubernetes platforms details
    a multi-layered defense strategy covering container image scanning, runtime protection,
    network policies, and role-based access control (RBAC). It highlights compliance
    mappings (such as CIS benchmarks) and operational best practices for detecting
    abnormal kernel system calls using eBPF-based agents.
  language: English
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430439
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:19.915413+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Kubernetes Security
  - Hardening
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://grafana.com/blog/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system:
  title: "grafana.com: Announcing Grafana Tempo, a massively scalable distributed
    tracing system \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Grafana Tempo is an open-source, high-scale, easy-to-use, and cost-effective
    distributed tracing backend. Designed to require only object storage (like S3
    or GCS) to operate, it eliminates the operational overhead and high costs of running
    complex indexes via Elasticsearch or Cassandra. Tempo integrates deeply with Grafana,
    Prometheus, and Loki, enabling seamless correlation between logs, metrics, and
    traces.
  language: Go
  resource_type: Tool
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430440
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:20.217364+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Tracing
  - Grafana Tempo
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://grafana.com/blog/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance:
  title: "grafana.com: A beginner's guide to distributed tracing and how it can increase
    an application's performance \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This introductory guide outlines the foundational mechanics of distributed
    tracing, exploring how request lifecycles are visualized using traces, spans,
    and parent-child span relationships. It clarifies how tracing correlates disjointed
    events across multi-service boundaries, enabling developers to detect latency
    bottlenecks and optimize microservice architectures.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430440
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:20.299483+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Tracing
  - Distributed Tracing
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - monitoring.md
  youtube_mosaic: {}
https://www.theodo.com/en-uk/blog:
  title: "Hands on your first Kubernetes secrets \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This hands-on tutorial guides developers through creating, decoding,
    and mounting native Kubernetes Secret resources within applications. It highlights
    base64 encoding limitations and advises on key architectural alternatives, such
    as HashiCorp Vault integration, Sealed Secrets, or CSI secret store drivers for
    production environments.
  language: English
  resource_type: Tutorial
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430450
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:30.153942+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Kubernetes Security
  - Secrets Management
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-return-values:
  title: 'ansible.com: Ansible Network Resource Modules: Deep Dive on Return Values'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: This technical breakdown examines the structure and execution flow of
    Ansible Network Resource Modules, focusing on standard return structures (`before`,
    `after`, and `gathered`). It explains how network engineers can build precise
    declarative state files for network appliances, enabling idempotent drift correction
    and structured state auditing.
  language: Python
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430460
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:40.379458+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Configuration Management
  - Ansible Networking
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/channel/red-hat-ansible-automation:
  title: ansible.com/blog/topic/ansible-tower
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Official updates channel focusing on Ansible Tower (the precursor to
    AAP's automation controller). Content spans legacy scaling strategies, visual
    workflow design, API routing, and integrations with enterprise LDAP systems.
  language: English
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430470
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:50.393396+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Platform
  - Ansible Tower
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible:
  title: 'ansible.com: Automating Red Hat Satellite with Ansible'
  description: '- [galaxy.ansible.com: letsencrypt](https://galaxy.ansible.com/t_systems_mms/letsencrypt)
    This collection contains a role for issuing ssl certificates from Let''s Encrypt
    via dns or http-challenge'
  year: '2021'
  stars: 0
  ai_summary: This technical resource details integrating Ansible with Red Hat Satellite
    to manage enterprise OS life cycles. It explains using Satellite Collections to
    provision instances, register hosts to subscription channels, and configure patch
    schedules automatically across large-scale physical and cloud environments.
  language: Python
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430470
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:50.397945+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Infrastructure Management
  - Satellite
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.redhat.com/en/technologies/management/ansible:
  title: 'ansible.com: Automation services catalog, the newest addition to the Ansible
    Automation Platform'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: This document covers the self-service Automation Services Catalog in
    Red Hat AAP. It allows business users to request IT resources using automated
    Ansible plays in a structured governance framework, tracking compliance and multi-level
    approvals across organization boundaries.
  language: English
  resource_type: Documentation
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430470
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:50.406651+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Platform
  - Ansible Catalog
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.redhat.com/en/technologies/management/ansible/application-delivery:
  title: 'ansible.com: Automating your business application''s REST API with Ansible'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This guide demonstrates orchestrating custom application workflows and
    RESTful APIs using Ansible's `uri` module. It details credential authentication,
    payload handling, and status code verification within a continuous integration
    or system-provisioning pipeline, eliminating the need for ad-hoc scripting.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430470
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:50.430631+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - API Integration
  - Ansible HTTP
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.dynatrace.com/platform/oneagent:
  title: 'dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents
    at once with Ansible (Preview)'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Details utilizing Ansible automation to rapidly deploy and configure
    thousands of Dynatrace OneAgent nodes simultaneously. It leverages certified collections
    to deploy system services across heterogeneous OS landscapes while ensuring uniform
    host tagging and environment variables.
  language: Python
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430470
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:50.549360+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability
  - Automation
  - Ansible Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
  duplicate_of: https://www.dynatrace.com/news/blog/achieve-faster-time-to-value-by-deploying-thousands-of-oneagents-at-once-with-ansible-preview
https://www.redhat.com/en/blog/top-10-ansible-blogs-2022:
  title: 'ansible.com: The Top 10 Ansible Blogs of 2022'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A curated digest of the most impactful Ansible-focused blogs of 2022,
    highlighting innovations in automation controller integrations, cloud-native operators,
    and execution environment isolation. This compilation serves as a learning map
    for engineering teams adapting to enterprise automation patterns and modular collections.
  language: English
  resource_type: Blog
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430470
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:50.761872+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Configuration Management
  - Ansible Communities
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/based-validated-network-content:
  title: 'ansible.com: Fundamentals of Network Automation with Ansible Validated Content
    using the network.base collection'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: This resource covers Ansible's network validated content library, structured
    to help infrastructure teams quickly adopt reliable network automation capabilities.
    Focusing on the `network.base` collection, it details architectural standards
    for managing multi-vendor network fabrics with reusable, pre-validated playbooks
    and tasks.
  language: Python
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430470
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:50.782442+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Configuration Management
  - Ansible Networking
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/introducing-ansible-automation-platform-2:
  title: 'ansible.com: Introducing Ansible Automation Platform 2'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This article introduces Ansible Automation Platform 2, showcasing its
    containerized architecture shift. By replacing standard python virtualenvs with
    execution environments (isolated containers containing all Python/Ansible dependencies),
    AAP 2 solves scalability limitations and drift issues across enterprise deployment
    nodes.
  language: Python
  resource_type: Release Notes
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430470
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:50.796605+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Platform
  - Ansible AAP
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes:
  title: 'ansible.com: Fast vs Easy: Benchmarking Ansible Operators for Kubernetes'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This benchmark study analyzes Ansible-based Kubernetes Operators versus
    Go and Helm alternatives. It compares reconciliation latency, operational memory
    consumption, and execution complexity, demonstrating that while Ansible operators
    provide rapid developer velocity and utilize familiar YAML logic, Go operators
    excel at higher scaling metrics.
  language: Python/Go
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430470
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:50.815196+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - Operators
  - Ansible Operators
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://ruuda.nl/2023/the-yaml-document-from-hell:
  title: 'ruudvanasseldonk.com: The yaml document from hell'
  description: ''
  year: '2023'
  stars: 0
  ai_summary: An analysis detailing edge cases, confusing specifications, and common
    syntactical pitfalls inherent to the YAML standard. It highlights issues such
    as Norway country-code confusion (`NO` parsed as boolean `false`), string coercion,
    and massive object graph vulnerabilities, promoting defensive configuration practices.
  language: English
  resource_type: Blog
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430471
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:51.093134+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Configuration
  - YAML
  - Pitfalls
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - yaml.md
  youtube_mosaic: {}
  is_special: true
https://www.redhat.com/en/blog/now-available-red-hat-ansible-automation-platform-1.2:
  title: 'ansible.com: Red Hat Ansible Automation Platform 1.2'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Overview of the legacy Red Hat Ansible Automation Platform v1.2 release.
    It highlights the convergence of Ansible Tower, Engine, and Network Engine, alongside
    introducing private automation hubs to store and control internal automation content
    within secure environments.
  language: Python
  resource_type: Release Notes
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430472
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:52.135763+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Platform
  - Ansible AAP
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection:
  title: "ansible.com: Announcing the Red Hat Enterprise Linux Certified Ansible Collection
    \U0001F31F"
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Announcement of the Red Hat Enterprise Linux (RHEL) System Roles as
    certified Ansible collections. This allows sysadmins to manage core operating
    system configuration parameters (network interfaces, SELinux, firewall rules,
    and storage pools) using vendor-supported, stable, and declarative code modules.
  language: Python
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430472
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:52.304473+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Infrastructure Management
  - Ansible Collections
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller:
  title: 'ansible.com: What''s new in Ansible Automation Platform 2: automation controller'
  description: '- [ansible.com: What''s new in Ansible Automation Platform 2: automation
    content navigator](https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-content-navigator)'
  year: '2021'
  stars: 0
  ai_summary: Highlights details of the 'automation controller,' which replaces Ansible
    Tower in AAP 2. Built to decouple control plane and execution plane functions,
    it improves job routing, credential management, and multi-tenant scaling through
    decentralized execution environments.
  language: Python
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430472
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:47:52.497694+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Platform
  - Ansible AAP
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ansible.md
  youtube_mosaic: {}
https://www.stackrox.io/blog/kubernetes-networking-demystified:
  title: 'stackrox.com: Kubernetes Networking Demystified: A Brief Guide'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: 'This reference guide deconstructs core Kubernetes networking patterns:
    container-to-container, pod-to-pod, pod-to-service, and external access mechanisms.
    It explains the mechanics of CNI plugins, IPAM allocations, iptables/IPVS load
    balancing, and dynamic ingress mapping.'
  language: English
  resource_type: Guide
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430480
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:00.690037+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - Networking
  - Architecture
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
  youtube_mosaic: {}
https://about.gitlab.com/blog/devops-workflows-json-format-jq-ci-cd-lint:
  title: 'about.gitlab.com: Tips for productive DevOps workflows: JSON formatting
    with jq and CI/CD linting automation'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Technical walkthrough on improving pipeline developer velocity using
    GitLab CI/CD, JSON manipulation with `jq`, and linting tooling. It focuses on
    isolating syntax-checking phases to fail fast, validating config schemas before
    they are applied to running stages.
  language: Shell
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430480
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:00.732745+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - DevOps
  - CI/CD
  - Automation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - yaml.md
  youtube_mosaic: {}
  is_special: true
  duplicate_of: https://about.gitlab.com/blog/2021/04/21/devops-workflows-json-format-jq-ci-cd-lint
? https://thomasthornton.cloud/analyze-your-kubernetes-yaml-files-and-helm-charts-to-ensure-best-practices-using-kuberlinter-in-azure-devops-pipeline
: title: 'thomasthornton.cloud: Analyze your Kubernetes YAML files and Helm Charts
    to ensure best practices using KubeLinter in Azure DevOps Pipeline'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This post walks through embedding KubeLinter in Azure DevOps CI/CD pipelines
    to audit Kubernetes manifests and Helm charts. It highlights security and performance
    check validations, such as identifying missing resource limits, root privileges,
    or improper security contexts before deployment.
  language: YAML
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430481
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:01.698234+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - DevSecOps
  - Linting
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - yaml.md
  youtube_mosaic: {}
  is_special: true
https://www.theodo.com/en-fr/blog:
  title: "Kubernetes productivity tips and tricks \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A practitioner's guide to enhancing CLI-based Kubernetes productivity.
    It explores advanced setups such as custom shell autocompletion, kubectx/kubens
    utilities, smart aliases, and log-tailing helpers designed to reduce cognitive
    overhead during real-time incident responses.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430485
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:05.378586+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - Operations
  - Productivity
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-on-premise.md
  - kubectl-commands.md
  youtube_mosaic: {}
https://nubenetes.com/openshift:
  title: Openshift Container Platform
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Red Hat OpenShift is a premier enterprise-grade hybrid cloud Kubernetes
    application platform. It adds out-of-the-box developer tooling, integrated security
    standards, cluster virtualization, internal registry configurations, and Operator-based
    life cycle management directly over raw Kubernetes.
  language: Go
  resource_type: Platform
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430485
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:05.555416+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Platforms
  - Red Hat OpenShift
  - Enterprise
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-on-premise.md
  youtube_mosaic: {}
https://nubenetes.com/rancher:
  title: 'Rancher: Enterprise management for Kubernetes'
  description: ''
  year: '2026'
  stars: 0
  ai_summary: Rancher is a unified platform for managing multi-cluster, heterogeneous
    Kubernetes deployments across diverse cloud providers and bare metal hosts. It
    simplifies operational management by providing centralized authentication, unified
    RBAC access, structured audit logs, and simplified Helm catalog deployments.
  language: Go
  resource_type: Platform
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430485
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:05.562698+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Platforms
  - Rancher
  - Multi-Cluster
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-on-premise.md
  youtube_mosaic: {}
https://blogs.vmware.com/tanzu/introducing-kubeacademy-pro-in-depth-kubernetes-training-totally-free:
  title: 'tanzu.vmware.com: Introducing KubeAcademy Pro: In-Depth Kubernetes Training,
    Totally Free'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: KubeAcademy by VMware provides modular education resources and deep-dive
    technical courses targeting Kubernetes administrators and application developers.
    It focuses on practical application scaling, cluster security, debugging, and
    continuous integration concepts.
  language: English
  resource_type: Platform
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430486
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:06.125173+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Education
  - Kubernetes
  - Training
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-on-premise.md
  youtube_mosaic: {}
https://blogs.vmware.com/tanzu/vmware-tanzu-sql-mysql-at-scale-kubernetes:
  title: 'tanzu.vmware.com: VMware Tanzu SQL: MySQL at Scale Made Easy for Kubernetes'
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Tanzu SQL provides a robust, operator-driven solution for provisioning
    and operating MySQL databases within Kubernetes clusters. It automates common
    lifecycle events such as data replication, high availability clustering, automatic
    backups, and critical security patching.
  language: Go
  resource_type: Operator
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430486
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:06.125607+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Databases
  - Kubernetes Operators
  - VMware Tanzu
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-on-premise.md
  youtube_mosaic: {}
https://www.mirantis.com/software/mirantis-kubernetes-engine:
  title: Mirantis Docker Enterprise 3.1+ with Kubernetes
  description: ''
  year: '2020'
  stars: 0
  ai_summary: Formerly Docker Enterprise, Mirantis Kubernetes Engine (MKE) provides
    enterprise-ready cluster deployment capabilities utilizing either Kubernetes or
    Swarm orchestrators. It features integrated identity management, safe private
    image registries, and granular role-based security tooling.
  language: Go
  resource_type: Platform
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430495
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:15.769802+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Platforms
  - Mirantis
  - Enterprise
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-on-premise.md
  youtube_mosaic: {}
https://about.gitlab.com/blog/vscode-extension-development-with-gitlab:
  title: 'gitlab.com: VS Code extension development with GitLab'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Explores how developers can construct VS Code extensions integrated
    with GitLab CI/CD and APIs. The post showcases best practices for extension design,
    testing automation, and deployment mechanisms, streamlining local-to-cloud workspace
    automation.
  language: TypeScript
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430523
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:43.033371+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Development
  - DevOps
  - IDE Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - visual-studio.md
  youtube_mosaic: {}
https://docs.ansible.com/collections.html:
  title: Manage Kubernetes (K8s) objects
  description: ''
  year: '2024'
  stars: 0
  ai_summary: Official documentation detailing Ansible's specialized `kubernetes.core.k8s`
    module capabilities. It focuses on declaratively orchestrating Kubernetes objects
    directly from Ansible playbooks, allowing organizations to cleanly bridge traditional
    VM configuration setups with modern containerized platform configurations.
  language: Python
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430523
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:43.668228+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Automation
  - Kubernetes
  - Ansible Modules
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://nubenetes.com/kubernetes:
  title: Kubectl plugins and tools
  description: ''
  year: '2025'
  stars: 0
  ai_summary: This reference compilation highlights external tools and kubectl extensions
    managed via Krew. It details how third-party plugins (like `neat`, `kns`, or security-focused
    extensions) expand basic kubectl operational debugging and cluster-inspection
    capabilities.
  language: Go
  resource_type: Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430523
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:43.680800+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes
  - Operations
  - Kubectl Plugins
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubectl-commands.md
  youtube_mosaic: {}
https://www.blackduck.com/blog/integrating-automated-ast-tools.html:
  title: 'synopsys.com: How to integrate automated AST tools in your CI/CD pipeline'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: This article describes how to integrate automated Application Security
    Testing (AST) scanners (SAST, DAST, SCA) inside CI/CD pipelines. It explains how
    to establish automated quality gates to prevent vulnerable code from progressing
    to integration and production staging layers.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781430523
  needs_ai_refresh: false
  discovered_at: '2026-06-14T11:48:43.813812+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - DevSecOps
  - Application Security
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - testops.md
  youtube_mosaic: {}
https://www.techerati.com/features-hub/devsecops-eight-tips-for-truly-securing-software:
  title: 'techerati.com: DevSecOps: Eight tips for truly securing software'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: An architectural blueprint detailing eight foundational pillars for
    embedding security directly into the CI/CD pipeline. Key concepts include shifted-left
    vulnerability scanning, automated compliance checks, dependency analysis, and
    developer-centric security education. The article offers high-level pragmatic
    strategies for organizations transitioning from traditional DevOps to modern DevSecOps
    frameworks.
  language: English
  resource_type: Best Practice Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781432178
  needs_ai_refresh: false
  discovered_at: '2026-06-14T12:16:18.617535+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Governance
  - DevSecOps
  - Best Practices
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc:
  title: 'Deploying to Azure: Secure Your GitHub Workflow with OIDC'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Analyzes the mechanism of securing deployment pipelines on Azure by
    leveraging GitHub Actions with OIDC federation. This setup eliminates credential
    rotation burdens and prevents high-privilege credential leakage. The article guides
    developers through creating federated credentials in Azure AD and configuring
    GitHub workflows for passwordless authentication.
  language: YAML
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781432228
  needs_ai_refresh: false
  discovered_at: '2026-06-14T12:17:08.047025+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security & Governance
  - CI/CD Security
  - Azure & GitHub Integration
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-security.md
  - cicd.md
  - azure.md
  youtube_mosaic: {}
https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump:
  title: "blog.heaphero.io: What is GC Log, thread dump and Heapdump? \U0001F31F"
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A diagnostic reference explaining the roles of garbage collection (GC)
    logs, thread dumps, and heap dumps in Java Virtual Machine (JVM) analysis. GC
    logs map memory reclamation patterns, thread dumps identify concurrency deadlocks,
    and heap dumps pinpoint memory leaks. This guide bridges the gap between raw JVM
    telemetry and pragmatic troubleshooting workflows.
  language: Java
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781432228
  needs_ai_refresh: false
  discovered_at: '2026-06-14T12:17:08.603184+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Troubleshooting
  - JVM Performance
  - Diagnostics
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - java-and-java-performance-optimization.md
  youtube_mosaic: {}
https://thomasthornton.cloud/a-devops-journey-using-azure-devops:
  title: 'thomasthornton.cloud: A DevOps journey using Azure DevOps'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: A comprehensive retrospective detailing the strategic transition and
    ongoing journey of adopting Azure DevOps for enterprise platform engineering.
    The guide explores centralizing pipeline definitions, managing environment gates,
    optimizing agent pools, and leveraging built-in boards and repositories. It highlights
    pragmatic challenges and structural lessons learned during real-world migrations
    to cloud-native delivery workflows.
  language: YAML
  resource_type: Case Study
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781432259
  needs_ai_refresh: false
  discovered_at: '2026-06-14T12:17:39.274052+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - CI/CD Platforms
  - Azure DevOps
  tags:
  - '[CASE STUDY]'
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://www.redhat.com/en/blog/federation-v2-is-now-kubefed:
  title: Multi-cluster Federation in OpenShift 4 is called **KubeFed**
  description: ''
  year: '2019'
  stars: 2
  ai_summary: Curator Insight introduces the KubeFed system in OpenShift 4. Live Grounding
    highlights its mechanism for template distribution and configuration sync across
    multiple clusters. Valuable for understanding historical cross-cluster patterns
    before modern gateway patterns.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736113
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:53.853399+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Cluster Operations
  - Multi-Cluster
  - Legacy Federation
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ocp3.md
  youtube_mosaic: {}
https://blog.ycrash.io/dmesg-unix-linux-command-beginners-introduction-with-examples:
  title: 'blog.ycrash.io: dmesg – Unix/Linux command, beginners introduction with
    examples'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: A fundamental reference guide to using the `dmesg` utility for examining
    kernel-level ring buffer logs in Unix and Linux operating systems. The resource
    highlights critical subcommands for parsing device driver issues, memory allocation
    failures (including Out-Of-Memory/OOM kills), and hardware initialization errors.
    It provides essential CLI commands to help system administrators and site reliability
    engineers troubleshoot core OS issues.
  language: Bash
  resource_type: Technical Article
  complexity: Beginner
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781432292
  needs_ai_refresh: false
  discovered_at: '2026-06-14T12:18:12.054700+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Observability & Troubleshooting
  - Linux Systems
  - Kernel Diagnostics
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - linux.md
  youtube_mosaic: {}
  duplicate_of: https://blog.ycrash.io/2021/06/28/dmesg-unix-linux-command-beginners-introduction-with-examples
https://thomasthornton.cloud/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform:
  title: 'thomasthornton.cloud: Enabling PostgreSQL flexible server logs and configuring
    a retention period using Terraform'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Practical implementation guide for leveraging HashiCorp Terraform to
    configure diagnostic logging and retention policies on Azure Database for PostgreSQL
    Flexible Server. By defining IaC blocks for diagnostic settings and log forwarding,
    platform engineers can automate the streaming of engine logs to Azure Monitor,
    Log Analytics, or Storage Accounts. This configuration ensures compliance with
    enterprise security audits and automated log archival.
  language: HCL
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781432324
  needs_ai_refresh: false
  discovered_at: '2026-06-14T12:18:44.100638+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Infrastructure as Code
  - Database Automation
  - Terraform & Azure
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - terraform.md
  youtube_mosaic: {}
  duplicate_of: https://thomasthornton.cloud/2024/03/28/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform
https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=89e3feac8f11:
  title: null
  description: null
  year: null
  stars: null
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
  is_microservice: false
  status: online
  addition_method: null
  content_hash: null
  health_score: null
  last_checked: 1781432409
  needs_ai_refresh: false
  discovered_at: '2026-06-14T12:20:09.617802+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy: []
  tags: []
  v1_locations: []
  v2_locations: []
  youtube_mosaic: {}
https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era:
  title: 'techerati.com: Microservices in the Cloud-Native Era'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Explores the strategic paradigm shift toward microservices as the de
    facto structural archetype for scalable cloud platforms. It dissects operational
    complexities including traffic routing, discovery mechanisms, and failure domain
    containment through circuit-breakers. A vital read for architects planning monolithic-to-microservices
    migrations under modern Kubernetes-centric infrastructures.
  language: English
  resource_type: Technical Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781432431
  needs_ai_refresh: false
  discovered_at: '2026-06-14T12:20:31.808019+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Architecture Patterns
  - Microservices
  - Cloud-Native Infrastructure
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://thomasthornton.cloud/conditional-variables-in-azure-devops-pipelines:
  title: 'thomasthornton.cloud: Conditional Variables in Azure DevOps Pipelines'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Detailed evaluation of configuring dynamic and conditional variable
    expressions within Azure DevOps YAML pipelines. By utilizing built-in pipeline
    expressions, developers can adjust variable values based on source branch, trigger
    conditions, or build parameters. This capability promotes DRY (Don't Repeat Yourself)
    practices and allows high levels of pipeline reuse across different environments.
  language: YAML
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781432462
  needs_ai_refresh: false
  discovered_at: '2026-06-14T12:21:02.548550+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - CI/CD Platforms
  - Azure DevOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - azure.md
  youtube_mosaic: {}
  duplicate_of: https://thomasthornton.cloud/2021/08/04/conditional-variables-in-azure-devops-pipelines
https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines:
  title: 'thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo
    from Azure DevOps Pipelines'
  description: ''
  year: '2022'
  stars: 0
  ai_summary: Step-by-step automation guide showing how to programmatically publish
    comments back to Azure DevOps pull requests directly from active CI pipelines.
    Using the Azure DevOps REST API or CLI within pipeline stages, teams can auto-post
    code quality summaries, terraform plans, or security scanner findings. This approach
    shortens the feedback loop for developers and streamlines team review processes.
  language: YAML
  resource_type: Technical Article
  complexity: Intermediate
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781432463
  needs_ai_refresh: false
  discovered_at: '2026-06-14T12:21:03.837586+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - CI/CD Platforms
  - Azure DevOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - azure.md
  youtube_mosaic: {}
  duplicate_of: https://thomasthornton.cloud/2024/01/18/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines
https://code.tutsplus.com/rest-vs-grpc-battle-of-the-apis--cms-30711t:
  title: 'REST vs. gRPC: Battle of the APIs'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: Curator Insight presents this as a direct technical showdown. Live Grounding
    details the underlying HTTP/2 multiplexing advantage of gRPC versus HTTP/1.1 REST
    patterns. This guide provides concrete latency, serialization (Protobuf), and
    performance benchmarks crucial for microservices architects.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735866
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:37:46.083070+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Architecture
  - Inter-Service Communication
  - Protocols
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
https://blog.axway.com/learning-center/apis/api-management/what-is-api-management:
  title: 'axway.com: What is API Management?'
  description: ''
  year: '2022'
  stars: 1
  ai_summary: Curator Insight focuses on the operational oversight of APIs. Live Grounding
    confirms the resource details the full lifecycle of API management, including
    policy enforcement, rate limiting, and analytics. It provides architects with
    foundational criteria for evaluating enterprise-grade API gateways.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735867
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:37:47.143235+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Architecture
  - API Management
  - Lifecycle
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
https://blog.axway.com/learning-center/apis/basics/different-types-apis:
  title: "apifriends.com: What are the different types of APIs? \U0001F31F"
  description: ''
  year: '2021'
  stars: 2
  ai_summary: Curator Insight identifies this as a categorization guide. Live Grounding
    reveals a deep breakdown of open, partner, and internal APIs, along with architectural
    styles like REST, GraphQL, and gRPC. It is a key reference for establishing service-to-service
    governance rules.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735867
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:37:47.746809+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Architecture
  - API Management
  - Design Patterns
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
https://blog.axway.com/learning-center/apis/basics/what-is-an-api:
  title: 'apifriends.com: What is an API?'
  description: ''
  year: '2021'
  stars: 0
  ai_summary: Curator Insight highlights this resource as an entry point for understanding
    API fundamentals. Live Grounding verifies it details REST, SOAP, and RPC protocols
    with clear architectural trade-offs. It serves as an educational starting point
    for cloud-native developers navigating API design patterns.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735867
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:37:47.819915+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Architecture
  - API Management
  - Fundamentals
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - api.md
  youtube_mosaic: {}
  duplicate_of: https://www.postman.com/what-is-an-api
https://www.blazemeter.com/blog/devops-best-practices-testing:
  title: 'blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline'
  description: ''
  year: '2019'
  stars: 1
  ai_summary: Curator Insight emphasizes the DevOps efficiency gains using AWS-native
    pipelines. Live Grounding demonstrates how the platform automates continuous integration,
    integrates performance testing tools like BlazeMeter, and reduces manual deployment
    risk. It serves as a practical blueprint for cloud-native delivery.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735875
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:37:55.896311+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI-CD
  - Cloud-Native Delivery
  - AWS
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - aws-devops.md
  youtube_mosaic: {}
https://stackoverflow.com/questions/52337851/how-to-define-buildconfig-object-with-jenkins-and-openshift:
  title: 'stackoverflow: How to define BuildConfig object with Jenkins and openshift'
  description: ''
  year: '2018'
  stars: 1
  ai_summary: Curator Insight addresses automated OpenShift build pipelines. Live
    Grounding details the precise YAML and Jenkins pipeline syntax needed to safely
    trigger BuildConfig objects from external CI nodes. It remains highly relevant
    for legacy Jenkins-to-OpenShift integrations.
  language: English
  resource_type: Q&A
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735920
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:38:40.609296+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI-CD
  - Platform-as-a-Service
  - OpenShift
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - demos.md
  youtube_mosaic: {}
https://resources.axway.com:
  title: axway.com/digitize
  description: ''
  year: '2022'
  stars: 1
  ai_summary: Curator Insight positions this as Axway's resource repository. Live
    Grounding shows it serves as an enterprise catalog containing whitepapers, technical
    case studies, and integration blueprints. It is best utilized for scoping architectural
    patterns across multi-cloud enterprise setups.
  language: English
  resource_type: Portal
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735922
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:38:42.194703+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Architecture
  - Enterprise Integration
  - Resources
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - developerportals.md
  youtube_mosaic: {}
https://blog.axway.com/learning-center/apis/basics/full-lifecycle-api-management:
  title: Axway API Management
  description: ''
  year: '2021'
  stars: 2
  ai_summary: Curator Insight introduces Axway's enterprise-grade API suite. Live
    Grounding verifies that full-lifecycle API management coordinates API design,
    discovery, security, and usage monitoring under a unified management plane. It
    acts as a de facto reference for corporate digital transformation plans.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735922
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:38:42.527557+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Architecture
  - API Management
  - Platform Solutions
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://justinpolidori.com/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper:
  title: 'justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)'
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Curator Insight introduces cryptographic supply chain signing. Live
    Grounding validates that combining Sigstore Cosign with OPA Gatekeeper enables
    strict admissions-control validation of signed OCI containers. This setup forms
    the bedrock of zero-trust Kubernetes cluster pipelines.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735924
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:38:44.483997+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Software Supply Chain
  - Policy Enforcement
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.puppet.com:
  title: Relay
  description: ''
  year: '2021'
  stars: 1
  ai_summary: Curator Insight positions Relay as an event-driven DevOps automated
    response system. Live Grounding reveals that while Puppet has shifted its core
    focus, Relay pioneered trigger-based cloud infrastructure remediation workflows.
    It offers valuable historical design insights for serverless runbook systems.
  language: English
  resource_type: Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735924
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:38:44.485214+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Operations
  - Automation
  - Workflow Engines
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops-tools.md
  youtube_mosaic: {}
https://portworx.com/blog/implementing-data-security-on-red-hat-openshift:
  title: "portworx.com: Implementing Data Security on Red Hat OpenShift \U0001F31F"
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Curator Insight targets stateful application protection. Live Grounding
    displays how Portworx delivers hardware-level encryption, granular RBAC, and secure
    key-management integrations on Red Hat OpenShift. It provides a robust architecture
    for strict financial or healthcare compliance criteria.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735925
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:38:45.114717+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Storage
  - Enterprise Storage
  - OpenShift
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://www.tigera.io/project-calico:
  title: "Project Calico \U0001F31F"
  description: ''
  year: '2026'
  stars: 5
  ai_summary: Curator Insight flags Calico as an industry-standard networking engine.
    Live Grounding reviews its implementation of eBPF and standard Linux iptables
    routing schemes to enforce high-performance network security. It remains an absolute
    standard for zero-trust workloads.
  language: English
  resource_type: Project
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736024
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:40:24.199302+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Networking
  - CNI Plugins
  - Security Policy
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - devsecops.md
  youtube_mosaic: {}
https://labs.iximiuz.com/tutorials/docker-run-vs-attach-vs-exec:
  title: 'iximiuz.com: Containers 101: attach vs. exec - what''s the difference?'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Curator Insight breaks down fundamental OCI execution flags. Live Grounding
    highlights the difference between attaching to a main container process (TTY/STDIN
    sharing) and starting an independent debug process via exec. Essential reading
    for system level container operations.
  language: English
  resource_type: Interactive Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735928
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:38:48.941041+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Containerization
  - Fundamentals
  - Container Runtimes
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - docker.md
  youtube_mosaic: {}
https://www.docker.com:
  title: "docker.com: Docker and Ambassador Labs Announce Telepresence for Docker,
    Improving the Kubernetes Development Experience \U0001F31F"
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Curator Insight focuses on solving local-to-remote debugging loops.
    Live Grounding highlights how the Telepresence integration routes traffic between
    local Docker containers and active Kubernetes environments. It facilitates near-zero
    friction testing for distributed development squads.
  language: English
  resource_type: Announcement
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735938
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:38:58.360313+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Development
  - Local Environments
  - Testing Tools
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - docker.md
  youtube_mosaic: {}
https://www.docker.com/blog:
  title: 'docker.com: Kubernetes in Production Environments'
  description: ''
  year: '2020'
  stars: 3
  ai_summary: Curator Insight outlines production orchestration methodologies. Live
    Grounding reviews security boundary configuration, container lifecycle tracking,
    and host performance balancing. Best suited for teams mapping their early-stage
    infrastructure migrations.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736011
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:40:11.975548+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Cluster Operations
  - Production Readiness
  - Ecosystem
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - docker.md
  youtube_mosaic: {}
? https://examples.javacodegeeks.com/java-development/enterprise-java/spring/tomcat-vs-jetty-vs-undertow-comparison-of-spring-boot-embedded-servlet-containers
: title: 'Tomcat vs. Jetty vs. Undertow: Comparison of Spring Boot Embedded Servlet
    Containers'
  description: ''
  year: '2019'
  stars: 3
  ai_summary: Curator Insight compares Java microservices web engines. Live Grounding
    parses resource footprints, non-blocking I/O support, and throughput capacity
    benchmarks between Tomcat, Jetty, and Undertow. Essential for microservices tuning
    when running inside standard OCI wrappers.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735941
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:39:01.406322+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Architecture
  - Runtime Environments
  - JVM Containers
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - embedded-servlet-containers.md
  youtube_mosaic: {}
https://mergify.com:
  title: mergify.io
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Curator Insight showcases automated pull request workflows. Live Grounding
    reveals a sophisticated automation engine that handles conditional merging, queue
    scheduling, and branch rebase synchronization on GitHub. It minimizes human bottlenecks
    during continuous deployment cycles.
  language: English
  resource_type: Service
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735950
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:39:10.213624+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI-CD
  - Developer Operations
  - Automation
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - git.md
  youtube_mosaic: {}
https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-charts:
  title: 'cncf.io: Quick application deployments on MicroK8s using Helm Charts'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Curator Insight explores lightweight Kubernetes distributions. Live
    Grounding shows how combining MicroK8s' single-command setup with Helm deployments
    yields ultra-fast feedback loops for edge computing and local testing. Essential
    for local testing scenarios.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735950
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:39:10.478631+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Environments
  - Edge and IoT
  - MicroK8s
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - helm.md
  youtube_mosaic: {}
https://hackandslash.blog/how-to-create-custom-helm-charts:
  title: "mbbaig.blog: How to create custom Helm charts \U0001F31F"
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Curator Insight offers a deep-dive tutorial into templating. Live Grounding
    details how to construct, parameterize, and lint Helm templates for microservices
    deployments. Perfect for platform engineers moving from static YAML to dynamic
    definitions.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735950
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:39:10.910295+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Orchestration
  - Package Management
  - Helm
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - helm.md
  youtube_mosaic: {}
https://dzone.com/articles/microservices-anti-patterns:
  title: 'developer.com: Overcoming the Common Microservices Anti-Patterns'
  description: ''
  year: '2018'
  stars: 3
  ai_summary: Curator Insight dissects common architectural pitfalls in distributed
    systems. Live Grounding analyzes anti-patterns such as the 'Distributed Monolith',
    hardcoded network locations, and shared databases. It offers structural refactoring
    paths crucial for microservice transitions.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735973
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:39:33.838417+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Architecture
  - Microservices
  - Design Patterns
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - introduction.md
  youtube_mosaic: {}
https://www.blazemeter.com/blog:
  title: 'blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018'
  description: ''
  year: '2018'
  stars: 1
  ai_summary: Curator Insight highlights the core modular capabilities of Jenkins.
    Live Grounding lists popular plugins for pipeline visualization, Git integration,
    and test suite automation. Primarily valuable for retrofitting older enterprise
    pipelines.
  language: English
  resource_type: Blog Post
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781735992
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:39:52.083894+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI-CD
  - Developer Operations
  - Jenkins
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - jenkins.md
  youtube_mosaic: {}
https://portworx.com/products/portworx-backup:
  title: PX-Backup
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Curator Insight presents a dedicated backup manager for stateful pods.
    Live Grounding validates PX-Backup's ability to offer application-consistent backups,
    multi-cloud cross-cluster migrations, and instantaneous disaster recovery schedules.
    It is a premium product for compliance-driven stateful setups.
  language: English
  resource_type: Product
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736003
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:40:03.454614+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Storage
  - Backup and Recovery
  - Disaster Recovery
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes-backup-migrations.md
  youtube_mosaic: {}
https://portworx.com/blog/how-to-backup-and-restore-elasticsearch-on-kubernetes:
  title: 'portworx.com: How to backup and restore Elasticsearch on Kubernetes'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Curator Insight explores distributed database safety. Live Grounding
    demonstrates how to snapshot stateful Elasticsearch clusters running inside Kubernetes
    without causing data loss or node downtime. A concrete manual for database administrators.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736012
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:40:12.833892+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Storage
  - Database Operations
  - Elasticsearch
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-monitoring.md
  youtube_mosaic: {}
https://eevans.co/blog/deconstructing-kubernetes-networking/index.html:
  title: 'eevans.co: Deconstructing Kubernetes Networking'
  description: ''
  year: '2019'
  stars: 4
  ai_summary: Curator Insight presents an exceptional architectural breakdown of the
    CNI layer. Live Grounding traces the packet path from Container-to-Container,
    Pod-to-Pod, and Pod-to-Service using concrete routing and Linux network namespace
    constructs. Highly technical and illuminating.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736022
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:40:22.566740+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Networking
  - Deep Dive
  - Packet Flow
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
  youtube_mosaic: {}
https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog:
  title: 'blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Curator Insight introduces programmatic cluster deployment. Live Grounding
    illustrates kOps-driven state configurations and asset automation on cloud providers.
    Useful for architects demanding self-managed declarative control over AWS instances.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736023
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:40:23.088845+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Provisioning
  - Cluster Lifecycle
  - kOps
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes-on-premise.md
  youtube_mosaic: {}
https://www.tigera.io/blog/advertising-kubernetes-service-ips-with-calico-and-bgp:
  title: 'projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Curator Insight maps Kubernetes services straight to external routers.
    Live Grounding demonstrates how Calico utilizes BGP to advertise Service ClusterIPs
    and LoadBalancer IPs outside the cluster. A vital reference for bare-metal integrations.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736023
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:40:23.830566+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Networking
  - Advanced Routing
  - BGP
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes-networking.md
  youtube_mosaic: {}
https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-cluster-api:
  title: 'cncf.io webinar: Deploying Kubernetes to bare metal using cluster API'
  description: ''
  year: '2020'
  stars: 4
  ai_summary: Curator Insight details cluster bootstrapping mechanics. Live Grounding
    analyzes the utilization of the Cluster API (CAPI) declarative model to manage
    bare-metal infrastructure. Highly strategic for on-premises hybrid-cloud operations.
  language: English
  resource_type: Webinar
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736026
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:40:26.577864+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Provisioning
  - Cluster Lifecycle
  - Cluster API
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes-on-premise.md
  youtube_mosaic: {}
https://www.itwonderlab.com/ansible-kubernetes-vagrant-tutorial:
  title: "itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd
    (in 3 minutes) \U0001F31F"
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Curator Insight presents an automated multi-node testing setup. Live
    Grounding provides high-grade Ansible playbooks coupled with Vagrant VMs running
    containerd. Highly useful for local multi-node cluster prototyping.
  language: English
  resource_type: Tutorial
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736027
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:40:27.034988+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Provisioning
  - Local Environments
  - Infrastructure-as-Code
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - kubernetes-on-premise.md
  youtube_mosaic: {}
https://www.doit.com/blog:
  title: 'blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE'
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Curator Insight targets global high-availability traffic setups. Live
    Grounding explains GKE Multi-Cluster Ingress (MCI) and Multi-Cluster Gateway architectures.
    Extremely helpful for architects designing resilient global multi-region applications.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736079
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:19.357750+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Kubernetes Networking
  - Multi-Cluster
  - Load Balancing
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - managed-kubernetes-in-public-cloud.md
  youtube_mosaic: {}
https://enclaver.io/docs/0.x/getting-started:
  title: 'programmer.ink: Maven scaffolding best practices'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Curator Insight points to Enclaver's getting started guides. Live Grounding
    explains how Enclaver packages OCI containers into highly secure, isolated enclave
    images (e.g., AWS Nitro Enclaves). It provides a concrete bridge between container
    delivery and confidential computing.
  language: English
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736081
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:21.419480+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Security
  - Confidential Computing
  - Enclaves
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - maven-gradle.md
  youtube_mosaic: {}
https://blog.axway.com/learning-center/apis/api-management/whats-ipaas:
  title: 'blog.axway.com: What is iPaaS?'
  description: ''
  year: '2021'
  stars: 2
  ai_summary: Curator Insight defines Integration Platform as a Service (iPaaS). Live
    Grounding details how iPaaS orchestrates workflows across cloud and on-premises
    environments, acting as a high-density hub for enterprise integration. Crucial
    for understanding legacy modernization routes.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736082
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:22.450958+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Architecture
  - Enterprise Integration
  - iPaaS
  tags:
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - message-queue.md
  youtube_mosaic: {}
https://dzone.com/articles/event-driven-microservices-1:
  title: 'developer.com: An Introduction to Event Driven Microservices'
  description: ''
  year: '2018'
  stars: 3
  ai_summary: Curator Insight reviews async architectural decoupling. Live Grounding
    defines event state tracking, message brokers, and transactional outbox patterns.
    It acts as a clear reference guide for moving away from brittle synchronous HTTP
    calls.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736083
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:41:23.294214+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Application Architecture
  - Microservices
  - Event-Driven
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - message-queue.md
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https://sciencelogic.com/platform/skylar-advisor:
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  stars: 3
  ai_summary: Curator Insight outlines automated root-cause analysis. Live Grounding
    shows that Zebrium, now integrated into ScienceLogic as Skylar Advisor, uses unsupervised
    machine learning to detect anomalies in massive multi-system log flows. It serves
    as an automated debugging aid.
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  resource_type: Service
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736245
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  discovered_at: '2026-06-18T00:44:05.080064+02:00'
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  hierarchy:
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  - Log Analysis
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://portworx.com/blog/run-ha-elasticsearch-elk-red-hat-openshift:
  title: How to Run HA Elasticsearch (ELK) on Red Hat OpenShift
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Curator Insight targets high-availability ELK stack patterns. Live Grounding
    outlines storage volume pairing, stateful replication rules, and failover topologies
    specific to OpenShift. A crucial reference for running enterprise log stacks safely.
  language: English
  resource_type: Blog Post
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736112
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  discovered_at: '2026-06-18T00:41:52.841796+02:00'
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  company: null
  geo_region: null
  hierarchy:
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  - OpenShift
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - ocp3.md
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https://www.blazemeter.com/blog/open-source-load-testing-tools:
  title: 'blazemeter.com: Open Source Load Testing Tools: Which One Should You Use?'
  description: ''
  year: '2023'
  stars: 3
  ai_summary: A comprehensive comparison of open-source load testing utilities including
    JMeter, Locust, and k6. The guide evaluates key selection criteria such as protocol
    support, scripting language, and distributed execution capabilities. It assists
    infrastructure and quality engineers in selecting the optimal performance verification
    framework.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736122
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:42:02.799493+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Performance Testing
  - Open Source Tools
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.blazemeter.com/blog/continuous-integration-jenkins:
  title: "Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins
    \U0001F31F"
  description: ''
  year: '2022'
  stars: 4
  ai_summary: Step-by-step technical guide for integrating Apache JMeter load tests
    within Jenkins CI/CD pipelines. Explains performance threshold configuration,
    dynamic build promotion, and reporting plugins. Highly valuable for establishing
    automated performance regression gates in automated delivery cycles.
  language: English
  resource_type: Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736133
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:42:13.065091+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - CI-CD Platforms
  - Jenkins
  - Performance Integration
  tags:
  - '[ENTERPRISE-STABLE]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - performance-testing-with-jenkins-and-jmeter.md
  youtube_mosaic: {}
https://portworx.com/blog/kubernetes-backup-monitoring:
  title: 'portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana'
  description: ''
  year: '2023'
  stars: 3
  ai_summary: Technical overview of configuring Prometheus and Grafana to monitor
    stateful backup operations within Kubernetes. Evaluates critical operational metrics
    such as recovery point objective (RPO) compliance, storage utilization, and backup
    job failures. Crucial for operations teams managing enterprise-grade database
    persistence on Kubernetes.
  language: English
  resource_type: Article
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736134
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:42:14.077838+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Management
  - Kubernetes Storage
  - Backup Monitoring
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - prometheus.md
  youtube_mosaic: {}
https://stackoverflow.com/questions/8087184/installing-python-3-on-rhel:
  title: "stackoverflow: Problems installing python3 on RHEL \U0001F31F"
  description: ''
  year: '2012'
  stars: 4
  ai_summary: Highly referenced community StackOverflow discussion outlining strategies
    and troubleshooting methods for compiling and installing Python 3 on RHEL environments.
    Addresses library dependency resolution and alternative package repositories like
    SCL. Essential historical reference for systems administrators managing enterprise
    Linux boxes.
  language: English
  resource_type: Q&A
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736143
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:42:23.618474+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Operating Systems
  - Red Hat Enterprise Linux
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - python.md
  youtube_mosaic: {}
https://nubenetes.com/azure:
  title: Azure Policy
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Specialized gateway and reference documentation for enforcing structural
    compliance, resource auditing, and governance across Azure resource environments.
    Explains custom definition policies, policy initiatives, and automated remediation
    workflows. Critical reference for maintaining operational guardrails in enterprise
    cloud architectures.
  language: English
  resource_type: Documentation
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736153
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:42:33.998566+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Public Cloud
  - Azure Integration
  - Cloud Governance
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - securityascode.md
  youtube_mosaic: {}
https://justinpolidori.com/posts/20220611_vcluster_auth:
  title: 'justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster
    (K3S)'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Deep technical walkthrough explaining the integration of Dex as an identity
    broker with LDAP to secure virtualized Kubernetes clusters (vcluster/K3s). Explains
    certificate handling, downstream cluster federation, and RBAC mapping. Solves
    complex multi-tenant enterprise identity requirements in high-density development
    environments.
  language: English
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736154
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:42:34.113958+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Virtual Clusters
  - Identity and Access Management
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - rancher.md
  youtube_mosaic: {}
https://www.apptio.com/blog/rancher-vs-kubernetes/?src=kc-blog:
  title: 'blog.kubecost.com: Rancher vs Kubernetes: It’s not either or'
  description: ''
  year: '2023'
  stars: 3
  ai_summary: Informative analysis clarifying the distinction between raw Kubernetes
    and multi-cluster orchestration management via Rancher. Details how Rancher operates
    on top of standard distributions to provide unified authentication, security compliance,
    and application catalog features. Excellent material for platform architects planning
    enterprise-wide cluster control planes.
  language: English
  resource_type: Comparison
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736154
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:42:34.651639+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Multi-Cluster Management
  - Rancher vs K8s
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - rancher.md
  youtube_mosaic: {}
https://www.rancher.academy:
  title: "Rancher Academy \U0001F31F"
  description: ''
  year: '2025'
  stars: 5
  ai_summary: Official educational platform providing comprehensive training, labs,
    and certification programs for SUSE Rancher, K3s, and global multi-cluster enterprise
    deployments. Guides practitioners through structural best practices for platform
    engineering, security, and edge operations. Recommended for engineers targeting
    certified Rancher competencies.
  language: English
  resource_type: Training
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736154
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:42:34.799739+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Education and Training
  - Multi-Cluster Management
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - rancher.md
  youtube_mosaic: {}
https://vmblog.com/bylines/the-rise-of-modern-day-kubernetes-operations:
  title: 'vmblog.com: The Rise of Modern Day Kubernetes Operations'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Industry insight analyzing the evolution of Day-2 Kubernetes operations,
    tracking the rise of automated cluster lifecycle tooling, declarative configuration
    management, and developer self-service. Explains the transition from manual infrastructure
    administration to modern DevOps and platform engineering paradigms.
  language: English
  resource_type: Article
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736181
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:01.744722+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Kubernetes Day 2
  - Operational Excellence
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.cncf.io/training/certification/software-conformance:
  title: Certified Kubernetes offerings
  description: ''
  year: '2026'
  stars: 4
  ai_summary: Official CNCF conformance page for checking Certified Kubernetes distributions,
    installers, and hosted platforms. Guarantees interoperability and conformance
    with Kubernetes APIs across diverse clouds and private infrastructures. Important
    directory for verified enterprise-level stack selection.
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736190
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:10.780914+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Container Orchestration
  - Industry Standards
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.tigera.io/blog/using-kubernetes-to-orchestrate-vms:
  title: 'projectcalico.org: Using Kubernetes to orchestrate VMs'
  description: ''
  year: '2021'
  stars: 3
  ai_summary: Technical exploration of integrating Calico CNI with Kubernetes virtual
    machine orchestrators like KubeVirt. Demonstrates how to apply unified, declarative
    network security policies across legacy virtual machines and modern microservice
    pods. Bridges the gap for unified network topology management in hybrid environments.
  language: English
  resource_type: Guide
  complexity: Advanced
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736191
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:11.335933+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
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  - Hyperconverged Infrastructure
  - Network Security
  tags:
  - '[GUIDE]'
  - '[LEGACY]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://storageclass.info/drivers:
  title: Searchable list of Kubernetes Storage Providers
  description: ''
  year: '2025'
  stars: 4
  ai_summary: An exhaustive, searchable reference database listing Kubernetes Container
    Storage Interface (CSI) drivers and storage providers. Helps engineers evaluate
    capability matrices, dynamic provisioning options, snapshot support, and multi-cloud
    volume attachments. Essential directory for matching platform storage needs with
    verified solutions.
  language: English
  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736200
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:20.848778+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Cloud Native Storage
  - CSI Drivers
  - Reference Inventories
  tags:
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.apptio.com/topics/kubernetes/labels/?src=kc-blog:
  title: 'blog.kubecost.com: The Guide to Kubernetes Labels'
  description: ''
  year: '2023'
  stars: 3
  ai_summary: Practical engineering guide reviewing how Kubernetes labels, annotations,
    and selectors form the foundation of service discovery, deployment organization,
    and network routing. Provides optimal tagging schemas for microservice deployments,
    cost allocation, and multi-tenant filtering.
  language: English
  resource_type: Guide
  complexity: Beginner
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736211
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:31.630787+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Configuration Management
  - Declarative Deployments
  - Labels and Selectors
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.cncf.io/training/certification/ckad:
  title: 'cncf.io: Certified Kubernetes Application Developer (CKAD)'
  description: ''
  year: '2026'
  stars: 5
  ai_summary: Official CNCF training and certification page for the Certified Kubernetes
    Application Developer (CKAD) program. Validates a developer's hands-on ability
    to build, configure, expose, and troubleshoot cloud-native applications on standard
    Kubernetes engines. Globally recognized standard for application developers in
    modern platforms.
  language: English
  resource_type: Training
  complexity: Intermediate
  is_microservice: true
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736221
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:41.414426+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Platform Engineering
  - Education and Training
  - CKAD
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.apptio.com/topics/kubernetes/aks-cost/?src=kc-blog:
  title: 'blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost'
  description: ''
  year: '2023'
  stars: 3
  ai_summary: Integration handbook addressing architectural steps to run Kubecost
    on Azure Kubernetes Service (AKS). Guides administrators through Azure account
    credentials integration, spot instance cost estimation, and corporate cost-governance
    reporting within Azure environments.
  language: English
  resource_type: Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736221
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:41.909629+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Financial Operations
  - Azure Integration
  - Kubernetes FinOps
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
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  youtube_mosaic: {}
https://www.apptio.com/products/kubecost/?src=kc-com:
  title: "Kubecost \U0001F31F"
  description: ''
  year: '2026'
  stars: 5
  ai_summary: The industry-standard real-time resource cost allocation and observability
    tool for multi-cluster environments. Seamlessly integrates with cloud APIs and
    Prometheus metrics to calculate granular cluster spend down to the namespace,
    deployment, and label level. Empowers engineering teams with automated optimization
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  language: English
  resource_type: Tool
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736221
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:41.912108+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Financial Operations
  - Kubernetes FinOps
  - Cost Management
  tags:
  - '[DE FACTO STANDARD]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.apptio.com/topics/kubernetes/node-affinity/?src=kc-blog:
  title: 'blog.kubecost.com: Kubernetes node affinity: examples & instructions'
  description: ''
  year: '2023'
  stars: 3
  ai_summary: Deep dive tutorial exploring Kubernetes scheduling constraints, with
    special focus on node affinity, node anti-affinity, and node selectors. Explains
    soft vs hard constraints (preferredDuringScheduling and requiredDuringScheduling)
    with concrete, production-grade YAML snippets.
  language: English
  resource_type: Guide
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736221
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:41.912699+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Scheduling and Eviction
  - Advanced Scheduling
  - Node Affinity
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://www.apptio.com/blog-devops/?src=kc-blog:
  title: 'blog.kubecost.com: Kubecost raises $5.5 million to help teams monitor and
    reduce their Kubernetes spend'
  description: ''
  year: '2021'
  stars: 2
  ai_summary: Historic coverage highlighting Kubecost's strategic venture backing
    to scale operational efforts and meet the explosive demand for FinOps tooling
    within Kubernetes networks. Summarizes market drivers leading to cloud-native
    expense monitoring as a critical corporate focus area.
  language: English
  resource_type: News
  complexity: Beginner
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736222
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:42.131324+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Financial Operations
  - Kubernetes FinOps
  - Industry News
  tags:
  - '[COMMUNITY-TOOL]'
  v1_locations: []
  v2_locations:
  - kubernetes.md
  youtube_mosaic: {}
https://portworx.com/blog/automating-kubernetes-data-management-with-gitops-autopilot:
  title: 'portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot'
  description: ''
  year: '2022'
  stars: 3
  ai_summary: Explores Portworx Autopilot functionality in orchestrating automated
    volume capacity expansion and lifecycle data management using declarative GitOps
    models. Details how platform operators can automate storage provisioning dynamically
    based on real-time traffic demand, avoiding manual resizing overheads.
  language: English
  resource_type: Guide
  complexity: Advanced
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736235
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:55.537627+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Data Management
  - Kubernetes Storage
  - GitOps Storage
  tags:
  - '[COMMUNITY-TOOL]'
  - '[GUIDE]'
  v1_locations: []
  v2_locations:
  - gitops.md
  youtube_mosaic: {}
https://www.puppet.com/resources/state-of-devops-report:
  title: "puppet.com: The 2021 State of DevOps Report is here! \U0001F31F"
  description: ''
  year: '2021'
  stars: 4
  ai_summary: Landmark research report outlining DevOps adoption phases, focusing
    on the critical role of platform engineering and self-service capabilities in
    accelerating organizational maturity. Delivers quantifiable performance metrics
    comparing elite, high, and low performing technical teams worldwide. Highly valuable
    resource for strategic cloud planning.
  language: English
  resource_type: Report
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736235
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:43:55.858880+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Management and Strategy
  - DevOps Culture
  - Industry Reports
  tags:
  - '[CASE STUDY]'
  - '[ENTERPRISE-STABLE]'
  v1_locations: []
  v2_locations:
  - devops.md
  youtube_mosaic: {}
https://vadimkravcenko.com/shorts/promotion-based-development:
  title: 'Promotion-Based Development: A Fast Track to Mediocrity'
  description: ''
  year: '2023'
  stars: 4
  ai_summary: A thought-provoking critique of development environments where promotion
    tracks heavily incentivize complex over-engineering and short-term visibility
    tasks rather than long-term architectural stability. Warns against standard architectural
    anti-patterns created by misaligned individual KPIs. Highly valuable reading for
    engineering leadership.
  language: English
  resource_type: Article
  complexity: Beginner
  is_microservice: false
  status: duplicate
  addition_method: manual
  content_hash: null
  health_score: null
  last_checked: 1781736244
  needs_ai_refresh: false
  discovered_at: '2026-06-18T00:44:04.748004+02:00'
  last_ai_eval: null
  company: null
  geo_region: null
  hierarchy:
  - Management and Strategy
  - Engineering Culture
  - Career Development
  tags:
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  v1_locations: []
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https://learn.microsoft.com/en-us/azure/devops/pipelines:
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  ai_summary: Cloud-hosted CI/CD pipeline service by Microsoft, supporting both Windows,
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https://cursor.com:
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  ai_summary: The premier AI-first code editor, built as a fork of VS Code, offering
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  resource_type: Software
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
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  hierarchy:
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  youtube_mosaic: {}
https://antigravity.google:
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  stars: 5
  ai_summary: 'Google''s unified development platform and SDK (google-antigravity)
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  resource_type: Software
  complexity: Advanced
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  status: online
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
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https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview:
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  stars: 5
  ai_summary: 'Anthropic''s official command-line interface (CLI) tool designed for
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    Claude Code can read codebases, execute commands, run tests, and manage git workflows
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  resource_type: Reference
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
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  discovered_at: '2026-06-18T15:09:31.021365+02:00'
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  hierarchy:
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  tags:
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  youtube_mosaic: {}
https://githubnext.com/projects/copilot-workspace:
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  year: '2025'
  stars: 5
  ai_summary: 'An agentic development environment by GitHub Next designed to orchestrate
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    Assists developers from specification to implementation, verification, and code
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  language: English
  resource_type: Reference
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  is_microservice: false
  status: online
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1781788171
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  discovered_at: '2026-06-18T15:09:31.021367+02:00'
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  company: null
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  hierarchy:
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  tags:
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  v1_locations:
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  youtube_mosaic: {}
https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode:
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  stars: 5
  ai_summary: 'Official documentation for the Agent Mode inside GitHub Copilot.

    Guides developers on configuring autonomous multi-file refactoring, debugging,
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  resource_type: Reference
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1781788171
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  discovered_at: '2026-06-18T15:09:31.021369+02:00'
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  company: null
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  hierarchy:
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  stars: 5
  ai_summary: 'Enterprise patterns and best practices for continuous delivery (CD)
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    Highlights secure credential management, least privilege, runner isolation, environment
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  resource_type: Blog
  complexity: Intermediate
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  status: online
  addition_method: manual
  content_hash: N/A
  health_score: 100.0
  last_checked: 1781788171
  needs_ai_refresh: false
  discovered_at: '2026-06-18T15:09:31.021372+02:00'
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  company: null
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  hierarchy:
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  tags:
  - '[DE FACTO STANDARD]'
  v1_locations:
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  youtube_mosaic: {}
https://www.youtube.com/@Firebase:
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  description: Official YouTube channel for Firebase, Google's app development platform
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  stars: null
  ai_summary: Official YouTube channel for Firebase, Google's app development platform
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  status: online
  addition_method: manual
  content_hash: ''
  health_score: 100.0
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  hierarchy:
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  stars: null
  ai_summary: Official YouTube channel for Supabase, the open-source Firebase alternative
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  language: English
  resource_type: Reference
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  status: online
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  content_hash: ''
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  company: null
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  hierarchy:
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https://www.youtube.com/@IONOSUK:
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  stars: null
  ai_summary: Official YouTube channel for IONOS UK, European cloud and web hosting
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  language: English
  resource_type: Reference
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  status: online
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  health_score: 100.0
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  company: IONOS
  geo_region: Europe
  hierarchy:
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  v1_locations:
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https://www.youtube.com/nutanix:
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  ai_summary: Official YouTube channel for Nutanix, hyperconverged infrastructure
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  language: English
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  company: Nutanix
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  hierarchy:
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https://www.youtube.com/vmware:
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  ai_summary: Official YouTube channel for VMware, virtualization and cloud infrastructure
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  hierarchy:
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  hierarchy:
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https://www.youtube.com/user/SAP:
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  ai_summary: Official YouTube channel for SAP, enterprise software and business technology
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  hierarchy:
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https://www.youtube.com/@spinnaker7813:
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https://www.youtube.com/@SonarSource:
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  is_microservice: false
  status: null
  addition_method: manual
  content_hash: 98c394480b9f945dad942b60082b918ba22f9f035075e845b1dc3ad098987c6a
  health_score: 100.0
  last_checked: 1779031694
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  discovered_at: '2026-05-17T17:28:14.017055+02:00'
  last_ai_eval: null
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  youtube_mosaic:
    category: devops_cicd_iac
    image: images/sonarsource_channel.jpg
    order_v1: 52
    order_v2: 17
https://www.youtube.com/@DevOpsDirective:
  title: DevOps Directive
  description: null
  year: null
  stars: null
  ai_summary: null
  language: null
  resource_type: null
  complexity: null
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  status: null
  addition_method: manual
  content_hash: null
  health_score: 100.0
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  needs_ai_refresh: false
  discovered_at: null
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  youtube_mosaic:
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    image: images/devopsdirective.jpg
    order_v1: 146
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https://www.youtube.com/@DevOpsParadox:
  title: DevOps Paradox
  description: null
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https://www.youtube.com/embed/TcE56uuB1Qc:
  title: 'Kubernetes vs. OpenShift: Choosing DevOps and CI/CD Workflows'
  description: Featured video comparing vanilla Kubernetes with Red Hat OpenShift.
  year: '2026'
  stars: 0
  ai_summary: This panel discussion features Ray Abaid detailing the core operational
    and architectural differences between running vanilla Kubernetes and Red Hat OpenShift.
    While Kubernetes provides the foundational container scheduling and cluster connectivity,
    OpenShift layers pre-integrated operators, automated build pipelines, and enterprise-grade
    security out of the box. For platform teams, this comparison highlights how choosing
    between the modularity of raw Kubernetes and the unified developer experience
    of OpenShift directly impacts delivery velocity and day-2 maintenance overhead.
  language: English
  resource_type: Video
  complexity: Intermediate
  is_microservice: false
  status: online
  addition_method: manual
  content_hash: null
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  youtube_mosaic: {}
  category: Cloud Native Platforms & Kubernetes
  is_enriched: true
  is_featured_video: true
  technology: OpenShift
  video_order: 10
