diff --git a/README.md b/README.md index 45310b05..f7c73ea7 100644 --- a/README.md +++ b/README.md @@ -135,14 +135,14 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T ## 2. Repository Metrics and Evolution ### 2.1. The "Heart" of Nubenetes -(Stats as of 2026-08-01) +(Stats as of 2026-08-14) | Metric | Value | | :--- | :--- | | **Total Technical Resources (Links)** | **18662+** | | **Specialized MD Pages** | **162** | -| **Total Commits** | **6953+** | +| **Total Commits** | **6959+** | | **Primary AI Engine** | **Google Gemini (Agentic)** | @@ -180,7 +180,7 @@ The growth of Nubenetes reflects the acceleration of the Cloud Native ecosystem. | 6 | 2023 | 30 | 123 | Maintenance & Refinement | | 7 | 2024 | 53 | 218 | Curation Strategy Pivot | | 8 | 2025 | 5 | 20 | Stability & Research Phase | -| 9 | 2026 | 3394 | 14,017 | **Agentic AI Surge** (May 2026 Inception) | +| 9 | 2026 | 3400 | 14,042 | **Agentic AI Surge** (May 2026 Inception) | @@ -196,8 +196,8 @@ xychart-beta title "Nubenetes Annual Growth Metrics (2018–2026)" x-axis ["2018", "2019", "2020", "2021", "2022", "2023", "2024", "2025", "2026"] y-axis "Volume (Commits / Estimated New Refs)" 0 --> 15000 - bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 14017] - bar [350, 142, 2046, 531, 402, 30, 53, 5, 3394] + bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 14042] + bar [350, 142, 2046, 531, 402, 30, 53, 5, 3400] ``` @@ -209,7 +209,7 @@ xychart-beta | 2026-05 | 2101 | 8,677 | **Agentic Inception (Gemini Era)** | | 2026-06 | 853 | 3,522 | Active Curation | | 2026-07 | 382 | 1,577 | Active Curation | -| 2026-08 | 33 | 136 | Active Curation | +| 2026-08 | 39 | 161 | Active Curation | ### 2.4. Content Distribution and Semantic Clustering diff --git a/data/inventory.sql b/data/inventory.sql index ab556584..d059881c 100644 --- a/data/inventory.sql +++ b/data/inventory.sql @@ -1466,7 +1466,7 @@ INSERT INTO "resources" VALUES('https://blog.cloudflare.com/optimizing-core-unit INSERT INTO "resources" VALUES('https://blog.cloudflare.com/our-unified-data-platform','How we built Cloudflare''s data platform and an AI agent on top of it','Cloudflare introduces Town Lake, their in-house unified data platform featuring a single SQL interface, and Skipper, an AI agent enabling natural language queries over metadata, ClickHouse, and R2 logs.','2026',4,'Cloudflare addresses corporate data sprawl by engineering Town Lake, a centralized data platform that unifies access to disparate ClickHouse clusters, Kafka streams, R2 buckets, and PostgreSQL instances. On top of this single SQL interface, they implemented Skipper, an LLM-powered natural language database agent that allows teams to perform complex, auditable ad-hoc queries. This architecture significantly improves developer productivity, reduces cross-organizational data silos, and avoids the cost of querying raw sampled data logs.','en','article','Advanced',0,'online','automatic','77138477f410121e0316580f62a5f8b8ba09e72e24ffbdf97d0cb585567d46e7',NULL,1780353052,0,'2026-06-02T00:30:52.024421+02:00',NULL,NULL,NULL,'["Data Engineering > Data Lakehouse > Unified SQL Query Interfaces"]','["CASE STUDY", "EMERGING"]','[]','[]','{}','{"category": "aws-databases", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/6TH1tmcxAA3gDCsdXcnqSl/8c8b1ca2b9b83459d6f54025f5f8c1eb/OG_Share_2024-2025-2026__36_.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); INSERT INTO "resources" VALUES('https://blog.cloudflare.com/tools-for-debugging-testing-and-using-http-2','blog.cloudflare.com - Tools for debugging, testing and using HTTP/2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','af01f89af517a2b38c3e009fc990713cf9f30c915752e06972bc47f8271e17f5',100.0,1779029379,1,'2026-05-17T16:49:39.016448+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudflare.com/zero-trust-private-networking-rules','blog.cloudflare.com: Zero Trust Private Networking Rules','','2026',0,'Architectural documentation for defining identity-aware, Zero Trust private network topologies in Cloudflare. Explains granular permission structures to govern internal database and API access paths.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Zero Trust"]','["[COMMUNITY-TOOL]"]','[]','["cloudflare.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudgeni.ai/the-definitive-guide-to-importing-your-cloud-resources-into-iac','The Definitive Guide to Importing Your Cloud Resources into IaC','','2026',0,'A detailed technical review addressing drift reconciliation when converting untracked click-ops clouds into declarative state files. Reviews native state import commands and toolkits that automate resource generation.','None','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Migration Strategies"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "iac.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.cloudgeni.ai/the-definitive-guide-to-importing-your-cloud-resources-into-iac','The Definitive Guide to Importing Your Cloud Resources into IaC','','2026',0,'A detailed technical review addressing drift reconciliation when converting untracked click-ops clouds into declarative state files. Reviews native state import commands and toolkits that automate resource generation.','None','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Migration Strategies"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "iac.md", "kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudneutral.se/running-cockroachdb-tpc-c-benchmark-on-gke','blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE','','N/A',0,'A curated technical resource and architectural guide covering blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030034,0,'2026-05-17T17:00:34.788685+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudnloud.com/kubernetes-volume','blog.cloudnloud.com: Kubernetes Volume','','N/A',0,'A curated technical resource and architectural guide covering blog.cloudnloud.com: Kubernetes Volume in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031564,0,'2026-05-17T17:26:04.555658+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudsecque.com/how-to-improve-the-security-of-your-applications-with-kubernetes-security-scanners-cda97fd2f574','==blog.cloudsecque.com: How to Improve the Security of Your Applications'' with Kubernetes Security Scanners==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.cloudsecque.com: How to Improve the Security of Your Applications'' with Kubernetes Security Scanners== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030367,0,'2026-05-17T17:06:07.158428+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); @@ -2235,7 +2235,7 @@ INSERT INTO "resources" VALUES('https://build5nines.com/terraform-state-manageme INSERT INTO "resources" VALUES('https://build5nines.com/terraform-workflow-process-explained','build5nines.com: Terraform Workflow Process Explained','','2023',3,'A structural breakdown of the standard write-plan-apply execution loop that forms the basis of all infrastructure automation pipelines. Examines the operations performed during each phase, including dependency mapping and state-lock resolution. Live grounding shows that understanding these core lifecycle phases is vital before adopting complex CI tools like Atlantis or Terraform Cloud.','HCL','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Workflow Automation"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://build5nines.com/using-azapi-terraform-provider-dynamic-properties-feature-instead-of-jsonencode','build5nines.com: Using AzAPI Terraform Provider Dynamic Properties Feature instead of jsonencode','','2024',0,'Demonstrates the practical benefits of using AzAPI Dynamic Properties rather than standard `jsonencode` blocks. Establishes how this simplifies resource files, improves type-checking, and makes Terraform code easier to read.','HCL','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "IaC", "Providers"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://build5nines.com/what-is-azure-private-link-and-how-to-deploy-with-terraform','build5nines.com: What is Azure Private Link and How to Deploy with Terraform','','2023',0,'Provides a comprehensive tutorial on configuring Azure Private Links and private endpoints via Terraform. Details how to direct platform traffic across private cloud channels, securing resources from external exposure.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "Networking", "Private Link"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker','What is Podman and How Does it Compare to Docker?','','2026',0,'An architectural comparison analyzing the structural differences between Docker and Podman. It highlights Podman''s daemonless, rootless-by-default execution model and explains how this design reduces security attack vectors compared to Docker''s centralized daemon. It also details Podman''s native support for pod-like multi-container groupings, easing transitions toward Kubernetes.','Markdown','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Runtimes"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md", "docker.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker','What is Podman and How Does it Compare to Docker?','','2026',0,'An architectural comparison analyzing the structural differences between Docker and Podman. It highlights Podman''s daemonless, rootless-by-default execution model and explains how this design reduces security attack vectors compared to Docker''s centralized daemon. It also details Podman''s native support for pod-like multi-container groupings, easing transitions toward Kubernetes.','Markdown','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Runtimes"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md", "docker.md", "kubernetes-tutorials.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://build5nines.com/what-is-the-hashicorp-infrastructure-cloud','build5nines.com: What is The HashiCorp Infrastructure Cloud?','','2022',0,'Analyzes HashiCorp''s unified platform approach, combining Terraform, Consul, Vault, and Packer under the HashiCorp Cloud Platform (HCP) banner. Focuses on the transition from disjointed CLI tools to integrated, identity-managed cloud operations designed to reduce platform engineering friction.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Orchestration Platforms", "HashiCorp Cloud"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://build5nines.com/why-do-azure-resource-groups-have-an-azure-region-association','build5nines.com: Why do Azure Resource Groups have an Azure Region association?','','2024',0,'Explains why Azure Resource Groups require regional associations despite holding globally distributed resources. Focuses on metadata retention policies, high-availability architecture of the resource manager control plane, and localized compliance/residency constraints.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Governance & Management", "Enterprise Governance", "Resource Metadata"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://build5nines.com/why-hashicorp-terraform-is-essential-for-sres-and-devops-engineers','build5nines.com: Why HashiCorp Terraform is Essential for SREs and DevOps Engineers','','2023',3,'Assesses the architectural value proposition of Terraform from the perspective of Site Reliability Engineers and platform teams. Discusses benefits like multi-cloud portability, declarative state consistency, dependency mapping, and automation-friendly APIs. Live grounding proves that while alternatives exist, Terraform''s sprawling provider ecosystem remains highly critical to automation.','HCL','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Adoption Principles"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); @@ -2593,7 +2593,7 @@ INSERT INTO "resources" VALUES('https://cloudblog.withgoogle.com/products/networ INSERT INTO "resources" VALUES('https://cloudblog.withgoogle.com/products/networking/traffic-director-supports-proxyless-grpc/amp','Traffic Director and gRPCβ€”proxyless services for your service mesh','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cf08549b7c62783bb6d1e87a6a83e21ea19d00a953ad48c70632bd45617b8ec1',100.0,1779030678,0,'2026-05-17T17:11:18.284662+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/blog/products/networking/traffic-director-supports-proxyless-grpc"}'); INSERT INTO "resources" VALUES('https://cloudblogs.microsoft.com/opensource/2021/07/09/simple-steps-to-create-scalable-processes-to-deploy-ml-models-as-microservices','cloudblogs.microsoft.com: Simple steps to create scalable processes to deploy'' ML models as microservices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6443ff0f45ff8de94b3c653ae505b267cea8a3cd631af7ae05ce8ca829176f84',100.0,1779033501,0,'2026-05-17T17:58:21.378166+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{"duplicate_of": "https://opensource.microsoft.com/blog/2021/07/09/simple-steps-to-create-scalable-processes-to-deploy-ml-models-as-microservices"}'); INSERT INTO "resources" VALUES('https://cloudblogs.microsoft.com/sqlserver/2020/06/23/expanding-sql-server-big-data-clusters-capabilities-now-on-red-hat-openshift','Expanding SQL Server Big Data Clusters capabilities, now on Red Hat OpenShift','','2020',0,'Architectural guide detailing Microsoft SQL Server Big Data Clusters on Red Hat OpenShift. Note: Microsoft retired this capability in 2025; standard practice has transitioned to localized containers and Azure Arc-enabled SQL Server.','Conceptual','Technical Announcement','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "SQL Server", "Enterprise Deployment"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide','Automated Let''s Encrypt Certificates in Azure Key Vault with ACME Bot','','2024',0,'Step-by-step instructional resource on deploying ACME Bot inside Azure. Automates key lifecycles of Let''s Encrypt certificates directly into secure Key Vaults.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "Azure", "Security Automation"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide','Automated Let''s Encrypt Certificates in Azure Key Vault with ACME Bot','','2024',0,'Step-by-step instructional resource on deploying ACME Bot inside Azure. Automates key lifecycles of Let''s Encrypt certificates directly into secure Key Vaults.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "Azure", "Security Automation"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md", "azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudbuild.co.uk/how-to-install-terraform','cloudbuild.co.uk: Part 1: Terraform with Azure - How to install Terraform','- [cloudbuild.co.uk: Part 2: Terraform with Azure - How to install Azure CLI](https://cloudbuild.co.uk/part-2-terraform-with-azure-how-to-install-azure-cli) - [cloudbuild.co.uk: Part 3: Terraform with Azure - How to install Visual Studio Code](https://cloudbuild.co.uk/part-3-terraform-with-azure-how-to-install-visual-studio-code) - [cloudbuild.co.uk: Part 4: Terraform with Azure - How to install Azure Terraform Plugin in Visual Studio Code](https://cloudbuild.co.uk/part-4-terraform-with-azure-how-to-install-azure-terraform-plugin-in-visual-code) @@ -2703,7 +2703,7 @@ INSERT INTO "resources" VALUES('https://cloudtweaks.com/2019/05/devops-secure-an INSERT INTO "resources" VALUES('https://cloudyuga.guru/blogs/k8s-qos-oomkilled','cloudyuga.guru: How does Kubernetes assign QoS class to pods through OOM score?','','2020',0,'This article provides a rigorous, technical exploration of how Kubernetes maps container memory/CPU requests and limits to Quality of Service (QoS) classes: Guaranteed, Burstable, and BestEffort. It details how the orchestrator translates these classes into Linux OOM scores, which the kernel uses to select victim processes during memory pressure. Mastering this mapping is vital for designing reliable, high-density cluster workloads.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Resource Management", "QoS & OOM Score"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudyuga.guru/hands_on_lab/k8s-qos-oomkilled','cloudyuga.guru: How does Kubernetes assign QoS class to pods through OOM'' score?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cd75e5580b09ed11ee77f578f2ad7892db76470d91d4b4574f69dda3abfec66c',100.0,1779030396,0,'2026-05-17T17:06:36.691481+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"duplicate_of": "https://cloudyuga.guru/blogs/k8s-qos-oomkilled"}'); INSERT INTO "resources" VALUES('https://cluster-api.sigs.k8s.io','ClusterAPI','','2026',0,'The home page of Cluster API (CAPI), a Kubernetes SIG project that implements declarative API-driven cluster management. Utilizing custom controllers and CRDs, CAPI treats clusters, machines, and control planes as native Kubernetes resources, enabling unified multi-cloud infrastructure automation.','Go/Markdown','Website','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Declarative Infrastructure", "Core Engine"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class','ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management in Cluster API','','2024',0,'Outlines the ClusterClass feature inside Kubernetes Cluster API. Enables building reusable, abstract cluster topologies that simplify control-plane configuration and worker node pool management across diverse host infrastructure.','YAML','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Cluster API", "ClusterClass"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md", "iac.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class','ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management in Cluster API','','2024',0,'Outlines the ClusterClass feature inside Kubernetes Cluster API. Enables building reusable, abstract cluster topologies that simplify control-plane configuration and worker node pool management across diverse host infrastructure.','YAML','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Cluster API", "ClusterClass"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md", "iac.md", "kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cmcrowell.com/cheat-sheet','cmcrowell.com/cheat-sheet 🌟','','2023',3,'A concise aggregate cheat sheet mapping Linux sysadmin syntax, database queries, and cloud orchestration scripts. Simplifies multi-tool engineering routines by locating key operations under a single landing page.','HTML','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "General References", "Admin Shortcuts"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cmder.net','cmder 🌟','','2016',0,'An introduction to Cmder, a highly popular portable console emulator for Windows built on ConEmu that provides built-in Git capabilities and alias configurations. While it served as the baseline console emulator for engineers seeking a bash-like experience, it is widely superseded by Windows Terminal 1.x. It remains a reliable fallback tool for legacy environments where Windows Terminal is not supported.','N/A','Tool','Beginner',0,'online','manual','fa2497b2062a9ac2f0b6adedfd771d38685f51faf00822e020b02ee9f9562230',100.0,1779033592,1,'2026-05-17T17:59:52.947720+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "Terminal Emulators"]','["[LEGACY]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cnab.io','cnab.io: CNABs facilitate the bundling, installing and managing of container-native'' apps β€” and their coupled services','','2024',0,'The Cloud Native Application Bundle (CNAB) specification is a unified ecosystem standard for packaging, installing, and managing multi-service distributed apps. It merges disparate structures like Helm, Terraform, and Docker images into one lifecycle contract. The initiative is critical for complex hybrid-cloud delivery.','None','Specification','High',0,'online','manual','1f6ccadf4fe55b28fe56a25d41820dde0db95bf5f7d69b897890d2d1013be317',100.0,1779029147,1,'2026-05-17T16:45:47.533721+02:00',NULL,NULL,NULL,'["Application Delivery", "Packaging & Bundling", "Standards"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); @@ -5038,7 +5038,7 @@ INSERT INTO "resources" VALUES('https://eslint.org',NULL,NULL,NULL,NULL,NULL,NUL INSERT INTO "resources" VALUES('https://estahn.github.io/k8s-image-swapper',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','bcf21be7427446d887632bceeed8604d755c7bc49c4a6e841709cab0b85f6af0',100.0,1779030018,0,'2026-05-17T17:00:18.904552+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://eta-lang.org/docs/cheatsheets/gradle-cheatsheet','eta-lang.org: Gradle Cheat Sheet','','2026',0,'A Gradle build file reference targeted at Eta language implementations. Curator Insight emphasizes its focus on functional compiled languages. Live Grounding shows its niche status due to localized community interest.','Groovy','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Build Automation", "Gradle"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://etcd.io/blog/2026/etcd-370-beta','Announcing etcd v3.7.0-beta.0','Official announcement of the first beta release of etcd v3.7.0, introducing the RangeStream feature.','2026',4,'Curator Insight: The release of etcd v3.7.0-beta.0 marks a massive architectural upgrade for the primary state database of Kubernetes. Live Grounding reveals that this update introduces the highly anticipated RangeStream feature, optimizing large-dataset retrieval while pruning legacy interfaces. Key enhancements deliver bolstered cluster security, improved operational reliability, and a significant reduction in CPU and memory overhead during high-volume query operations.','en','blog','Advanced',1,'online','automatic','332dc525dec207c20c54f3cdf24241745b9be6548d826cb1033b5c3b1b7b0bca',NULL,1780352424,0,'2026-06-02T00:20:24.113314+02:00',NULL,NULL,NULL,'["Cloud Native", "Distributed Databases", "Key-Value Stores"]','["DE FACTO STANDARD"]','[]','[]','{}','{"category": "aws-databases", "reputation_status": "Vetted", "reputation_summary": "De facto standard key-value engine with highly active community testing.", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://ettema.dev/posts/ai-multi-repo-workspaces','Using Workspaces for AI Changes Across Multiple Repos','','2025',0,'Details advanced patterns for orchestrating automated codebase modifications across distributed multi-repository environments using AI workspaces. Evaluates dependency resolution, unified context indexing, and coordinate git-commit strategies during systemic API breaking updates.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Multi-Repository Architecture"]','["[COMMUNITY-TOOL]"]','[]','["ai.md", "developerportals.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://ettema.dev/posts/ai-multi-repo-workspaces','Using Workspaces for AI Changes Across Multiple Repos','','2025',0,'Details advanced patterns for orchestrating automated codebase modifications across distributed multi-repository environments using AI workspaces. Evaluates dependency resolution, unified context indexing, and coordinate git-commit strategies during systemic API breaking updates.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Multi-Repository Architecture"]','["[COMMUNITY-TOOL]"]','[]','["ai.md", "developerportals.md", "devops-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://eu.udacity.com','Udacity.com','','N/A',0,'A curated technical resource and architectural guide covering Udacity.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030189,0,'2026-05-17T17:03:09.492877+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/elearning.md"]','["elearning.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://evaizik.medium.com/setting-up-a-remote-debugging-for-java-microservices-running-inside-kubernetes-pods-d4aab1ff4efa','evaizik.medium.com: Setting up a remote debugging for Java microservices'' running inside Kubernetes pods','','N/A',0,'A curated technical resource and architectural guide covering evaizik.medium.com: Setting up a remote debugging for Java microservices'' running inside Kubernetes pods in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029168,0,'2026-05-17T16:46:08.827288+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://evancordell.com/posts/kube-apis-crds','evancordell.com: 16 things you didn''t know about Kube APIs and CRDs','','2021',4,'An insider exploration of complex Kubernetes API attributes. Delves into Custom Resource Definition schemas, conversion webhooks, admission structures, and API registration behaviors.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Server", "Extensibility", "CRDs"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}'); @@ -5407,7 +5407,7 @@ INSERT INTO "resources" VALUES('https://github.blog/2023-03-22-github-copilot-x- INSERT INTO "resources" VALUES('https://github.blog/2023-06-02-applying-gitops-principles-to-your-operations','github.blog: Applying GitOps principles to your operations','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8a9804d9db5924c7e7cbd97e30ae27617322e28bd5fe3e698b3f3e435f0fe520',100.0,1779032077,0,'2026-05-17T17:34:37.655014+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://github.blog/enterprise-software/devops/applying-gitops-principles-to-your-operations"}'); INSERT INTO "resources" VALUES('https://github.blog/ai-and-ml/github-copilot/building-a-general-purpose-accessibility-agent-and-what-we-learned-in-the-process','Building a general-purpose accessibility agent and what we learned in the process','An engineering analysis of constructing general-purpose AI accessibility agents on GitHub.','2026',4,'An architectural deep-dive into the development of an experimental general-purpose AI accessibility agent. It outlines engineering lessons in constructing multi-agent coordination flows, designing effective context windows, managing non-deterministic outputs, and leveraging retrieval structures to automatically audit and triage accessibility compliance issues in repositories.','en','Article','Advanced',0,'online','automatic','ccc346084c5698bd09d20ff35d6aac17b18d1f7aaecc1d35b8835bf1184eeef8',NULL,1780352932,0,'2026-06-02T00:28:52.853276+02:00',NULL,NULL,NULL,'["AI", "Agentic Workflows", "Accessibility Triage Agents"]','["EMERGING", "GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly regarded engineering write-up on agentic design patterns. The community praises the article for its honest technical takeaways regarding the challenges of using LLMs for deterministic accessibility compliance audits.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/01/generic-github-copilot-blocks-logo.png?fit=1920%2C1080", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "ai-agents"}'); INSERT INTO "resources" VALUES('https://github.blog/ai-and-ml/github-copilot/building-an-emoji-list-generator-with-the-github-copilot-cli','Building an emoji list generator with the GitHub Copilot CLI','Walkthrough on creating an emoji list generator during a developer stream using Copilot CLI.','2026',4,'A technical walkthrough detailing how developers can utilize the GitHub Copilot CLI to orchestrate terminal-based helper scripts. Focuses on using natural language prompts within the terminal to automate shell tasks, such as generating structured markdown components. Serves as a practical guide for boosting developer loops and local workspace productivity through integrated terminal-native generative AI models.','en','blog','intermediate',0,'online','automatic','0b180a6fcba977907e78960b271664a0893a49718b1187c37aca2b059bb11f7a',NULL,1780352037,0,'2026-06-02T00:13:57.401385+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Assistants", "GitHub Copilot CLI"]','["[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Official GitHub blog showcasing standard terminal integrations of Copilot CLI.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/04/image-19.png?fit=2064%2C1076", "source_provenance": "X.com (GitHub)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli','GitHub Copilot CLI for Beginners: Getting Started','','2026',0,'Highlights setup and early integration techniques for GitHub Copilot CLI, translating natural language prompts into executable terminal and shell scripts. Enhances sysadmin and shell workflow automation while maintaining a human-in-the-loop review step for safety and correctness.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "CLI Tools"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ai.md", "developerportals.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli','GitHub Copilot CLI for Beginners: Getting Started','','2026',0,'Highlights setup and early integration techniques for GitHub Copilot CLI, translating natural language prompts into executable terminal and shell scripts. Enhances sysadmin and shell workflow automation while maintaining a human-in-the-loop review step for safety and correctness.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "CLI Tools"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ai.md", "developerportals.md", "devops-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-interactive-v-non-interactive-mode','GitHub Copilot CLI for Beginners: Interactive vs Non-interactive Mode','Explains the differences between interactive and non-interactive execution modes in GitHub Copilot CLI.','2026',4,'This official GitHub Blog guide details the operational mechanics of GitHub Copilot CLI, focusing on the differences between interactive and non-interactive execution modes. It demonstrates how interactive mode leverages conversational interfaces to guide developers through complex shell commands, whereas non-interactive execution supports pipeline integrations and automated scripted workflows. The article serves as a key resource for developers looking to optimize terminal velocity and automate command generation safely.','English','Article','Beginner',0,'online','automatic','cd73d0bc830618149585c0aa117f31b8d1a06ddc05a514e938a538db1240bd32',NULL,1780352003,0,'2026-06-02T00:13:23.689892+02:00',NULL,NULL,NULL,'["Developer Productivity", "CLI Tools", "Generative AI CLI"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Vetted as a highly helpful official tutorial to boost command-line productivity using AI tools, easing shell automation for junior and senior engineers alike.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/04/Episode-2.png", "source_provenance": "X.com (GitHub)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://github.blog/ai-and-ml/github-copilot/github-recognized-as-a-leader-in-the-gartner-magic-quadrant-for-enterprise-ai-coding-agents-for-the-third-year-in-a-row','GitHub recognized as a Leader in the Gartner Magic Quadrant for Enterprise AI Coding Agents for the third year in a row','Gartner research evaluation results positioning GitHub as a leader in enterprise AI coding agents.','2026',4,'Highlights GitHub''s positioning as a market leader in the 2026 Gartner Magic Quadrant for Enterprise AI Coding Agents. The report validates GitHub''s platform-wide agentic integration strategy, which spans IDEs, CLIs, pull requests, and automated workflows, highlighting key technical advantages in multi-model flexibility, enterprise governance, and robust developer security controls.','en','Article','Advanced',0,'online','automatic','f4bae37306a8e225de192ee68413e2b405d1657997d4c41b04bcaf0c30e9130d',NULL,1780352932,0,'2026-06-02T00:28:52.853237+02:00',NULL,NULL,NULL,'["AI", "Coding Agents", "Enterprise Standards"]','["ENTERPRISE-STABLE", "CASE STUDY"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Industry-standard recognition by Gartner, confirming GitHub Copilot''s dominance and leading execution capability in the enterprise AI agent market. Welcomed as validation of multi-model and platform-wide agentic strategies.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/01/generic-mona-copilot-logo.png", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "ai-coding-agents"}'); INSERT INTO "resources" VALUES('https://github.blog/changelog/2020-05-11-github-cli-allows-you-to-close-reopen-and-add-metadata-to-issues-and-pull-requests','github.blog: GitHub CLI allows you to close, reopen, and add metadata to'' issues and pull requests','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7ad3c504ce09a7134d205fc0d06ea1186a41bc6358c75672735cead425f23ee1',100.0,1779032288,1,'2026-05-17T17:38:08.317251+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); @@ -5484,7 +5484,7 @@ INSERT INTO "resources" VALUES('https://github.blog/open-source/git/highlights-f INSERT INTO "resources" VALUES('https://github.blog/open-source/git/how-to-undo-almost-anything-with-git','github.blog: How to undo (almost) anything with Git','','2021',0,'Authoritative GitHub guide detailing tree restoration strategies. Employs git reflog, commit reverts, soft/hard resets, and stash management to repair repository configuration states.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Git Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/open-source/maintainers/github-actions-update-helping-maintainers-combat-bad-actors','github.blog: GitHub Actions update: Helping maintainers combat bad actors','','2021',0,'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.','None','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "Security & Compliance", "Open Source Workflows"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/security/application-security/git-credential-manager-authentication-for-everyone','github.blog: Git Credential Manager: authentication for everyone','','2022',0,'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.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Identity & Access Management"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.blog/security/application-security/how-exposed-is-your-code-find-out-in-minutes-for-free','GitHub Code Security Risk Assessment: Free Vulnerability Scanning','','2022',0,'Guides users in configuring GitHub''s integrated developer security capabilities to find vulnerabilities, scan code dependencies, and detect exposed tokens. Highlights configuring automated pipelines to safeguard repository secrets prior to creating deployment packages. Speeds up software supply-chain validation workflows.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Vulnerability Scanning"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.blog/security/application-security/how-exposed-is-your-code-find-out-in-minutes-for-free','GitHub Code Security Risk Assessment: Free Vulnerability Scanning','','2022',0,'Guides users in configuring GitHub''s integrated developer security capabilities to find vulnerabilities, scan code dependencies, and detect exposed tokens. Highlights configuring automated pipelines to safeguard repository secrets prior to creating deployment packages. Speeds up software supply-chain validation workflows.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Vulnerability Scanning"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md", "securityascode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/security/application-security/implementing-least-privilege-for-secrets-in-github-actions','github.blog: Implementing least privilege for secrets in GitHub Actions','','2021',0,'Analyzes implementation strategies to enforce least privilege access inside GitHub Actions. Outlines configuration methods to isolate scope, manage token permissions, limit execution environments, and safeguard production secrets.','YAML','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "Security & Compliance", "Secret Management"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/security/application-security/token-authentication-requirements-for-git-operations','github.blog: Token authentication requirements for Git operations','','2021',5,'Details GitHub''s transition away from legacy basic password authentication for Git operations. Highlights security compliance frameworks, token creation protocols (fine-grained vs. classic), SSH key strategies, and automated credential manager operations.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Security and Authentication"]','["[DE FACTO STANDARD]", "[LEGACY]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/security/investigating-unauthorized-access-to-githubs-internal-repositories','Investigation update: GitHub Enterprise Server signing key rotation','Immediate-action security advisory requiring GitHub Enterprise Server customers to rotate signing keys.','2026',4,'A critical security investigation update detailing GitHub''s response to an intrusion involving the exfiltration of approximately 3,800 internal repositories via compromised VS Code extensions. It mandates immediate administrative action for GitHub Enterprise Server (GHES) customers to rotate GPG public keys to enable validation of subsequent official binary releases and cryptographic signing channels.','en','Article','Advanced',0,'online','automatic','395f8124ea7562606efc9e355e623e016df3f60cefd2413c6527c682da423cfd',NULL,1780352932,0,'2026-06-02T00:28:52.853257+02:00',NULL,NULL,NULL,'["Security", "Incident Response", "Key Management"]','["ENTERPRISE-STABLE", "CASE STUDY"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "A critical security advisory that received intensive discussion across the industry. Highly praised for transparency and rapid mitigation steps (key rotations) despite the severity of the threat actor''s compromise of internal assets.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/01/generic-security-logo-blocks-github.png", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "security-advisories"}'); @@ -5664,219 +5664,219 @@ INSERT INTO "resources" VALUES('https://github.com/MichaelMure/git-bug','==githu INSERT INTO "resources" VALUES('https://github.com/Michaelpalacce/SimpleSecrets','Michaelpalacce/SimpleSecrets','','2022',0,'An experimental secrets management utility that simplifies distributing and syncing environment configurations securely across multiple namespaces.','Go','Operator','Medium',0,'online','manual','2966734aa7fcebffdb89380fc7fb6f0350d5ca62f97ffcb884ff1144894d7b6b',100.0,1779029514,1,'2022-08-15T22:06:35Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Simplification", "Operators"]','["[EMERGING]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_stars": 25, "gh_pushed": "2022-08-15T22:06:35Z", "gh_license": "N/A", "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-01T10:12:31.042367+02:00"}'); INSERT INTO "resources" VALUES('https://github.com/Microsoft/azure-pipelines-tasks','==Microsoft/azure-pipelines-tasks==','','2026',5,'The official open-source repository containing the task libraries that run on Azure Pipelines. Monitoring this codebase is essential in 2026 for platform engineers who need to debug execution behaviors, trace custom step outputs, or build optimized, private extension packages.','TypeScript','Code Repository','Advanced',0,'online','manual','089cfad9479f2a09702703f720100c150312ab62961d5cbbd5bb67569e2625e0',100.0,1779030730,1,'2026-06-12T14:53:04Z',NULL,NULL,NULL,'["Cloud DevOps", "CI-CD Pipelines", "Extensibility & Custom Tasks"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-12T14:53:04Z", "gh_stars": 3645, "gh_open_issues_30d": 366, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-08-01T10:12:31.819009+02:00"}'); INSERT INTO "resources" VALUES('https://github.com/MiteshSharma/PrometheusWithGrafana','github.com/MiteshSharma/PrometheusWithGrafana','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','615b8df050aa76c724298f8bed6996098c7550479b34ae45eee2aab34d045163',100.0,1779033903,1,'2026-05-17T18:05:03.761754+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-08-01T10:12:32.645416+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/MnrGreg/kubectl-node-restart','kubectl-node-restart 🌟','','2023',5,'A fast-acting kubectl plugin that coordinates the safe rolling restart of target cluster nodes. It wraps standard drain, cordon, reboot, and uncordon routines to maintain service availability during host maintenance. Widely used for ad-hoc operational tuning.','Bash','CLI Plugin','Low',0,'online','manual','4cda894f82c39e81325129c4e69b2045d7da3d8a985c4fc621e5e246a1f83f48',100.0,1779030015,1,'2024-06-08T16:53:24Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Node Operations"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-06-08T16:53:24Z", "gh_stars": 109, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:33:56.293764+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts','==github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts==','','2021',0,'Provides advanced scripts designed to audit protection baselines, test defensive measures, and evaluate Active Directory environments against vulnerability patterns.','PowerShell','GitHub Repository','Advanced',0,'online','manual','7e02fecdb793a0c0b021f8a6e0b23cf9abed11a63e04debc50a1e5e53fd6dd98',100.0,1779031459,1,'2023-03-14T17:49:00Z',NULL,NULL,NULL,'["Security Operations", "Advanced Threat Protection", "Offensive Tooling", "Penetration Testing"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 218, "gh_pushed": "2023-03-14T17:49:00Z", "gh_license": "N/A", "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:33:57.022136+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/NCCloud/mayfly','github.com/NCCloud/mayfly: Ephemeral Kubernetes Resources 🌟','','2025',5,'Mayfly introduces time-to-live policies on generic Kubernetes resources and testing namespaces. 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Mitigates task context-switching overhead in low-latency financial systems, guaranteeing deterministic scheduling on modern multi-core hardware.','Java','Tool','Advanced',0,'online','manual','1b7f401a55c48c2cb66cb585eebc3899c97036def5883cd2addaf649c8ed4d56',100.0,1779031016,1,'2026-05-21T08:03:36Z',NULL,NULL,NULL,'["JVM Architecture", "High-Performance Systems", "Thread Affinity"]','["[ENTERPRISE-STABLE]"]','["docs/java-and-java-performance-optimization.md"]','["java-and-java-performance-optimization.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-21T08:03:36Z", "gh_stars": 1897, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-08-14T18:36:45.991472+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/OpenSLO/OpenSLO','OpenSLO specification 🌟','','2021',5,'The vendor-agnostic OpenSLO specification defines standard YAML schemas for declaring SLOs, SLIs, and error budgets. 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Modern strategies prioritize official Helm charts or certified OpenShift Operator deployments, but this configuration highlights important historical patterns for handling stateful Java applications.','Dockerfile','Repository','Intermediate',0,'online','manual','a9ee6c819fbf57514a51b2f6a5bf5f5416f61b937a68e68994a52f1a656944d8',100.0,1779032361,1,'2021-02-10T16:58:26Z',NULL,NULL,NULL,'["Platform Deployment", "Quality Assurance", "Static Code Analysis"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 42, "gh_pushed": "2021-02-10T16:58:26Z", "gh_license": "N/A", "gh_open_issues_30d": 14, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:15.801633+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/OvidiuBorlean/kubectl-sockperf','github.com/OvidiuBorlean/kubectl-sockperf','','2022',0,'A specialized plugin designed to run sockperf-based latency and throughput tests between Kubernetes pods. Although a valuable benchmarking tool for network CNI evaluations, it is currently inactive, with administrators migrating to generalized benchmarking tools.','Shell','CLI Plugin','Advanced',0,'online','manual','65d38d11cedbadada703b554ac97eb0a8f7b02028e3076e551e7db83a0eb74fc',100.0,1779034531,1,'2022-11-26T06:17:12Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Network Testing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 22, "gh_pushed": "2022-11-26T06:17:12Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:16.522218+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/OvidiuBorlean/kubectl-windumps','github.com/OvidiuBorlean/kubectl-windumps','','2020',0,'A legacy kubectl command-line utility facilitating TCP packet captures directly on Windows Server nodes within AKS clusters. Live grounding shows the project has been inactive for several years, yet it serves as a valuable conceptual reference for troubleshooting deep network issues.','Go','Command-line Tool','Advanced',0,'online','manual','9765ffb4071f20a0203be3264c8b7e61ad18197ad7aba14270730d0d3bafe1ba',100.0,1779032587,1,'2022-11-26T06:32:40Z',NULL,NULL,NULL,'["Operations & Troubleshooting", "Diagnostic Analysis", "Windows Packet Capture"]','["[LEGACY]"]','["docs/kubernetes-tools.md", "docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md", "kubernetes-tools.md"]','{}','{"gh_stars": 7, "gh_pushed": "2022-11-26T06:32:40Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:17.233289+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices','github.com/PacktPublishing: Kubernetes in Production Best Practices','','2021',1,'Code assets companion for the Packt book, containing production-ready manifests for security hardening, automated deployments, monitoring stacks, and multi-tenant networking configurations.','Go','Repository','Advanced',0,'online','manual','25647a4cd596fb273c90f32a57f4565300218b7c9823576d32721d6ac353fc3d',100.0,1779032729,1,'2023-02-18T02:57:45Z',NULL,NULL,NULL,'["Operations", "Best Practices", "Production Readiness"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-18T02:57:45Z", "gh_stars": 96, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:18.013386+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook','github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook','','2022',5,'Architectural repository covering modern cloud design topologies, zero-trust cloud network security, infrastructure redundancy, microservice distribution, and cost models mapping.','None','Repository','Advanced',1,'online','manual','9cb5a24db068425b5a9b3f54920f4681885abd692339a358856a1f807c0355cc',100.0,1779033731,1,'2026-04-22T08:18:15Z',NULL,NULL,NULL,'["Cloud Platform", "Architecture Patterns", "Cloud-Native"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-22T08:18:15Z", "gh_stars": 344, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:18.767385+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PacoVK/tapir','github.com/PacoVK/tapir','','2023',5,'An open-source utility designed to render interactive visual representations of Terraform execution plans. 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By analyzing cluster roles and bindings, it uncovers paths that malicious actors could use to gain administrative control. It remains an active security tool for hardening cluster control planes against lateral privilege escalation.','Go','Security Scanner','Intermediate',0,'online','manual','7a4101769a2c4d951f5d3e8f74b4047b8d7cffff4145536d035d862caad5d5f9',100.0,1779034229,1,'2025-03-21T20:06:05Z',NULL,NULL,NULL,'["Security", "RBAC", "Audit & Compliance"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-21T20:06:05Z", "gh_stars": 353, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:20.212905+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PatrickJS/awesome-angular','Awesome Angular','','2026',5,'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. 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Today, this tool is universally recognized as a best-practice asset for CI/CD test suites across the Spring ecosystem.','Java','Library','Intermediate',0,'online','manual','32e228a0e653f153405793a48735c56293110687582775b12fd8e22da14c239c',100.0,1779130494,1,'2026-06-14T04:50:08Z',NULL,NULL,NULL,'["Developer Experience", "Testing", "Integration Testing"]','["[DE FACTO STANDARD]"]','["docs/java_frameworks.md", "docs/qa.md"]','["java_frameworks.md", "qa.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T04:50:08Z", "gh_stars": 876, "gh_open_issues_30d": 38, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:24.542374+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Portshift/Kubei','Kubei 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','974f97dbec8aae433d1984e1ab2c41ce8519c60daacde65a2ec9a205684afda8',100.0,1779031800,0,'2026-05-17T17:30:00.723639+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:25.218621+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Portshift/kubei','**Kubei**','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','974f97dbec8aae433d1984e1ab2c41ce8519c60daacde65a2ec9a205684afda8',100.0,1779030015,0,'2026-05-17T17:00:15.515217+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/Portshift/Kubei", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:25.874115+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Praqma/helmsman','Helmsman: Helm Charts as Code 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0f9d002d358ff471ce700abf16c261b6e563b0c25e1bbd45e240b9786e4a446b',100.0,1779032055,0,'2026-05-17T17:34:15.026439+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://github.com/mkubaczyk/helmsman", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:26.524422+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PrasadG193/kyaml2go','kyaml2go (Pronounced as camel2go 🐫) 🌟','','2024',5,'A code generator that converts static Kubernetes YAML configurations into functional client-go API syntax. 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Simplifies execution of automated repository operations, pull request management, security vulnerability reviews, and release deployment pipelines directly via Python applications.','Python','Library','Intermediate',0,'online','manual','2498211a8c67c5f675ec93e06ad44db7328be57d7eade3d3dae7ad8caa413438',100.0,1779030132,1,'2026-06-12T09:31:14Z',NULL,NULL,NULL,'["Software Engineering", "API Integration", "GitHub Automation"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "LGPL-3.0", "gh_pushed": "2026-06-12T09:31:14Z", "gh_stars": 7724, "gh_open_issues_30d": 396, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:29.354034+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PyratLabs/ansible-role-k3s','github.com/PyratLabs/ansible-role-k3s 🌟','','2024',3,'Highly structured, modular Ansible role tailored for deploying K3s. Implements fine-grained host configuration and robust systemd lifecycle management over target K3s nodes.','YAML','github_repo','Intermediate',0,'online','manual','b90681d777b1b3fcf2f50b7a3c656e03e3cd10cbeed2564138e41ed412e7a864',100.0,1779031794,1,'2026-05-17T14:22:22Z',NULL,NULL,NULL,'["Cloud Native & Orchestration", "Kubernetes", "Bootstrap & Cluster Ops"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-05-17T14:22:22Z", "gh_stars": 713, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:30.120361+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Qovery/Torii','github.com/Qovery/Torii','','2024',1,'Torii is an open-source developer portal construction kit designed by Qovery. It provides customizable building blocks to easily curate, expose, and manage developer-facing interfaces, bridging complex infrastructure with human-readable operational catalogs.','TypeScript','Open Source Project','Intermediate',1,'online','manual','8f40d5792c2432c16743de893b3e78fd4875d95005edfac3dd7d407267b886ae',100.0,1779031592,1,'2024-07-25T18:54:23Z',NULL,NULL,NULL,'["Platform Engineering", "IDP Tooling", "Developer Portals"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2024-07-25T18:54:23Z", "gh_stars": 178, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:30.832105+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Qovery/engine','Qovery/engine: Qovery Engine 🌟','','2024',4,'Qovery Engine is a high-performance Rust-based library designed to provision and deploy applications on Kubernetes-based cloud infrastructure (AWS, GCP, Azure). Serving as the abstraction layer beneath the Qovery PaaS, it handles DNS, load balancers, database instances, and secure ingress configurations. It provides a developer-centric alternative to raw Helm or Terraform code.','Rust','Library','High',0,'online','manual','f8388e431919cbf792c57f9c55e77c67f2a3188d9dbd2d9042f99b469e94c405',100.0,1779033785,1,'2026-06-12T12:57:05Z',NULL,NULL,NULL,'["Application Delivery", "Platform-as-a-Service", "Internal Developer Platforms"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-12T12:57:05Z", "gh_stars": 2446, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:31.565843+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Qovery/pleco','Qovery/pleco','','2024',2,'Pleco is an automated garbage collection utility that monitors cloud providers and Kubernetes clusters to delete stale, expired, or orphaned resources (such as EBS volumes, load balancers, and namespaces). It is widely utilized in dynamic test-environment setups to avoid unnecessary infrastructure expenses.','Go','CLI Tool','Medium',0,'online','manual','26703e33d15988bb18f88f699631753b77bbc01a3ae6c528138740edd0806343',100.0,1779034456,1,'2026-05-19T15:01:33Z',NULL,NULL,NULL,'["Operations", "Garbage Collection", "Resource Cleanup"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T15:01:33Z", "gh_stars": 228, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:32.322715+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Quentin-M/etcd-cloud-operator','Quentin-M/etcd-cloud-operator','','2022',5,'An early framework designed to coordinate etcd state engines in dynamic environments. Modern production setups have moved towards official cloud-provider tooling or alternative operators.','Go','Operator','Advanced',0,'online','manual','c035bbca5b1621abcf8db7fc9c70ce275fffafe66b882095112839ceb4e0e4b5',100.0,1779033314,1,'2025-09-26T22:32:53Z',NULL,NULL,NULL,'["Infrastructure", "Control Plane", "etcd Coordination", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-09-26T22:32:53Z", "gh_stars": 234, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:33.068682+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Radware/radware-ansible','Radware/radware-ansible: Radware Ansible Collection','','2023',1,'Specialized Ansible Content Collection optimized for provisioning and managing Radware networking nodes, load balancers, and cloud security suites programmatically.','Python','github_repo','Advanced',0,'online','manual','78e7074d642934692a21e143639f97f29f0fb05a756f551f9fcaf3073db61e3f',100.0,1779029243,1,'2023-09-27T07:01:49Z',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Ecosystem", "Collections"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-09-27T07:01:49Z", "gh_stars": 10, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:33.793900+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Ramilito/kubediff','Ramilito/kubediff ⭐','','2023',1,'Kubediff is an operational helper designed to compare local structural Kubernetes resource configurations against running runtime instances. It acts as an validation sanity checker before executing apply commands, mitigating unintentional production configuration drifts.','Go','CLI Tool','Intermediate',0,'online','manual','1f0c6d67036c78fcc64323475433be29fb1db5472ef07e364334d49d6bb9ccc8',100.0,1779034500,1,'2026-01-27T23:05:20Z',NULL,NULL,NULL,'["Operations", "Resource Management", "Configuration Auditing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-27T23:05:20Z", "gh_stars": 185, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:34.490611+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Ramilito/kubesess','Ramilito/kubesess','','2026',5,'A multi-session context manager that isolates Kubernetes session configs within split terminal tabs. Unlike default global switches, this Rust utility guarantees engineers can safely run separate commands targeting different zones and clusters simultaneously without cross-cluster command contamination.','Rust','Tool','Intermediate',0,'online','manual','d2a4d8e731cd0408d6a4f848093e6c4f8e92c9d3b876c9babafca131910ea0d8',100.0,1779030788,1,'2026-03-19T04:43:36Z',NULL,NULL,NULL,'["Operations", "Session Management", "Context Isolation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-19T04:43:36Z", "gh_stars": 284, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:35.187592+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Reaimua/AWS-CLI-Uploader-Project','github.com/Reaimua/AWS-CLI-Uploader-Project','','2024',0,'An educational repository containing custom scripts to automate file uploads to AWS S3 using raw AWS CLI calls. It is highly useful for junior developers learning API interactions, basic credential handling, and bucket policy permissions. Ideal as a simple reference base for shell scripting tutorials.','Shell','Repository','Beginner',0,'online','manual','d6159322d5eec32bc80e42fded054344b3be2c5785ac27ed74b1236e42380286',100.0,1779031808,1,'2023-12-31T00:50:14Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Storage Management"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_stars": 1, "gh_pushed": "2023-12-31T00:50:14Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:35.905503+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ReallyLiri/kubescout','ReallyLiri/kubescout: Kube-Scout','','2021',2,'An event diagnostic utility that scans logs and cluster events to track down crashed pods and network failures. It features custom search syntax rules, allowing developers to filter alert noise.','Go','Diagnostic Agent','Intermediate',0,'online','manual','7846df0f9ad649d46e56fd856924400a4dafcfbefbc4c73825775adf74079c81',100.0,1779032869,1,'2021-12-09T12:28:28Z',NULL,NULL,NULL,'["Observability & Performance", "Real-Time Monitoring", "Diagnostics"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-12-09T12:28:28Z", "gh_stars": 126, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:36.608015+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/RedisLabs/redis-enterprise-k8s-docs','RedisLabs/redis-enterprise-k8s-docs: Deploying Redis Enterprise on Kubernetes','','2024',0,'Technical deployment documentation for organizing enterprise-grade Redis caches and document databases inside Kubernetes. Explains cluster layouts, memory configurations, security profiles, and automatic scaling capabilities.','HTML','Documentation','Intermediate',0,'online','manual','865451a522ca6b5112829fa9c02bcccd6767e74846035c5fe45ea49acf1e756f',100.0,1779029478,1,'2026-06-17T19:44:05Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "Redis"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{"gh_stars": 170, "gh_pushed": "2026-06-17T19:44:05Z", "gh_license": "N/A", "gh_open_issues_30d": 76, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:37.338883+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Rested/portfall','Portfall: A desktop k8s port-forwarding portal for easy access to all your cluster UIs 🌟','','2024',5,'Portfall is a modern desktop application for managing Kubernetes port-forwarding configurations. Offers a convenient visual portal that eliminates repetitive manual CLI port-forward multiplexing during local service integrations.','JavaScript','Desktop Tool','Beginner',0,'online','manual','2d2e13ac904f4024effb4f4239dc0fb19196825668a1349e3b79c146360b84ae',100.0,1779130494,1,'2023-03-06T17:30:12Z',NULL,NULL,NULL,'["Infrastructure & Platform", "Kubernetes Tooling", "Developer Experience"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-03-06T17:30:12Z", "gh_stars": 127, "gh_open_issues_30d": 19, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:38.042306+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zero%20Trust%20Architecture','Terraform Azure Multi-Region Zero-Trust Architecture','Production-grade multi-region hub-and-spoke infrastructure deployment utilizing Front Door and Private Link.','2026',4,'An enterprise-grade architectural blueprint that implements a secure, multi-region (Southeast Asia and East Asia) hub-and-spoke network topology on Microsoft Azure. Engineered entirely through Terraform, it features integrated Azure Front Door Premium, Private Link Services, and Private Endpoints to ensure all traffic remains isolated from the public internet. It leverages custom Azure Policies to enforce private IP compliance on compute resources and implements automated SQL Auto-Failover Group resolution with cross-region DNS routing validation.','en','GitHub Repository','Advanced',0,'online','automatic','733c0b04f2cd47cabbe494748f623825382d2e5b046f4db48ac2ec41c3bf70b4',NULL,1780352148,0,'2026-06-02T00:15:48.493891+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Azure", "Zero Trust", "Infrastructure as Code", "Terraform"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "Highly vetted implementation of Microsoft Azure cloud architecture focusing on Hub-and-Spoke topology with strict private isolation.", "social_preview_url": "https://opengraph.githubassets.com/6d97e4b0bd8701041ce03a36a135a664b7fda8cb510574131b9870023e0d9129/Retzork/terraform-journey", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "azure-iac", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:38.808405+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/RoseSecurity/Terramaid','==github.com/RoseSecurity/Terramaid==','','2023',1,'Terramaid auto-generates structured markdown document files by translating HCL topologies and complex dependency trees into Mermaid.js format. This allows systems teams to embed auto-updating, declarative system models within active Git code bases. It prevents outdated repository diagrams by tying documentation directly to code pipelines.','Go','Documentation Tool','Intermediate',0,'online','manual','fdc1002c98d4a4eabbea5d2e2738cb29925fd2ee6ead97800782b5781fe3ca40',100.0,1779033757,1,'2026-06-11T23:35:21Z',NULL,NULL,NULL,'["Infrastructure as Code", "Visualization", "Documentation Generation"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:35:21Z", "gh_stars": 5, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:39.519589+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SAP-archive/kubernetes-deployment-orchestrator','github: Kubernetes Deployment Orchestrator','','2021',1,'An archived, experimental orchestrator developed by SAP to coordinate complex Helm releases and dependency chains across large multi-tenant landscapes. Kept strictly as a historic design blueprint for modular platform workflows.','Go','CLI Tool','Advanced',0,'online','manual','cb51adc9ec040511c16e1fc898babebbe009035d419fbaf76c5bb3661d6397d5',100.0,1779130495,1,'2023-03-01T11:37:12Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Orchestration Utilities"]','["[EMERGING]", "[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-01T11:37:12Z", "gh_stars": 11, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:40.232476+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SAP/jenkins-library',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b34245c60382e5fd68cee735a78fce12fae57bd37f797de410022f099c425202',100.0,1779032835,0,'2026-05-17T17:47:15.337215+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"gh_open_issues_30d": 61, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:40.984217+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SAP/kubernetes-deployment-orchestrator','github: Kubernetes Deployment Orchestrator','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','198ce0a4229f9eccf84208128bb1f0022b948d731cce276e1a1e8064971f6342',100.0,1779032361,0,'2026-05-17T17:39:21.614130+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://github.com/SAP-archive/kubernetes-deployment-orchestrator", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:41.639072+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Salaboy/from-monolith-to-k8s','Salaboy/From Monolith to K8s','','2023',3,'A comprehensive practical blueprint mapping out the refactoring of monolithic architectures to Kubernetes-native services. Demonstrates key modernization steps including structural separation of services, data partitioning, and ingress configuration. This project is highly referenceable as a hands-on pedagogical resource for architectural transitions.','Java','Repository','Advanced',1,'online','manual','f4ad402920e19debc9fb733d9d0e70d0d427045add322ecea22a7dcf704f31ff',100.0,1779033663,1,'2023-07-17T07:50:39Z',NULL,NULL,NULL,'["Cloud Native Architecture", "Microservices Migration", "Case Study"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/java_frameworks.md"]','["java_frameworks.md", "demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-17T07:50:39Z", "gh_stars": 354, "gh_open_issues_30d": 14, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:42.344118+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Saniewski/mongo-express-docker-extension','github.com/Saniewski/mongo-express-docker-extension','','2023',2,'A specialized Docker Desktop extension embedding Mongo Express tools into local engineering control panels. Streamlines administrative database actions, collection querying, and sandbox testing workflows.','TypeScript','repository','Intermediate',0,'online','manual','288d3f0cd2afa37afc6758f8e08d95ccce6680251f08d4be4b16b29ee1fbce6a',100.0,1779029356,1,'2025-08-03T07:21:23Z',NULL,NULL,NULL,'["Containers", "Developer Tooling", "Database Extensions"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-08-03T07:21:23Z", "gh_stars": 11, "gh_open_issues_30d": 18, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:43.059565+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Shopify/kubeaudit','==github.com/Shopify/kubeaudit== 🌟🌟','','2023',4,'Shopify''s kubeaudit is a popular open-source tool targeting configuration analysis. Curators note its ability to audit running clusters or local manifests for root execution or privilege escalations. *Live Grounding (2026)*: The repository is archived/read-only, but its audit logic remains highly influential for policy structures.','Go','Repository','Intermediate',0,'online','manual','cc93106d19fc62264e4d57a74eba66432df37e6cb71ef2e73dd92cf1256d7dc2',100.0,1779032583,1,'2024-08-21T18:48:27Z',NULL,NULL,NULL,'["Security", "Vulnerability Assessment", "Policy Enforcement"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-21T18:48:27Z", "gh_stars": 1937, "gh_open_issues_30d": 47, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:43.794855+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SigNoz/signoz','==SigNoz: Open source Application Performance Monitoring (APM) & Observability'' tool== 🌟','','2026',5,'A massive open-source APM and observability platform natively integrated with OpenTelemetry. Tracks telemetry, trace spans, metrics, and application logs in a unified, high-performance UI backed by ClickHouse. Widely recognized as a major open-source competitor to Datadog.','Go','Service','High',1,'online','manual','f2efb326383937b515d50315f2cef61e5c9eeef9e8ce161513a8b320e802936e',100.0,1779032135,1,'2026-06-14T09:36:14Z',NULL,NULL,NULL,'["Observability", "APM & Metrics", "Observability Platform"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/monitoring.md"]','["kubernetes-tools.md", "monitoring.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T09:36:14Z", "gh_stars": 27334, "gh_open_issues_30d": 1518, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:44.521435+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SimonTheLeg/konf-go','github.com/SimonTheLeg/konf-go','','2026',2,'Konf-go is a high-performance, lightweight kubeconfig manager written in Go, built to handle split config setups across hundreds of remote environments. It allows platform engineers to switch context, set default namespaces, and isolate config files without encountering slow latency. Its minimalist design is ideal for developers running terminal-based workspaces.','Go','CLI Tool','Beginner',0,'online','manual','6deaff9471dda21db30f9454efb5785d63b603fe367c0f2e2e961a649884dc0b',100.0,1779030803,1,'2025-03-15T19:19:18Z',NULL,NULL,NULL,'["Operations", "Context Management", "Local Development"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-15T19:19:18Z", "gh_stars": 180, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:45.220920+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SkalskiP/top-cvpr-2023-papers','github.com/SkalskiP/top-cvpr-2023-papers','','2023',5,'A curated reference hub detailing top-performing papers and breakthroughs from CVPR 2023. Synthesizes vital engineering advancements across object detection, visual language models, zero-shot segmentation libraries, and advanced neural representations.','English','Repository','Advanced',0,'online','manual','87b301d568f4cd4ef05b1ebdb66f71848b0fe9e270161c4ade2caebca047080f',100.0,1779034084,1,'2026-04-15T11:20:09Z',NULL,NULL,NULL,'["Computer Vision", "Deep Learning Research", "CVPR"]','["[DE FACTO STANDARD]"]','["docs/ai.md"]','["ai.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-04-15T11:20:09Z", "gh_stars": 647, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:45.930629+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Skarlso/crd-to-sample-yaml','github.com/Skarlso/crd-to-sample-yaml','','2025',1,'A specialized CLI tool designed to parse complex Kubernetes Custom Resource Definitions (CRDs) and automatically generate fully structured sample YAML configurations. It is highly beneficial for platform developers wanting to generate quick, accurate documentation.','Go','CLI Tool / Library','Intermediate',0,'online','manual','4552d618f2b5a0e6220c306beae3f65243503fe93f19299cc7bc1236758a1761',100.0,1779031538,1,'2026-06-09T07:00:13Z',NULL,NULL,NULL,'["Development", "Custom Resources", "YAML Generation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:00:13Z", "gh_stars": 194, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:46.640861+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Skyvern-ai/Skyvern','Skyvern','','2025',5,'Curator Insight: An AI-powered web browser automation agent designed to extract data and execute workflows on complex interfaces. Live Grounding: Translates plain-text instructions into resilient selenium-style interactions, dynamically adapting to DOM mutations and bypassing rigid selector patterns.','Python','Software','Advanced',0,'online','manual','8b4c78dae5d739cfef66496fd42be77abef34afff8f2af4a8173b90a200d2c5e',100.0,1779029466,1,'2026-06-13T20:14:18Z',NULL,NULL,NULL,'["AI Engineering", "AI Agents", "Web Automation"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T20:14:18Z", "gh_stars": 21899, "gh_open_issues_30d": 170, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:47.354924+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SparebankenVest/azure-key-vault-to-kubernetes','Azure Key Vault to Kubernetes','','2023',5,'The underlying GitHub repository for the `akv2k8s` project. Features Kubernetes Custom Resource Definitions (CRDs) like `AzureKeyVaultSecret` that run-loop to synchronize Azure credentials into physical Kubernetes secrets. Useful for architectures requiring strict backward compatibility with native Kubernetes secret bindings.','Go','Codebase','Advanced',0,'online','manual','135e9f8ac4bce72f2b4d186b8a1ef710288c2633b25dea25b52a8515aa2d2e62',100.0,1779033140,1,'2026-06-10T06:30:31Z',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Azure Integrations"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T06:30:31Z", "gh_stars": 452, "gh_open_issues_30d": 96, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:48.092581+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SquadcastHub/awesome-sre-tools','SquadcastHub/awesome-sre-tools','','2026',3,'A structured index mapping tools for alert routing, synthetic checking, chaos validation, on-call scheduling, and postmortem generation. Ideal for configuring automated operational responses and reducing MTTR.','Markdown','Awesome List','Intermediate',1,'online','manual','01a69f479a0f80f0bbb8ad4b14088f1df9b56bfbed0e300acd1eb99e807d914a',100.0,1779030361,1,'2026-05-13T10:06:49Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Site Reliability Engineering", "Incident Management Tools"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2026-05-13T10:06:49Z", "gh_stars": 1462, "is_special": true, "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:48.855009+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/OpenShiftDemos/sonarqube-openshift-docker','SonarQube: An OpenShift-focused Docker build of Sonarqube','','2020',0,'A custom Docker build configuration designed to host SonarQube instances on OpenShift. Modern strategies prioritize official Helm charts or certified OpenShift Operator deployments, but this configuration highlights important historical patterns for handling stateful Java applications.','Dockerfile','Repository','Intermediate',0,'online','manual','a9ee6c819fbf57514a51b2f6a5bf5f5416f61b937a68e68994a52f1a656944d8',100.0,1779032361,1,'2021-02-10T16:58:26Z',NULL,NULL,NULL,'["Platform Deployment", "Quality Assurance", "Static Code Analysis"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 42, "gh_pushed": "2021-02-10T16:58:26Z", "gh_license": "N/A", "gh_open_issues_30d": 14, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-08-14T18:36:47.580717+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/OvidiuBorlean/kubectl-sockperf','github.com/OvidiuBorlean/kubectl-sockperf','','2022',0,'A specialized plugin designed to run sockperf-based latency and throughput tests between Kubernetes pods. Although a valuable benchmarking tool for network CNI evaluations, it is currently inactive, with administrators migrating to generalized benchmarking tools.','Shell','CLI Plugin','Advanced',0,'online','manual','65d38d11cedbadada703b554ac97eb0a8f7b02028e3076e551e7db83a0eb74fc',100.0,1779034531,1,'2022-11-26T06:17:12Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Network Testing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 22, "gh_pushed": "2022-11-26T06:17:12Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-08-14T18:36:48.386936+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/OvidiuBorlean/kubectl-windumps','github.com/OvidiuBorlean/kubectl-windumps','','2020',0,'A legacy kubectl command-line utility facilitating TCP packet captures directly on Windows Server nodes within AKS clusters. Live grounding shows the project has been inactive for several years, yet it serves as a valuable conceptual reference for troubleshooting deep network issues.','Go','Command-line Tool','Advanced',0,'online','manual','9765ffb4071f20a0203be3264c8b7e61ad18197ad7aba14270730d0d3bafe1ba',100.0,1779032587,1,'2022-11-26T06:32:40Z',NULL,NULL,NULL,'["Operations & Troubleshooting", "Diagnostic Analysis", "Windows Packet Capture"]','["[LEGACY]"]','["docs/kubernetes-tools.md", "docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md", "kubernetes-tools.md"]','{}','{"gh_stars": 7, "gh_pushed": "2022-11-26T06:32:40Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-08-14T18:36:49.179122+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices','github.com/PacktPublishing: Kubernetes in Production Best Practices','','2021',1,'Code assets companion for the Packt book, containing production-ready manifests for security hardening, automated deployments, monitoring stacks, and multi-tenant networking configurations.','Go','Repository','Advanced',0,'online','manual','25647a4cd596fb273c90f32a57f4565300218b7c9823576d32721d6ac353fc3d',100.0,1779032729,1,'2023-02-18T02:57:45Z',NULL,NULL,NULL,'["Operations", "Best Practices", "Production Readiness"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-18T02:57:45Z", "gh_stars": 96, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-08-14T18:36:49.973705+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook','github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook','','2022',5,'Architectural repository covering modern cloud design topologies, zero-trust cloud network security, infrastructure redundancy, microservice distribution, and cost models mapping.','None','Repository','Advanced',1,'online','manual','9cb5a24db068425b5a9b3f54920f4681885abd692339a358856a1f807c0355cc',100.0,1779033731,1,'2026-04-22T08:18:15Z',NULL,NULL,NULL,'["Cloud Platform", "Architecture Patterns", "Cloud-Native"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-22T08:18:15Z", "gh_stars": 344, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:36:50.773276+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PacoVK/tapir','github.com/PacoVK/tapir','','2023',5,'An open-source utility designed to render interactive visual representations of Terraform execution plans. Helps teams review deep changes, resource recreations, and infrastructure impacts in a browser dashboard before approvals.','Go','Open Source Tool','Intermediate',0,'online','manual','0408ebd4347d9cbea83703d2b621fb52ddbfa52136b4566a850296d117098498',100.0,1779030193,1,'2026-06-11T11:59:01Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Tooling"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T11:59:01Z", "gh_stars": 237, "gh_open_issues_30d": 33, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-08-14T18:36:51.605221+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PaloAltoNetworks/rbac-police','PaloAltoNetworks/rbac-police','','2026',2,'RBAC Police is a specialized scanning tool built to discover and report privileged escalations and structural anomalies in Kubernetes cluster RBAC mappings. By analyzing cluster roles and bindings, it uncovers paths that malicious actors could use to gain administrative control. It remains an active security tool for hardening cluster control planes against lateral privilege escalation.','Go','Security Scanner','Intermediate',0,'online','manual','7a4101769a2c4d951f5d3e8f74b4047b8d7cffff4145536d035d862caad5d5f9',100.0,1779034229,1,'2025-03-21T20:06:05Z',NULL,NULL,NULL,'["Security", "RBAC", "Audit & Compliance"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-21T20:06:05Z", "gh_stars": 353, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:36:52.445433+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PatrickJS/awesome-angular','Awesome Angular','','2026',5,'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. 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It eliminates the need for shared database environments and mock frameworks, leading to high-fidelity integration tests. 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Live Grounding: Translates plain-text instructions into resilient selenium-style interactions, dynamically adapting to DOM mutations and bypassing rigid selector patterns.','Python','Software','Advanced',0,'online','manual','8b4c78dae5d739cfef66496fd42be77abef34afff8f2af4a8173b90a200d2c5e',100.0,1779029466,1,'2026-06-13T20:14:18Z',NULL,NULL,NULL,'["AI Engineering", "AI Agents", "Web Automation"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T20:14:18Z", "gh_stars": 21899, "gh_open_issues_30d": 213, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-08-14T18:37:21.619556+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/SparebankenVest/azure-key-vault-to-kubernetes','Azure Key Vault to Kubernetes','','2023',5,'The underlying GitHub repository for the `akv2k8s` project. Features Kubernetes Custom Resource Definitions (CRDs) like `AzureKeyVaultSecret` that run-loop to synchronize Azure credentials into physical Kubernetes secrets. Useful for architectures requiring strict backward compatibility with native Kubernetes secret bindings.','Go','Codebase','Advanced',0,'online','manual','135e9f8ac4bce72f2b4d186b8a1ef710288c2633b25dea25b52a8515aa2d2e62',100.0,1779033140,1,'2026-06-10T06:30:31Z',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Azure Integrations"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T06:30:31Z", "gh_stars": 452, "gh_open_issues_30d": 95, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-08-14T18:37:22.441846+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/SquadcastHub/awesome-sre-tools','SquadcastHub/awesome-sre-tools','','2026',3,'A structured index mapping tools for alert routing, synthetic checking, chaos validation, on-call scheduling, and postmortem generation. 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For platform teams, it filters out noise like formatting shifts in Kubernetes manifests and highlights genuine semantic changes. 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It provides a robust query language and a user-friendly UI to compare thousands of metrics, hyperparameters, and logs across deep learning runs.','Python','Repository','Intermediate',1,'online','manual','997d320ec7590772d2d44a8b638c1f424a50731d142f6cda3cae805aa5b305fb',100.0,1779033671,1,'2026-06-13T20:26:46Z',NULL,NULL,NULL,'["MLOps", "Experiment Tracking", "Visualization"]','["[ENTERPRISE-STABLE]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T20:26:46Z", "gh_stars": 6154, "gh_open_issues_30d": 463, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:29.165420+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/airwallex/k8s-pod-restart-info-collector','github.com/airwallex: k8s-pod-restart-info-collector','','2022',0,'An automated utility designed to capture and log state configuration, events, and logs instantly when a pod restarts, offering immediate post-mortem insights for ephemeral microservices.','Go','Tool','Intermediate',0,'online','manual','3e4e21d175049930d8f16e327994a22b47054e30aa250ad356667034e77895de',100.0,1781736057,1,'2026-06-18T00:40:57.341440+02:00',NULL,NULL,NULL,'["Observability", "Debugging", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 18, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:29.910353+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ajayk/drifter','github.com/ajayk/drifter','','2021',5,'Drifter is a CLI utility designed to detect structural configuration drift across Kubernetes resources. By comparing live running cluster states against baseline templates, it identifies configuration changes. This tool provides lightweight validation for infrastructure consistency.','Go','CLI Tool','Intermediate',0,'online','manual','7e6917d7a7462342ffc27824d9e20008d937114fda3cf61353add05bc00193bf',100.0,1779033187,1,'2024-01-09T17:41:36Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Drift Detection"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-01-09T17:41:36Z", "gh_stars": 17, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:30.648873+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ajmyyra/ambassador-auth-oidc',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ff59f529d8db417c89704bee344d50311ebfcc54186836e5265d3fb6c301965c',100.0,1779031625,1,'2026-05-17T17:27:05.330648+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:31.404290+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/akuity/awesome-argo','akuity/awesome-argo 🌟','','2026',3,'A duplicate entry detailing the CNCF Argo ecosystem configurations. Outlines progressive application delivery strategies, canary deployments, declarative cluster state reconciliations, and custom Argo plugins.','Markdown','Awesome List','Advanced',1,'online','manual','4cfcb2323980bc80f403202b4611bc3b2dd06b3d8dda2c07d39412a509e54f89',100.0,1779031406,1,'2026-02-28T03:02:12Z',NULL,NULL,NULL,'["Cloud Native", "GitOps", "Argo Project Ecosystem"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-28T03:02:12Z", "gh_stars": 2449, "is_special": true, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:32.168231+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/akuity/kargo','==github.com/akuity/kargo==','','2023',5,'Kargo is a GitOps-native application promotion engine that coordinates software releases across staging, pre-production, and production. Operating as a Kubernetes controller, it manages promotion state sequences dynamically via custom resources. It simplifies Git manipulation during deployment rollouts.','Go','GitOps Controller','Advanced',0,'online','manual','ebf41a4d95c3859a0afbdad795500f43901217ee56051ce957b11ffaa90529ee',100.0,1779033436,1,'2026-06-14T05:29:29Z',NULL,NULL,NULL,'["GitOps & Delivery", "Application Promotion", "Lifecycle Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:29:29Z", "gh_stars": 3350, "gh_open_issues_30d": 191, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:32.909316+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/akullpp/awesome-java','Awesome Java 🌟','','2026',5,'A premier directory of validated Java frameworks, high-performance serialization libraries, and microservices engines like Spring Boot, Quarkus, and Micronaut. Essential for legacy modernization projects and enterprise-grade distributed systems. Remains a foundational handbook for enterprise JVM optimization.','Java','Repository','Intermediate',1,'online','manual','812519e1d1f39879872200f2cd381725b275fc4c3a6108bec333cdc778654a7b',100.0,1779031410,1,'2026-04-12T12:40:14Z',NULL,NULL,NULL,'["Programming Languages", "Java", "Resources"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-04-12T12:40:14Z", "gh_stars": 48210, "is_special": true, "gh_open_issues_30d": 28, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:33.662542+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/alcideio/advisor','Alcide Advisor: an agentless service for Kubernetes audit and compliance'' that''s built to ensure a frictionless and secured DevSecOps workflow','','2026',0,'Alcide Advisor is an agentless security tool originally engineered to validate Kubernetes configurations, workloads, and network rules against common vulnerabilities. Since the acquisition of Alcide, the repository has been archived and is no longer under active maintenance. It is primarily referenced as a historical model for static manifest parsing and rules-driven auditing.','Go','Static Analyzer','Intermediate',0,'online','manual','477a1f69dee0048b2f273002fb0ba196a9ff38474a0f11298171945860b9de9b',100.0,1781736047,1,'2026-06-18T00:40:47.002076+02:00',NULL,NULL,NULL,'["Security", "Audit & Compliance", "Static Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:34.426212+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/alcideio/rbac-tool','==github.com/alcideio/rbac-tool==','','2025',3,'RBAC Tool is a powerful suite designed to simplify, audit, and generate Kubernetes Role-Based Access Control policies. It includes policy analysis commands, visual dependency graphs, and lookup capabilities to quickly ensure compliance with the least privilege security model.','Go','CLI / Visual Analyzer','Advanced',0,'online','manual','c8448727bac561737be07944f0ac776fb84063cafeabccdd3fdcebbd63aa30ab',100.0,1779032817,1,'2025-02-13T20:57:41Z',NULL,NULL,NULL,'["Security", "Access Control", "RBAC Audit"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-02-13T20:57:41Z", "gh_stars": 1077, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:35.180306+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/alcideio/skan','sKan','','2020',2,'sKan (by Alcide) was an early static analysis tool for scanning configuration files and Helm charts to discover security vulnerabilities. It has since been archived, with modern platforms choosing robust, active alternatives such as Checkov.','Go','CLI Scanner','Simple',0,'online','manual','0d4218db4fc62d51f1e3a8c89cd6b2e2eed5e40cd648213bf00d979511444948',100.0,1779031901,1,'2023-03-03T16:29:28Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Static Code Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-03T16:29:28Z", "gh_stars": 204, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:35.919842+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/alexdzyoba/ansible-jmx-exporter','github.com/alexdzyoba/ansible-jmx-exporter','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','00179b8c10f6a85e83cb33a2c17eac2a8351b034c75c06cd87e9b731ba98df60',100.0,1779030091,1,'2026-05-17T17:01:31.492558+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:36.648762+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/alexellis/k3sup','**k3sup (said ''ketchup'')**','','2026',4,'An utility by Alex Ellis using SSH to provision K3s directly from local machines. It sets up secure, direct API configurations, bridges cluster nodes instantly, and configures target servers for operational readiness.','Go','Tool','Intermediate',0,'online','manual','d47d1c0f36ca75f93fc3b56082ac640b6aaacc77c2294cde2f50f69e80b06665',100.0,1779032037,1,'2026-03-05T11:13:15Z',NULL,NULL,NULL,'["Edge & IoT", "Cluster Provisioning", "SSH Bootstrapping"]','["[ENTERPRISE-STABLE]"]','["docs/matrix-table.md", "docs/rancher.md"]','["rancher.md", "matrix-table.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-03-05T11:13:15Z", "gh_stars": 7383, "gh_open_issues_30d": 29, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:37.375460+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/alexellis/registry-creds','registry-creds','','2023',5,'Automatically syncs image pull credentials across diverse namespaces from registry platforms like ECR, GCR, and Docker Hub. It solves multi-tenant credential sharing securely without requiring manual duplications.','Go','Operator','Medium',0,'online','manual','c98b4b125f09915c117c9fc31b1fb47b55b3ed10bba3571831ebbb24fcd19084',100.0,1779029243,1,'2024-12-21T13:24:00Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Registry Authentication", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-12-21T13:24:00Z", "gh_stars": 350, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:38.092118+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/alexellis/run-job','==github.com/alexellis/run-job==','','2020',3,'A developer-oriented utility written in Go to quickly trigger Kubernetes Jobs, track execution statuses, and stream execution logs directly to stdout. Simplifies local workflow testing and diagnostic debugging.','Go','Repository','Intermediate',0,'online','manual','15c4fd11e7ae38960f3112fa9957f3c4449d2f2dd58a635ef9f0c9877b25ba88',100.0,1779034502,1,'2024-08-13T22:32:56Z',NULL,NULL,NULL,'["Workloads", "Batch Jobs", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-13T22:32:56Z", "gh_stars": 211, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:38.832389+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/aliesbelik/awesome-jmeter','Awesome JMeter','','2026',5,'A structured list of plugins, performance test plans, and reporting scripts designed to optimize Apache JMeter pipelines. Essential for load testing web services, gRPC endpoints, and databases under intense scale constraints. Acts as an excellent resource for performance engineering teams targeting resource bottlenecks.','Java','Repository','Intermediate',0,'online','manual','d126061c974412126edf2a91603124c2a05f2a984e2dded6cd7e51725d0b907f',100.0,1779033400,1,'2026-05-05T22:22:40Z',NULL,NULL,NULL,'["Software Quality", "Testing", "JMeter"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2026-05-05T22:22:40Z", "gh_stars": 790, "is_special": true, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:39.530906+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/allure-framework/allure2','Allure Report 🌟','','2023',4,'A flexible, multi-language test report tool providing clean hierarchical representation of execution steps, attachments, and historical telemetry. Integrates with standard test runners across modern ecosystems.','Java','Tool','Intermediate',0,'online','manual','904874589c38dac686cfef5beed2a33eed33234405307bfd4478b46057c0924e',100.0,1779033610,1,'2026-06-12T22:09:34Z',NULL,NULL,NULL,'["Software Engineering", "Testing", "Reporting"]','["[ENTERPRISE-STABLE]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:09:34Z", "gh_stars": 5422, "gh_open_issues_30d": 96, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:40.276802+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/amazon-archives/aws-training-demo','github.com/aws-samples/aws-training-demo','','2020',5,'Archived AWS training demonstration repository. Grounding verification confirms this repository is formally archived by Amazon, meaning it should be treated purely as an architectural reference rather than a base for production provisioning templates.','JavaScript','Repository','Basic',0,'online','manual','12ba405003f66717af427558892ecba6fc404c7a89e92fe1583a35c32d7cbee7',100.0,1779130494,1,'2019-04-09T21:26:39Z',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Training Archives"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2019-04-09T21:26:39Z", "gh_stars": 128, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:41.018819+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/amazon-archives/aws-waf-sample','AWS WAF sample rules','','2024',5,'A historical repository containing sample AWS WAF rule sets and templates. Note: This repository is now officially archived by AWS. Contemporary deployment architectures rely on AWS Managed Rules or centralized configurations managed through AWS Firewall Manager rather than maintaining customized version-one JSON rules.','JSON','Repository','Intermediate',0,'online','manual','ddea1ea4fcf5f9a5fc9a8369dd1679d8d2742aac6828d7ed28b950d09abcd140',100.0,1779130494,1,'2020-01-09T08:11:23Z',NULL,NULL,NULL,'["Security & Identity", "Network Security", "Web Application Protection"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2020-01-09T08:11:23Z", "gh_stars": 511, "gh_open_issues_30d": 31, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:41.730367+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/amelbakry/kubernetes-active-passive','Kubernetes Active Passive Applications','','2021',0,'A reference architecture guiding the implementation of Active-Passive configurations within multi-region Kubernetes topologies. Provides template setups for handling state synchronization and global traffic failovers.','Go','Templates','Advanced',0,'online','manual','bf79c301fff4e55aa4ac515fcf282e6bf1ac6795640e5b21b135d27cfc6c44c6',100.0,1781736046,1,'2026-06-18T00:40:46.790295+02:00',NULL,NULL,NULL,'["Reliability", "Architectural Patterns", "Disaster Recovery"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:42.446217+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/amitmavgupta/azure-terraform','github.com/amitmavgupta/azure-terraform','','2022',2,'A centralized repository of common Azure resource templates compiled using Terraform. 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It supports multiple vulnerability sources and outputs structured data compatible with enterprise DevSecOps tools. Through 2026, it stands as the industry standard tool for shift-left image security.','Go','CLI Tool','Medium',0,'online','manual','457d117ce39ba93b09de80026a3d67a203e6a39b8511306889f032c360d1c6f9',100.0,1779034477,1,'2026-06-12T15:56:32Z',NULL,NULL,NULL,'["Security", "Vulnerability Scanning", "Container Images"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:56:32Z", "gh_stars": 12400, "gh_open_issues_30d": 371, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:43.880727+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/anchore/syft','==anchore/syft==','','2021',5,'An advanced security tool engineered to generate detailed Software Bill of Materials (SBOM) from container images, file systems, and archives. 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Unlike generic highlighters, yh identifies YAML indentation rules and formats outputs from standard pipelines. 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It implements persistent semantic memory, structured natural-language ''skills'' as parameters, and execution safeguards via the AgentShield scanner. It aims to reduce token consumption and eliminate redundant instructions, transforming fragile prompting patterns into reproducible development infrastructure.','en','Repository','Advanced',0,'online','automatic','a68b20559e76cc4d181a84ba6031061ed34e6d3863a6d155e8b07540ac542e55',NULL,1780352571,0,'2026-05-31T06:45:42Z',NULL,NULL,NULL,'["Artificial Intelligence", "AI Agents", "Model Context Protocol", "Harness Performance Optimization"]','["[EMERGING]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-05-31T06:45:42Z", "gh_stars": 202119, "reputation_status": "Vetted", "reputation_summary": "Highly regarded emerging system optimizing terminal agent runtime states, featuring zero reported vulnerabilities outside its documented patches.", "social_preview_url": "https://opengraph.githubassets.com/9d755758b9c50919c393f44e8fa1910cd7813f12349332f5d66f232c640154c1/affaan-m/ECC", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "agent-performance", "gh_open_issues_30d": 115, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-08-14T18:38:00.349738+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ahas-sigs/kube-ebpf-exporter','kube-ebpf-exporter 🌟','','2022',5,'A Prometheus-compatible exporter that translates system events captured via custom eBPF programs into actionable metrics. This allows platform engineers to trace low-level syscalls, file system latency, and network performance with minimal overhead. The project represents a growing shift toward kernel-level observability.','Go','Exporter','High',0,'online','manual','ffbd284277e0f0a2a7affc010aacea050871b3cbae526f63bd22a32b7c9f5f6b',100.0,1779029884,1,'2021-05-13T05:50:56Z',NULL,NULL,NULL,'["Observability", "Performance & Kernel", "eBPF Monitoring"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2021-05-13T05:50:56Z", "gh_stars": 55, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-08-14T18:38:01.108069+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectl-aliases','ahmetb/kubectl-aliases','','2026',5,'An automated system that generates systematic shell aliases for ''kubectl'', significantly enhancing engineering productivity. It minimizes operational friction by programmatic expansion of over 800 permutations of flags and subcommands, allowing administrators to interface with Kubernetes clusters using succinct shorthand sequences.','Shell','Repository','Intermediate',0,'online','manual','310aec75dce6ba83e1bbaaca8e248da167c2c480d64337a9d4cc86aeff1eb8ed',100.0,1779033579,1,'2025-05-11T17:04:45Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[DE FACTO STANDARD]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-11T17:04:45Z", "gh_stars": 3691, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:38:01.882742+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectl-foreach','github.com/ahmetb/kubectl-foreach: kubectl foreach ⭐','','2025',1,'kubectl-foreach is a highly efficient plugin that runs kubectl commands across multiple contexts, namespaces, or resources in parallel. It handles asynchronous command execution and presents grouped terminal output, drastically optimizing multi-cluster administrative operations.','Go','CLI Plugin','Intermediate',0,'online','manual','a348bd4f6024b67b9755bdcaa928abf3ca154c05263cca86ea1a898ecf30758a',100.0,1779034425,1,'2026-06-08T22:54:07Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Multi-resource Execution"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T22:54:07Z", "gh_stars": 489, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:38:02.640954+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectl-tree','kubectl-tree','','2025',5,'A crucial kubectl plugin that queries Kubernetes APIs to visually construct and present the ownership tree of API objects via ownerReferences. Crucial for tracing the lineage of ReplicaSets, Pods, Deployments, and Custom Resources (CRDs) in active namespaces.','Go','CLI Plugin','Intermediate',0,'online','manual','a4af8c68f8ba51a9398b292e4551dd81243192c570df44497c92264404ecbc5c',100.0,1779033415,1,'2026-05-18T01:49:07Z',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Object Relationships"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-18T01:49:07Z", "gh_stars": 3386, "gh_open_issues_30d": 16, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-08-14T18:38:03.400784+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectx','==kubectx + kubens: : Power tools for kubectl==🌟🌟','','2026',5,'Highly optimized command-line utilities for switching context configurations and namespaces inside kubectl. Indispensable for multi-cluster environments, they radically optimize developer productivity and prevent accidental target execution via clear interactive lists.','Go','CLI Tool','Beginner',0,'online','manual','39b78501f9b3e9898481b8ef40f8b2a1d81c840109d2fa2ad117564edb65d584',100.0,1779031442,1,'2026-05-15T15:43:00Z',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Context Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-15T15:43:00Z", "gh_stars": 19807, "gh_open_issues_30d": 39, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-08-14T18:38:04.263058+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubernetes-network-policy-recipes','==ahmetb/kubernetes-network-policy-recipes== 🌟','','2021',5,'The premier open-source repository for reusable NetworkPolicy templates. Provides validated configuration files to handle common cloud-native security patterns.','YAML','Repository','Intermediate',1,'online','manual','0fc77e7ecc41f1b0736d3aaf88a7a6ffbddf4068bbaa1b4f92d12a70246e65e2',100.0,1779032282,1,'2025-02-07T08:38:37Z',NULL,NULL,NULL,'["Networking", "Security", "Recipes"]','["[DE FACTO STANDARD]"]','["docs/demos.md", "docs/kubernetes-networking.md"]','["kubernetes-networking.md", "demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-02-07T08:38:37Z", "gh_stars": 6144, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:38:05.065379+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aidansteele/secretsctx','aidansteele/secretsctx','','2022',5,'A Go-based runtime library designed to inject dynamic secrets from external storage layers directly into context-aware serverless pipelines. By managing runtime secret validation outside main configuration structures, it significantly reduces code complexity.','Go','Library','Advanced',1,'online','manual','a9d1ecfb1a2e0682c6a852e19c1ffe4a86af289893571144fc1306f8d40927e2',100.0,1781735877,1,'2026-06-18T00:37:57.761273+02:00',NULL,NULL,NULL,'["Security & Governance", "Secret Management", "Go Runtime"]','["[DE FACTO STANDARD]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-08-14T18:38:05.882531+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aimhubio/aim','github.com/aimhubio/aim','','2024',4,'Aim is an open-source, highly responsive experiment tracking and visualization dashboard for machine learning. 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By comparing live running cluster states against baseline templates, it identifies configuration changes. This tool provides lightweight validation for infrastructure consistency.','Go','CLI Tool','Intermediate',0,'online','manual','7e6917d7a7462342ffc27824d9e20008d937114fda3cf61353add05bc00193bf',100.0,1779033187,1,'2024-01-09T17:41:36Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Drift Detection"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-01-09T17:41:36Z", "gh_stars": 17, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-08-14T18:38:08.263571+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ajmyyra/ambassador-auth-oidc',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ff59f529d8db417c89704bee344d50311ebfcc54186836e5265d3fb6c301965c',100.0,1779031625,1,'2026-05-17T17:27:05.330648+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:38:09.157771+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/akuity/awesome-argo','akuity/awesome-argo 🌟','','2026',3,'A duplicate entry detailing the CNCF Argo ecosystem configurations. Outlines progressive application delivery strategies, canary deployments, declarative cluster state reconciliations, and custom Argo plugins.','Markdown','Awesome List','Advanced',1,'online','manual','4cfcb2323980bc80f403202b4611bc3b2dd06b3d8dda2c07d39412a509e54f89',100.0,1779031406,1,'2026-02-28T03:02:12Z',NULL,NULL,NULL,'["Cloud Native", "GitOps", "Argo Project Ecosystem"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-28T03:02:12Z", "gh_stars": 2449, "is_special": true, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-08-14T18:38:09.944548+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/akuity/kargo','==github.com/akuity/kargo==','','2023',5,'Kargo is a GitOps-native application promotion engine that coordinates software releases across staging, pre-production, and production. Operating as a Kubernetes controller, it manages promotion state sequences dynamically via custom resources. It simplifies Git manipulation during deployment rollouts.','Go','GitOps Controller','Advanced',0,'online','manual','ebf41a4d95c3859a0afbdad795500f43901217ee56051ce957b11ffaa90529ee',100.0,1779033436,1,'2026-06-14T05:29:29Z',NULL,NULL,NULL,'["GitOps & Delivery", "Application Promotion", "Lifecycle Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:29:29Z", "gh_stars": 3350, "gh_open_issues_30d": 175, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-08-14T18:38:10.733736+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/akullpp/awesome-java','Awesome Java 🌟','','2026',5,'A premier directory of validated Java frameworks, high-performance serialization libraries, and microservices engines like Spring Boot, Quarkus, and Micronaut. Essential for legacy modernization projects and enterprise-grade distributed systems. Remains a foundational handbook for enterprise JVM optimization.','Java','Repository','Intermediate',1,'online','manual','812519e1d1f39879872200f2cd381725b275fc4c3a6108bec333cdc778654a7b',100.0,1779031410,1,'2026-04-12T12:40:14Z',NULL,NULL,NULL,'["Programming Languages", "Java", "Resources"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-04-12T12:40:14Z", "gh_stars": 48210, "is_special": true, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:38:11.527540+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/alcideio/advisor','Alcide Advisor: an agentless service for Kubernetes audit and compliance'' that''s built to ensure a frictionless and secured DevSecOps workflow','','2026',0,'Alcide Advisor is an agentless security tool originally engineered to validate Kubernetes configurations, workloads, and network rules against common vulnerabilities. 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It has since been archived, with modern platforms choosing robust, active alternatives such as Checkov.','Go','CLI Scanner','Simple',0,'online','manual','0d4218db4fc62d51f1e3a8c89cd6b2e2eed5e40cd648213bf00d979511444948',100.0,1779031901,1,'2023-03-03T16:29:28Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Static Code Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-03T16:29:28Z", "gh_stars": 204, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:38:14.003415+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/alexdzyoba/ansible-jmx-exporter','github.com/alexdzyoba/ansible-jmx-exporter','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','00179b8c10f6a85e83cb33a2c17eac2a8351b034c75c06cd87e9b731ba98df60',100.0,1779030091,1,'2026-05-17T17:01:31.492558+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:38:14.827298+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/alexellis/k3sup','**k3sup (said ''ketchup'')**','','2026',4,'An utility by Alex Ellis using SSH to provision K3s directly from local machines. It sets up secure, direct API configurations, bridges cluster nodes instantly, and configures target servers for operational readiness.','Go','Tool','Intermediate',0,'online','manual','d47d1c0f36ca75f93fc3b56082ac640b6aaacc77c2294cde2f50f69e80b06665',100.0,1779032037,1,'2026-03-05T11:13:15Z',NULL,NULL,NULL,'["Edge & IoT", "Cluster Provisioning", "SSH Bootstrapping"]','["[ENTERPRISE-STABLE]"]','["docs/matrix-table.md", "docs/rancher.md"]','["rancher.md", "matrix-table.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-03-05T11:13:15Z", "gh_stars": 7383, "gh_open_issues_30d": 31, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-08-14T18:38:15.614112+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/alexellis/registry-creds','registry-creds','','2023',5,'Automatically syncs image pull credentials across diverse namespaces from registry platforms like ECR, GCR, and Docker Hub. It solves multi-tenant credential sharing securely without requiring manual duplications.','Go','Operator','Medium',0,'online','manual','c98b4b125f09915c117c9fc31b1fb47b55b3ed10bba3571831ebbb24fcd19084',100.0,1779029243,1,'2024-12-21T13:24:00Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Registry Authentication", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-12-21T13:24:00Z", "gh_stars": 350, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:38:16.359413+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/alexellis/run-job','==github.com/alexellis/run-job==','','2020',3,'A developer-oriented utility written in Go to quickly trigger Kubernetes Jobs, track execution statuses, and stream execution logs directly to stdout. 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Acts as an excellent resource for performance engineering teams targeting resource bottlenecks.','Java','Repository','Intermediate',0,'online','manual','d126061c974412126edf2a91603124c2a05f2a984e2dded6cd7e51725d0b907f',100.0,1779033400,1,'2026-05-05T22:22:40Z',NULL,NULL,NULL,'["Software Quality", "Testing", "JMeter"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2026-05-05T22:22:40Z", "gh_stars": 790, "is_special": true, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:38:17.946920+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/allure-framework/allure2','Allure Report 🌟','','2023',4,'A flexible, multi-language test report tool providing clean hierarchical representation of execution steps, attachments, and historical telemetry. Integrates with standard test runners across modern ecosystems.','Java','Tool','Intermediate',0,'online','manual','904874589c38dac686cfef5beed2a33eed33234405307bfd4478b46057c0924e',100.0,1779033610,1,'2026-06-12T22:09:34Z',NULL,NULL,NULL,'["Software Engineering", "Testing", "Reporting"]','["[ENTERPRISE-STABLE]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:09:34Z", "gh_stars": 5422, "gh_open_issues_30d": 81, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-08-14T18:38:18.752773+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/amazon-archives/aws-training-demo','github.com/aws-samples/aws-training-demo','','2020',5,'Archived AWS training demonstration repository. Grounding verification confirms this repository is formally archived by Amazon, meaning it should be treated purely as an architectural reference rather than a base for production provisioning templates.','JavaScript','Repository','Basic',0,'online','manual','12ba405003f66717af427558892ecba6fc404c7a89e92fe1583a35c32d7cbee7',100.0,1779130494,1,'2019-04-09T21:26:39Z',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Training Archives"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2019-04-09T21:26:39Z", "gh_stars": 128, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:38:19.525048+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/amazon-archives/aws-waf-sample','AWS WAF sample rules','','2024',5,'A historical repository containing sample AWS WAF rule sets and templates. Note: This repository is now officially archived by AWS. Contemporary deployment architectures rely on AWS Managed Rules or centralized configurations managed through AWS Firewall Manager rather than maintaining customized version-one JSON rules.','JSON','Repository','Intermediate',0,'online','manual','ddea1ea4fcf5f9a5fc9a8369dd1679d8d2742aac6828d7ed28b950d09abcd140',100.0,1779130494,1,'2020-01-09T08:11:23Z',NULL,NULL,NULL,'["Security & Identity", "Network Security", "Web Application Protection"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2020-01-09T08:11:23Z", "gh_stars": 511, "gh_open_issues_30d": 31, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-08-14T18:38:20.302222+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/amelbakry/kubernetes-active-passive','Kubernetes Active Passive Applications','','2021',0,'A reference architecture guiding the implementation of Active-Passive configurations within multi-region Kubernetes topologies. Provides template setups for handling state synchronization and global traffic failovers.','Go','Templates','Advanced',0,'online','manual','bf79c301fff4e55aa4ac515fcf282e6bf1ac6795640e5b21b135d27cfc6c44c6',100.0,1781736046,1,'2026-06-18T00:40:46.790295+02:00',NULL,NULL,NULL,'["Reliability", "Architectural Patterns", "Disaster Recovery"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:38:21.045294+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/amitmavgupta/azure-terraform','github.com/amitmavgupta/azure-terraform','','2022',2,'A centralized repository of common Azure resource templates compiled using Terraform. 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It supports multiple vulnerability sources and outputs structured data compatible with enterprise DevSecOps tools. Through 2026, it stands as the industry standard tool for shift-left image security.','Go','CLI Tool','Medium',0,'online','manual','457d117ce39ba93b09de80026a3d67a203e6a39b8511306889f032c360d1c6f9',100.0,1779034477,1,'2026-06-12T15:56:32Z',NULL,NULL,NULL,'["Security", "Vulnerability Scanning", "Container Images"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:56:32Z", "gh_stars": 12400, "gh_open_issues_30d": 400, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-08-14T18:38:22.669140+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/anchore/syft','==anchore/syft==','','2021',5,'An advanced security tool engineered to generate detailed Software Bill of Materials (SBOM) from container images, file systems, and archives. Syft identifies package structures to track vulnerable subcomponents in modern supply chain governance.','Go','CLI Tool','Intermediate',0,'online','manual','db2fcf1ed1811ccd981eff91084d06e12e3cc79c9281dd6b8e36898d2efb90d2',100.0,1779030407,1,'2026-06-12T13:29:25Z',NULL,NULL,NULL,'["Security & Compliance", "Supply Chain Security", "SBOM Generation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T13:29:25Z", "gh_stars": 9106, "gh_open_issues_30d": 631, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-08-14T18:38:23.412769+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/anderseknert/awesome-opa','anderseknert/awesome-opa 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','74b59d9adc2bc20caea9b43eb1abb3db4a1ee3ccb4ec9a03f666cb0130112715',100.0,1779029367,0,'2026-05-17T16:49:27.255629+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/open-policy-agent/awesome-opa", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-08-14T18:38:24.152910+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/andreazorzetto/yh','yh - YAML Highlighter','','2022',4,'A specialized, terminal-based syntax highlighter designed explicitly for YAML configurations. Unlike generic highlighters, yh identifies YAML indentation rules and formats outputs from standard pipelines. It is highly useful for reviewing massive Kubernetes manifests directly in terminals.','Go','tool','beginner',0,'online','manual','835328b68aa23ebad6c9e32970fe664b9b951d99213ca3069c6e3b3e012cf187',100.0,1779032153,1,'2020-12-14T09:49:42Z',NULL,NULL,NULL,'["Configuration Management", "YAML Processing", "CLI Tools"]','["[ENTERPRISE-STABLE]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-12-14T09:49:42Z", "gh_stars": 427, "is_special": true, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-08-14T18:38:24.913519+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/andredesousa/devops-best-practices','andredesousa/devops-best-practices','','2026',1,'An opinionated checklist detailing architectural best practices for logging formats, schema migrations, system health monitoring, and security setups. 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Live Grounding: Continues to be a vital community asset for tech professionals traversing global borders, offering real-time data on corporate immigration compliance and tax architectures.','en','GitHub Repository','Intermediate',0,'online','manual','7eda0472cae43870bede3742ed479d8829d1a4ded8fda5a2b5d147932a0aab92',100.0,1779032296,1,'2026-03-19T14:04:47Z',NULL,NULL,NULL,'["Professional Practice", "Recruiting", "Resource Guides"]','["[DE FACTO STANDARD]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-03-19T14:04:47Z", "gh_stars": 4427, "gh_open_issues_30d": 14, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-08-14T18:38:27.233042+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md','github: Safe ways to do things in bash','','2026',5,'Serves as the authoritative style manual for compiling safe, error-free bash scripts. Maintained within the Shellharden project, it outlines rigorous quoting standards, expansion parameters, array handling, and variable declarations to prevent system exploits or unexpected command executions.','Bash','Developer Guide','Advanced',0,'online','manual','91ca4befc6835bd57a7f160db4e2eb0803d492455fa4818ac4ea1dd50c4d42a3',100.0,1779031266,1,'2026-01-05T06:45:45Z',NULL,NULL,NULL,'["Linux", "Automation", "Bash Scripting"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-01-05T06:45:45Z", "gh_stars": 4784, "gh_open_issues_30d": 10, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-08-14T18:38:28.015019+02:00"}'); INSERT INTO "resources" VALUES('https://github.com/ansible-collections','Ansible Collections 🌟','','2024',2,'Upstream GitHub organization containing certified and community Ansible Content Collections. Reflects the modern decentralized packaging model of the modern Ansible ecosystem.','Python','github_repo','Advanced',0,'online','manual','ac690db74143451d4c91e08cd4c35bf09d1e37cbc8afad7cd5503a9c5d6bf6e5',100.0,1779029323,1,'2026-05-17T16:48:43.149798+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Ecosystem", "Collections"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/ansible-collections/amazon.aws','Amazon AWS Collection 🌟','','2024',2,'The official Amazon Web Services Content Collection for Ansible. Provides production-ready modules for provisioning, updating, and de-provisioning EC2, VPC, S3, and RDS infrastructure assets.','Python','github_repo','Advanced',0,'online','manual','804fce1e8984f14dfa663281baa5c49908f5fbdc2cb9c315bf8810accca8f739',100.0,1779033759,1,'2026-06-12T18:54:31Z',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Ecosystem", "Collections"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-12T18:54:31Z", "gh_stars": 388, "gh_open_issues_30d": 166, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:49.596395+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ansible-community/awesome-ansible','==ansible-community/awesome-ansible: Awesome Ansible== 🌟🌟🌟','','2026',4,'The authoritative, community-managed repository of recommended Ansible tools, tutorials, extensions, and integration ecosystems. 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Live Grounding: The repository is archived and inactive for over 4 years. While the structural rules engine remains historically valuable, it does not support modern Kubernetes RBAC security vectors.','Ruby','Code Repository','Advanced',0,'online','manual','d7bc7f3f6ae5aea58e5b292f7ced0852bb07b49099998f036457b441d1c9baa0',100.0,1779031981,1,'2026-02-13T15:57:57Z',NULL,NULL,NULL,'["Security", "Identity & Access", "RBAC", "Legacy Tools"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-13T15:57:57Z", "gh_stars": 740, "gh_open_issues_30d": 55, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-08-14T18:38:47.631261+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/appvia/tako','Kev','','2021',1,'A tool to orchestrate application deployments on Kubernetes using Docker Compose files. 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Live grounding in 2026 confirms that Starboard has been fully deprecated and integrated directly into the Trivy Operator framework. 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Covers baseline controls including multi-factor authentication enforcement, legacy block protocols, and device compliance checks.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Identity Security", "Conditional Access"]','["[LEGACY]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/entra/identity/conditional-access/plan-conditional-access','learn.microsoft.com: Conditional Access architecture and personas','','2024',0,'Explores architecture design patterns, administrator roles, and lifecycle management for complex Conditional Access policy matrices. Prevents tenant lockout scenarios while executing strict Zero Trust access models.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Identity Security", "Access Design"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); @@ -9680,7 +9680,7 @@ INSERT INTO "resources" VALUES('https://martinheinz.dev/blog/63','martinheinz.de - 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.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Workload Management", "Application Lifecycle", "Probes & Health Checks", "Readiness Gates"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://martinheinz.dev/blog/73','martinheinz.dev/blog/73: Automate All the Boring Kubernetes Operations with Python 🌟','','2023',0,'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.','Python','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Python Automation"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://martinheinz.dev/blog/85','martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API','','2022',0,'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.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Data Management", "Checkpointing API"]','["[EMERGING]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://martinheinz.dev/blog/85','martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API','','2022',0,'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.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Data Management", "Checkpointing API"]','["[EMERGING]"]','[]','["kubernetes-backup-migrations.md", "kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://martinheinz.dev/blog/89','martinheinz.dev: Boost Your Python Application Performance using Continuous Profiling','','2022',0,'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.','Python','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Performance Optimization", "Continuous Profiling"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://martkos-it.co.uk/our-work/jmeter-testing-cheat-sheet-ng5zm-97y43-af8tj','martkos-it.co.uk: JMeter Cheat Sheet','','2026',0,'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.','English','Cheat Sheet','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Performance Testing", "JMeter"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://martkos-it.co.uk/s/jmeter-testing-cheat-sheet-v10.pdf','jmeter-testing-cheat-sheet-v10.pdf','','2026',0,'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.','English','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Performance Testing", "JMeter"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); @@ -11085,7 +11085,7 @@ INSERT INTO "resources" VALUES('https://nedinthecloud.com','nedinthecloud.com',' INSERT INTO "resources" VALUES('https://nedinthecloud.com/2022/01/18/replacing-the-template_cloudinit_config-data-source','nedinthecloud.com: Replacing The Template Cloudinit Config Data Source','','2022',4,'Addresses the deprecation of the legacy "template_cloudinit_config" resource and maps the clean migration path to the built-in "cloudinit_config" data source. Explains how this restructuring improves parsing performance and removes external module overhead. Live grounding confirms that keeping cloud-init resources modern is essential to prevent deployment blockages in current provider runtimes.','HCL','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "State & Variables"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nedinthecloud.com/2024/01/22/comparing-opentofu-and-terraform','nedinthecloud.com: Comparing Open TOFU And Terraform','','2024',0,'A balanced, technical side-by-side assessment evaluating the feature-level convergence and divergence of OpenTofu and HashiCorp Terraform. Breaks down functional differences including custom registry configurations, enhanced state encryption architectures, and tooling divergence.','None','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Discussions & Critiques", "Evolution of IaC"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nedinthecloud.com/2024/04/15/using-azure-container-instances-for-an-azure-devops-self-hosted-agent','nedinthecloud.com: Using azure container instances for an azure dev ops self hosted agent','','2024',0,'Walks through establishing ephemeral, self-hosted Azure DevOps agent runners running within Azure Container Instances (ACI). Simplifies pipeline scaling and minimizes runner maintainability overhead.','None','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "CI-CD Runners", "Ephemeral Containers"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nedinthecloud.com/2025/07/01/ephemeral-values-in-terraform','Ephemeral Values in Terraform','','2025',0,'Explains the design and execution mechanics of Ephemeral Values introduced in modern Terraform releases. Discusses preventing credential leakages by keeping sensitive short-lived resources completely out of persistent state logs.','HCL','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Terraform", "Secrets"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "iac.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://nedinthecloud.com/2025/07/01/ephemeral-values-in-terraform','Ephemeral Values in Terraform','','2025',0,'Explains the design and execution mechanics of Ephemeral Values introduced in modern Terraform releases. Discusses preventing credential leakages by keeping sensitive short-lived resources completely out of persistent state logs.','HCL','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Terraform", "Secrets"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "iac.md", "kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://neilpatel.com/blog/best-project-management-software','Best Project Management Software of 2020','','N/A',0,'A curated technical resource and architectural guide covering Best Project Management Software of 2020 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030824,0,'2026-05-17T17:13:44.491032+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://neonmirrors.net/post/2020-11/exploring-kyverno-intro','neonmirrors.net: Exploring Kyverno: Introduction 🌟','','2020',0,'A foundational introductory article dissecting the architecture and operational benefits of adopting Kyverno. Contrasts it with custom-coded validating webhooks and details its direct design philosophy of aligning container policy administration with idiomatic Kubernetes constructs.','YAML','Article','Intermediate',0,'online','manual','30f5ca3479733376f4b52562355325fd3c41d2e7f0b84853a2ab75f629ee9781',100.0,1779031642,1,'2026-05-17T17:27:22.465952+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://neonmirrors.net/post/2020-12/exploring-kyverno-part3','neonmirrors.net: Exploring Kyverno: Part 3, Generation','','2020',0,'Deep-dive technical exploration into Kyverno''s generation rules, demonstrating how the policy engine can automatically provision ancillary resources, like NetworkPolicies or ConfigMaps, whenever a new namespace is initialized. Optimizes cluster bootstrapping without custom operators.','YAML','Article','Advanced',0,'online','manual','84aee77e824e58bd885ff7ca67511320a4ee0064694177137da7c799e6560d48',100.0,1779031618,1,'2026-05-17T17:26:58.729991+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); @@ -12702,7 +12702,7 @@ INSERT INTO "resources" VALUES('https://support.google.com/google-workspace-indi INSERT INTO "resources" VALUES('https://support.sonatype.com/hc/en-us/articles/213465768-SSL-Certificate-Guide','support.sonatype.com: SSL Certificate Guide','','N/A',0,'A curated technical resource and architectural guide covering support.sonatype.com: SSL Certificate Guide in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031111,0,'2026-05-17T17:18:31.028555+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://support.sonatype.com/hc/en-us/articles/217542177-Using-Self-Signed-Certificates-with-Nexus-Repository-Manager-and-Docker-Daemon','support.sonatype.com: Using self signed certificates with Nexus Repository'' Manager and Docker Daemon','','N/A',0,'A curated technical resource and architectural guide covering support.sonatype.com: Using self signed certificates with Nexus Repository'' Manager and Docker Daemon in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031122,0,'2026-05-17T17:18:42.226692+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://support.sonatype.com/hc/en-us/articles/360009696054-How-to-delete-docker-images-from-Nexus-Repository-Manager','sonatype: how to delete docker images from Nexus Repository Manager','','N/A',0,'A curated technical resource and architectural guide covering sonatype: how to delete docker images from Nexus Repository Manager in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033923,0,'2026-05-17T18:05:23.769807+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://support.tools/post/rke2-standalone-disaster-recovery','RKE2 Standalone Disaster Recovery Guide','','2024',0,'Critical disaster recovery operational manual targeting RKE2 standalone clusters. Focuses on backup restoration, etcd snapshot recovery, and certificate rotation when cluster management planes fail.','English','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "RKE2"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["rancher.md", "kubernetes-backup-migrations.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://support.tools/post/rke2-standalone-disaster-recovery','RKE2 Standalone Disaster Recovery Guide','','2024',0,'Critical disaster recovery operational manual targeting RKE2 standalone clusters. Focuses on backup restoration, etcd snapshot recovery, and certificate rotation when cluster management planes fail.','English','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "RKE2"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["rancher.md", "kubernetes-backup-migrations.md", "kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://sureshdsk.dev/check-diff-between-two-files-in-python','sureshdsk.dev: Check diff between two files in Python','','2021',0,'Explores standard library integration of the `difflib` module. Demonstrates programmatically comparing two text documents, parsing line differences, and generating HTML output formatting.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Utilities", "File Operations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://surfingcomplexity.blog/2022/11/25/cache-invalidation-really-is-one-of-the-hardest-things-in-computer-science','surfingcomplexity.blog: Cache invalidation really is one of the hardest problems in computer science','','2022',0,'An analytical exploration detailing the complex nature of distributed cache invalidation strategies. It breaks down systemic issues with race conditions, expiration parameters, and multi-region database sync mechanisms.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Caching", "Caching Fundamentals", "Cache Invalidation"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://survey.stackoverflow.co',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','5ae20c1f0feda71ada9b526eb192ba6527bf51ce545cf4c4203596edbcc23edd',100.0,1779130494,0,'2026-05-18T20:54:54.996882+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); @@ -12848,7 +12848,7 @@ INSERT INTO "resources" VALUES('https://techbeatly.com/terraform-free-courses',' INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com','techcommunity.microsoft.com','','2026',0,'Microsoft''s official technical hub where engineers, product groups, and IT professionals share implementation guides, product updates, and architecture insights. An invaluable resource for tracking ongoing engineering conversations and discovering unofficial integration solutions.','None','Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community", "Portals", "Tech Community"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/?product=All','techcommunity.microsoft.com: Microsoft Learn - Learning Rooms Directory','','2026',0,'Microsoft''s centralized interactive learning room community directory. Facilitates global peer-to-peer technical guidance and deep system architectural support.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "Cloud Documentation", "Community & Learning"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/AzureDevCommunityBlog/enhancing-infrastructure-as-code-generation-with-github-copilot-for-azure/4388514','Enhancing Infrastructure as Code Generation with GitHub Copilot for Azure','','2025',0,'Technical optimization guide exploring the use of GitHub Copilot for drafting Bicep, ARM, and Terraform configurations. Shows how to engineer precise prompt schemas to maintain syntax standards.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AI Integration", "Copilot for Azure"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md", "azure.md", "iac.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842','Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads','','2025',0,'Examines best practices for designing resilient Azure ExpressRoute topologies to safeguard production-critical hybrid cloud environments. Architects are guided through configuring dual-homing, active-active paths, BFD (Bidirectional Forwarding Detection), and automated failover strategies to prevent network isolation.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure Networking", "Hybrid Connectivity"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md", "networking.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842','Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads','','2025',0,'Examines best practices for designing resilient Azure ExpressRoute topologies to safeguard production-critical hybrid cloud environments. Architects are guided through configuring dual-homing, active-active paths, BFD (Bidirectional Forwarding Detection), and automated failover strategies to prevent network isolation.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure Networking", "Hybrid Connectivity"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md", "networking.md", "azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706','Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for Cost Optimization','','2025',5,'Details how to configure a FinOps-compliant Azure Landing Zone. Uses Azure Policy and management groups to enforce resource tag policies, mandate budget limits at subscription boundaries, and automate continuous cost governance.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Azure Optimization", "Landing Zones"]','["[DE FACTO STANDARD]"]','[]','["iac.md", "azure.md", "finops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538','A Guide to Azure Data Transfer Pricing','','2025',0,'A deep analysis of the financial implications of Azure data transit. The guide breaks down costs associated with intra-region, inter-region, availability zone traversal, and internet egress. It is highly valuable for designing cost-efficient microservices that utilize high-frequency data synchronizations.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure Networking", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["azure.md", "networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889','Announcing Public Preview of Terraform Export from the Azure Portal','','2025',0,'Official announcement detailing native preview features to export existing Azure assets into declarative Terraform code blocks directly inside the portal interface. Eliminates reliance on custom parsing tools.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Official Integration"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "azure.md"]','{}','{}'); @@ -13157,7 +13157,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/4-essential-tools-for-pro INSERT INTO "resources" VALUES('https://thenewstack.io/4-reasons-your-cloud-operations-need-a-finops-team','thenewstack.io: 4 Reasons Your Cloud Operations Need a FinOps Team','','2021',0,'Highlights four critical drivers for establishing a structured FinOps team inside scaling enterprises. Discusses the pitfalls of decentralized cloud spending, the benefits of shared cost responsibility, real-time optimization tooling, and accurate unit economics estimation.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Financial Operations", "FinOps", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["finops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://thenewstack.io/4-ways-to-run-kubernetes-in-production','thenewstack.io: 4 ways to run kubernetes in production','','2022',0,'Compares major approaches to operating production clusters. Evaluates self-hosted bare metal implementations, public-cloud managed systems, bootstrap frameworks, and fully managed hybrid topologies.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "Deployment Models", "Operations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://thenewstack.io/5-best-practices-for-configuring-kubernetes-pods-running-in-production','thenewstack.io: 5 Best Practices for Configuring Kubernetes Pods Running in Production','','2022',0,'Highlights 5 key areas for stabilizing pods in production: configuring explicit CPU/RAM requests, setting up robust probes, establishing security contexts, enabling termination grace periods, and implementing anti-affinity.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Workload Management", "Pod Configuration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://thenewstack.io/5-best-practices-to-back-up-kubernetes','thenewstack.io: 5 Best Practices to Back up Kubernetes','','2021',0,'Ensuring disaster recovery capability in Kubernetes requires robust backup strategies for both cluster state (etcd) and persistent volume data. This reference highlights best practices including scheduling automated snapshot intervals, isolating backup storage, and regularly testing recovery procedures. Adhering to these patterns safeguards enterprise workloads against data corruption and ransomware.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Data Management", "Backup"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://thenewstack.io/5-best-practices-to-back-up-kubernetes','thenewstack.io: 5 Best Practices to Back up Kubernetes','','2021',0,'Ensuring disaster recovery capability in Kubernetes requires robust backup strategies for both cluster state (etcd) and persistent volume data. This reference highlights best practices including scheduling automated snapshot intervals, isolating backup storage, and regularly testing recovery procedures. Adhering to these patterns safeguards enterprise workloads against data corruption and ransomware.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Data Management", "Backup"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-backup-migrations.md", "kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://thenewstack.io/5-cloud-automation-tips-for-developers-and-devops','thenewstack.io: 5 Cloud Automation Tips for Developers and DevOps','','2021',0,'Details actionable cloud infrastructure and automation recommendations. Focuses on orchestrating stateless and stateful resources using modular IaC formats, automating dynamic ephemeral staging environments, and implementing declarative cloud drift reconciliation systems.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Automation", "Developer Workflows"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://thenewstack.io/5-cloud-native-trends-to-watch-out-for-in-2022','thenewstack.io: 5 Cloud Native Trends to Watch out for in 2022','','2022',4,'Outlines five major architectural developments in cloud-native technology, highlighting eBPF-powered networking, WebAssembly (Wasm) runtime integration, and GitOps-centric deployment. Serves as a useful compass for aligning next-generation enterprise platforms with emerging standards.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & Kubernetes Core", "Market Trends", "Ecosystem Evolution"]','["[EMERGING]", "[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://thenewstack.io/5-essential-tips-to-manage-kubernetes-costs','thenewstack.io: 5 Essential Tips to Manage Kubernetes Costs','','2021',0,'Presents a strategic blueprint for limiting resource waste within cloud-native infrastructures. It focuses on setting realistic resource request and limit boundaries, utilizing horizontal and vertical autoscaling mechanisms, and eliminating orphaned volume structures.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Optimization", "Cost Management", "FinOps Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); @@ -15571,7 +15571,7 @@ INSERT INTO "resources" VALUES('https://www.haproxy.com/blog/the-haproxy-enterpr INSERT INTO "resources" VALUES('https://www.haproxy.org','HAProxy','','2025',0,'HAProxy is an industry-standard, high-performance TCP/HTTP load balancer and proxy. It is widely praised for its raw event-driven architecture, rich session routing mechanisms, security structures, and efficiency.','C','Open Source Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Load Balancing", "HAProxy"]','["[COMMUNITY-TOOL]"]','[]','["web-servers.md", "caching.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.harness.io','harness.io','- [harness.io: AutoStopping Rules For Kubernetes Clusters](https://www.harness.io/blog/autostopping-rules-kubernetes) Harness Intelligent Cloud AutoStopping Rules help manage your resources automatically to make sure that they run only when used, never when idle. - [harness.io: Migrating CD Jenkins Pipelines To Harness Using Helm](https://www.harness.io/blog/cd-jenkins-pipelines-harness)','2026',0,'An enterprise software delivery platform featuring AI/ML-driven automated canary deployments and rollbacks. Leveraging intelligent cloud-autostopping rules, it dynamically scales down idle Kubernetes-native resources to curb compute overhead, while integrating seamlessly with legacy Jenkins workloads through Helm pipelines.','Java','Platform','High',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Platforms", "Enterprise Continuous Delivery"]','["[LEGACY]"]','[]','["jenkins-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://www.harness.io/blog','harness.io: Introduction to Helm: Charts, Deployments, & More 🌟','','2021',0,'High-impact breakdown of Helm core components including Chart.yaml, value overriding mechanics, and templating practices. Details how modern continuous delivery engines natively incorporate Helm to optimize release logic.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Package Management", "Introductory"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md", "cicd.md", "devsecops.md", "terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://www.harness.io/blog','harness.io: Introduction to Helm: Charts, Deployments, & More 🌟','','2021',0,'High-impact breakdown of Helm core components including Chart.yaml, value overriding mechanics, and templating practices. Details how modern continuous delivery engines natively incorporate Helm to optimize release logic.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Package Management", "Introductory"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md", "cicd.md", "devsecops.md", "terraform.md", "helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.harness.io/blog/automated-devsecops','harness.io: Automated DevSecOps with StackHawk and Harness','','2021',0,'This integration post demonstrates combining Harness continuous delivery pipelines with StackHawk dynamic application security testing. Explains triggering automated DAST sweeps during local staging or canary rollout stages to catch vulnerabilities pre-production.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Commercial CD"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.harness.io/blog/autostopping-rules-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','8766e0aaa30ac17bea725e865c84cb99dae629ef5a930ab7911df14978712b2e',100.0,1779130494,0,'2026-05-18T20:54:54.969962+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://harness.io/blog/autostopping-rules-kubernetes"}'); INSERT INTO "resources" VALUES('https://www.harness.io/blog/cd-jenkins-pipelines-harness',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','3012787c3e665c4a3ef54a736fba095fd24e97fc0cc7cbb15e64ad980bd2d70e',100.0,1779130495,0,'2026-05-18T20:54:55.017388+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://harness.io/blog/cd-jenkins-pipelines-harness"}'); @@ -16071,7 +16071,7 @@ INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/grafana-loki-log INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/jenkins-freestyle-pipeline-migration','infracloud.io: Migrating Jenkins Freestyle Job to Multibranch Pipeline 🌟','','2022',0,'An extensive structural migration blueprint detailing the step-by-step logic, pattern conversions, and pitfalls associated with transitioning legacy UI-defined Freestyle jobs to multibranch pipeline declarations.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Modernization", "Migration"]','["[LEGACY]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/kubernetes-autoscaling-custom-metrics','infracloud.io: Kubernetes Autoscaling with Custom Metrics (updated) 🌟','','2023',0,'An operational manual on establishing a custom metrics pipeline using Prometheus Adapter to scale Kubernetes workloads dynamically. Highlights strategies for implementing queue-length or rate-of-request based scaling models to surpass simple resource limits.','N/A','Blog','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Metrics & Monitoring", "Custom Metrics"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{"duplicate_of": "https://medium.com/google-cloud/kubernetes-autoscaling-with-istio-metrics-76442253a45a"}'); INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/kubernetes-cost-reporting-using-kubecost','infracloud.io: Kubernetes Cost Reporting using Kubecost','','2022',0,'An operations-focused walk-through for integrating Kubecost into enterprise environments. Covers capturing Prometheus-formatted infrastructure telemetry and leveraging internal dashboards to visualize actual cost structures.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Optimization", "Cost Management", "Tooling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa','infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent','','2021',0,'Evaluates using Open Policy Agent (OPA) and Gatekeeper to enforce pod security. Live grounding alerts: Native Kubernetes Pod Security Policies (PSPs) are fully deprecated. This article remains valuable for migration projects transitioning from legacy PSPs to modern OPA/Gatekeeper policy-as-code equivalents.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Policy as Code"]','["[LEGACY]"]','[]','["devsecops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa','infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent','','2021',0,'Evaluates using Open Policy Agent (OPA) and Gatekeeper to enforce pod security. Live grounding alerts: Native Kubernetes Pod Security Policies (PSPs) are fully deprecated. This article remains valuable for migration projects transitioning from legacy PSPs to modern OPA/Gatekeeper policy-as-code equivalents.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Policy as Code"]','["[LEGACY]"]','[]','["devsecops.md", "securityascode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/linking-traces-continuous-profiling-pyroscope','infracloud.io: Linking Traces with Continuous Profiling using Pyroscope','','2022',0,'Explores how to link distributed transaction traces with continuous CPU and memory profiling using Grafana Pyroscope. Explains how correlating spans directly to code-level flamegraphs speeds up root-cause investigation.','English','Article','High',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Continuous Profiling", "Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/machine-learning-orchestration-kubernetes-kubeflow','infracloud.io: Machine Learning Orchestration on Kubernetes using Kubeflow','','2021',3,'Explores the practical orchestration of complex ML workflows using Kubeflow pipelines on Kubernetes. Outlines the underlying architecture, components (e.g., pipelines, notebook servers, metadata), and strategic advantages over non-containerized distributed ML setups.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["MLOps", "Kubernetes", "Kubeflow"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/monitoring-kubernetes-cert-manager-certificates','infracloud.io: Monitoring Kubernetes cert-manager Certificates with BotKube','','2021',0,'Details an elegant ChatOps pattern that integrates BotKube with cert-manager to actively push real-time TLS certificate expiration warnings and validation failures to Slack or Microsoft Teams, streamlining automated certificate lifecycle operations in production clusters.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Dynamic Component Monitoring", "Security & Certificates", "ChatOps Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); @@ -17433,7 +17433,7 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/monitoring-servic INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/mssql-linux-easy','redhat.com: Using Ansible to deploy Microsoft SQL Server 2019 on Red Hat Enterprise Linux 8','','2019',3,'A comprehensive Red Hat tutorial demonstrating how to use Ansible system roles to install and optimize Microsoft SQL Server 2019 on RHEL 8. It covers disk allocation, OS kernel parameters adjustment, and high-availability configuration. This is a foundational guide for platform teams automating traditional databases.','N/A','article','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Database Deployment"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/multi-cluster-kubernetes-architecture','redhat.com: 3 questions to answer when considering a multi-cluster Kubernetes architecture','','2021',0,'A decision framework for assessing multi-cluster infrastructures. Guides administrators through considerations of global routing setup, uniform access management across clusters, and fleet management overhead.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "Multi-Cluster", "Strategy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/network-policies-controlling-cross-project-communication-on-openshift','openshift.com: Network Policies: Controlling Cross-Project Communication on OpenShift','','2021',0,'Detailed enterprise manual for enforcing SDN security domains in OpenShift. Details how to control inter-project communication boundaries via specialized network policies.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Security", "OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/network-traffic-control-containers-red-hat-openshift','redhat.com: Network traffic control for containers in Red Hat OpenShift 🌟','','2019',0,'Examines ingress/egress bandwidth shaping, container rate-limiting, and packet prioritization within OpenShift''s SDN. Live grounding shows that while basic Linux TC limits apply, contemporary architectures utilize service meshes to execute complex L7 rate-limiting policies.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & OpenShift", "Networking", "Traffic Control"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/network-traffic-control-containers-red-hat-openshift','redhat.com: Network traffic control for containers in Red Hat OpenShift 🌟','','2019',0,'Examines ingress/egress bandwidth shaping, container rate-limiting, and packet prioritization within OpenShift''s SDN. Live grounding shows that while basic Linux TC limits apply, contemporary architectures utilize service meshes to execute complex L7 rate-limiting policies.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & OpenShift", "Networking", "Traffic Control"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md", "openshift.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/new-kubernetes-operatorhub-red-hat-openshift-enable-hybrid-cloud-flexibility-enterprises',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','69b4194669483e26685c43b980ec37f4e3c29c1db6c4b07f666d5afeea9da6e6',100.0,1779033640,0,'2026-05-17T18:00:40.205424+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/new-podman-secrets-command','redhat.com: Exploring the new Podman secret command 🌟','','2021',0,'An in-depth look at the `podman secret` command subsystem, which manages sensitive credentials securely on the local host keyring rather than hardcoding them in images. This pattern brings Kubernetes-style secret mounting to systemd and standalone container workloads, preventing credentials leakage in microservice environments.','Shell','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Engines", "Secret Management"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/nmap-scripting-engine','redhat.com: 5 scripts for getting started with the Nmap Scripting Engine','','2022',0,'Highlights the capability of the Nmap Scripting Engine (NSE) to automate network auditing tasks. Features custom scripts for SSL/TLS validation, vulnerability scanning, and service version checks inside critical target networks.','Lua','Security Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Linux", "Security", "Penetration Testing"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}'); @@ -17446,7 +17446,7 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-4-migra INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-4.5-node-improvements',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','1662f45ea5d6fdf5534c1cd0e99de067f4f65624399ec8e57a7a0474ab2eb437',100.0,1779130495,1,'2026-05-18T20:54:55.019958+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-and-network-security-zones-coexistence-approaches','OpenShift and Network Security Zones: Coexistence Approaches 🌟🌟🌟','- **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. - 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)). - - **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.','2018',0,'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.','None','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & OpenShift", "Security", "Architecture"]','["[CASE STUDY]", "[LEGACY]"]','[]','["ocp4.md"]','{}','{}'); + - **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.','2018',0,'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.','None','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & OpenShift", "Security", "Architecture"]','["[CASE STUDY]", "[LEGACY]"]','[]','["ocp4.md", "openshift.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-architectures-for-the-edge-with-openshift-4.6',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','2326adf17b24e059375b40447a3abb5509cd1e0fd797077da5fa6fc36888d02a',100.0,1779130495,1,'2026-05-18T20:54:55.024958+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd','openshift.com: OpenShift Authentication Integration with ArgoCD','','2022',4,'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.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,1781736114,0,'2026-06-18T00:41:54.076754+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps", "Authentication & SSO", "OpenShift"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["argo.md", "ocp3.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-commons-briefing-database-disaster-recovery-made-easy-with-annette-clewett-red-hat-and-andrew-lecuyer-crunchy-data','cloud.redhat.com: OpenShift Commons Briefing: Database Disaster Recovery Made Easy with Annette Clewett (Red Hat) and Andrew L''Ecuyer (Crunchy Data)','','2021',0,'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.','English','Video Briefing','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "Disaster Recovery", "Enterprise RedHat"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}'); @@ -19325,7 +19325,7 @@ INSERT INTO "resources" VALUES('https://nubenetes.com/registries','OpenShift Reg INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-single-command-in-30-minutes','openshift.com: Deploy a multi-master OKD 4.5 cluster using a single command in ~30 minutes','','2020',0,'Highlights the deployment of an upstream OKD 4.5 cluster (the open-source origin of OpenShift) using the quick installer-provisioned infrastructure (IPI) workflow. It provides a step-by-step breakdown of how a single command automates the bootstrapping of multi-master control planes on cloud providers. Useful for labs and staging environments targeting standard Kubernetes platform development.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,1781429922,0,'2026-06-14T11:38:42.537728+02:00',NULL,NULL,NULL,'["Container Platforms", "OKD / OpenShift", "Cluster Bootstrap"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.prismacloud.io/en','docs.aporeto.com: OpenShift Master API Protection','','2023',0,'Details how to protect the OpenShift Master API using microsegmentation and identity-based security policies, now consolidated under Palo Alto Networks Prisma Cloud. It explores runtime enforcement, traffic whitelist policies, and vulnerability detection to shield critical control planes. Live grounding shows that Aporeto''s identity-based security is now fully integrated into the Prisma Cloud platform.','English','Documentation','Advanced',1,'duplicate','manual',NULL,NULL,1781429922,0,'2026-06-14T11:38:42.564549+02:00',NULL,NULL,NULL,'["Security & Compliance", "Network Security", "Prisma Cloud"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{"duplicate_of": "https://docs.aporeto.com/docs/main/guides/okd-master-api-protection"}'); INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-azure-red-hat-openshift-on-openshift-4','Introducing Azure Red Hat OpenShift on OpenShift 4 🌟','','2020',0,'Details the managed Azure Red Hat OpenShift (ARO) offering on OpenShift 4, built on operator-led cluster lifecycle management. It discusses direct integration with Microsoft Azure services, integrated scaling, and unified support channels. This managed service drastically simplifies operational overhead, letting enterprises focus purely on microservices delivery.','English','Technical Announcement','Intermediate',0,'online','manual',NULL,NULL,1781429922,0,'2026-06-14T11:38:42.657322+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Managed Kubernetes", "Azure Red Hat OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nubenetes.com/cheatsheets','Gradle Cheat Sheets','','2026',5,'High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times.','Spanish','Documentation','Beginner',1,'online','manual',NULL,NULL,1781429931,0,'2026-06-14T11:38:51.966657+02:00',NULL,NULL,NULL,'["DevSecOps & Registry", "Java Tools", "Gradle Reference"]','["[DE FACTO STANDARD]"]','[]','["jenkins.md", "ansible.md", "kubectl-commands.md", "maven-gradle.md", "git.md", "terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://nubenetes.com/cheatsheets','Gradle Cheat Sheets','','2026',5,'High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times.','Spanish','Documentation','Beginner',1,'online','manual',NULL,NULL,1781429931,0,'2026-06-14T11:38:51.966657+02:00',NULL,NULL,NULL,'["DevSecOps & Registry", "Java Tools", "Gradle Reference"]','["[DE FACTO STANDARD]"]','[]','["jenkins.md", "ansible.md", "kubectl-commands.md", "maven-gradle.md", "git.md", "terraform.md", "ocp3.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins','cloudbees.com: Jenkins Pipeline with Plugins','','2021',0,'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.','English','Whitepaper','Advanced',0,'online','manual',NULL,NULL,1781429932,0,'2026-06-14T11:38:52.476763+02:00',NULL,NULL,NULL,'["DevSecOps", "CI/CD Pipelines", "Jenkins Automation"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('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','Google docs & Sheets','','2026',0,'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.','English','Tool Link','Beginner',0,'online','manual',NULL,NULL,1781429942,0,'2026-06-14T11:39:02.198049+02:00',NULL,NULL,NULL,'["Collaboration Tools", "Document Management", "External Links"]','["[COMMUNITY-TOOL]"]','[]','["workfromhome.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/AmazonS3/latest/API','Making Requests to Amazon S3 over IPv6','','2023',2,'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.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,1781735877,0,'2026-06-18T00:37:57.793901+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Object Storage", "AWS"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}'); @@ -19531,7 +19531,7 @@ INSERT INTO "resources" VALUES('https://docs.ansible.com/collections.html','Mana INSERT INTO "resources" VALUES('https://nubenetes.com/kubernetes','Kubectl plugins and tools','','2025',0,'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.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,1781430523,0,'2026-06-14T11:48:43.680800+02:00',NULL,NULL,NULL,'["Kubernetes", "Operations", "Kubectl Plugins"]','["[COMMUNITY-TOOL]"]','[]','["kubectl-commands.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.blackduck.com/blog/integrating-automated-ast-tools.html','synopsys.com: How to integrate automated AST tools in your CI/CD pipeline','','2021',0,'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.','English','Article','Advanced',0,'online','manual',NULL,NULL,1781430523,0,'2026-06-14T11:48:43.813812+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Application Security"]','["[COMMUNITY-TOOL]"]','[]','["testops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.techerati.com/features-hub/devsecops-eight-tips-for-truly-securing-software','techerati.com: DevSecOps: Eight tips for truly securing software','','2022',0,'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.','English','Best Practice Guide','Intermediate',0,'online','manual',NULL,NULL,1781432178,0,'2026-06-14T12:16:18.617535+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Best Practices"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc','Deploying to Azure: Secure Your GitHub Workflow with OIDC','','2022',0,'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.','YAML','Technical Article','Intermediate',0,'online','manual',NULL,NULL,1781432228,0,'2026-06-14T12:17:08.047025+02:00',NULL,NULL,NULL,'["Security & Governance", "CI/CD Security", "Azure & GitHub Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md", "cicd.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc','Deploying to Azure: Secure Your GitHub Workflow with OIDC','','2022',0,'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.','YAML','Technical Article','Intermediate',0,'online','manual',NULL,NULL,1781432228,0,'2026-06-14T12:17:08.047025+02:00',NULL,NULL,NULL,'["Security & Governance", "CI/CD Security", "Azure & GitHub Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md", "cicd.md", "azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump','blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟','','2021',0,'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.','Java','Technical Article','Advanced',0,'online','manual',NULL,NULL,1781432228,0,'2026-06-14T12:17:08.603184+02:00',NULL,NULL,NULL,'["Observability & Troubleshooting", "JVM Performance", "Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://thomasthornton.cloud/a-devops-journey-using-azure-devops','thomasthornton.cloud: A DevOps journey using Azure DevOps','','2021',0,'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.','YAML','Case Study','Intermediate',0,'online','manual',NULL,NULL,1781432259,0,'2026-06-14T12:17:39.274052+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD Platforms", "Azure DevOps"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/federation-v2-is-now-kubefed','Multi-cluster Federation in OpenShift 4 is called **KubeFed**','','2019',2,'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.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736113,0,'2026-06-18T00:41:53.853399+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Multi-Cluster", "Legacy Federation"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}'); diff --git a/data/inventory.yaml b/data/inventory.yaml index af0eb782..9305d47f 100644 --- a/data/inventory.yaml +++ b/data/inventory.yaml @@ -44439,6 +44439,7 @@ https://blog.cloudgeni.ai/the-definitive-guide-to-importing-your-cloud-resources v2_locations: - terraform.md - iac.md + - kubernetes-troubleshooting.md youtube_mosaic: {} https://blog.cloudneutral.se/running-cockroachdb-tpc-c-benchmark-on-gke: title: 'blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE' @@ -67674,6 +67675,7 @@ https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker: v2_locations: - container-managers.md - docker.md + - kubernetes-tutorials.md youtube_mosaic: {} https://build5nines.com/what-is-the-hashicorp-infrastructure-cloud: title: 'build5nines.com: What is The HashiCorp Infrastructure Cloud?' @@ -78458,6 +78460,7 @@ https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-v v1_locations: [] v2_locations: - aws-security.md + - azure.md youtube_mosaic: {} https://cloudbuild.co.uk/how-to-install-terraform: title: 'cloudbuild.co.uk: Part 1: Terraform with Azure - How to install Terraform' @@ -81713,6 +81716,7 @@ https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class: v2_locations: - gitops.md - iac.md + - kubernetes.md youtube_mosaic: {} https://cmcrowell.com/cheat-sheet: title: "cmcrowell.com/cheat-sheet \U0001F31F" @@ -154151,6 +154155,7 @@ https://ettema.dev/posts/ai-multi-repo-workspaces: v2_locations: - ai.md - developerportals.md + - devops-tools.md youtube_mosaic: {} https://eu.udacity.com: title: Udacity.com @@ -165537,6 +165542,7 @@ https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-ge v2_locations: - ai.md - developerportals.md + - devops-tools.md youtube_mosaic: {} https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-interactive-v-non-interactive-mode: title: 'GitHub Copilot CLI for Beginners: Interactive vs Non-interactive Mode' @@ -167915,6 +167921,7 @@ https://github.blog/security/application-security/how-exposed-is-your-code-find- v1_locations: [] v2_locations: - devsecops.md + - securityascode.md youtube_mosaic: {} https://github.blog/security/application-security/implementing-least-privilege-for-secrets-in-github-actions: title: 'github.blog: Implementing least privilege for secrets in GitHub Actions' @@ -175028,7 +175035,7 @@ https://github.com/MnrGreg/kubectl-node-restart: gh_open_issues_30d: 3 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:33:56.293764+02:00' + gh_activity_checked: '2026-08-14T18:36:26.587523+02:00' https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts: title: ==github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts== description: '' @@ -175069,7 +175076,7 @@ https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts: gh_open_issues_30d: 2 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:33:57.022136+02:00' + gh_activity_checked: '2026-08-14T18:36:27.360914+02:00' https://github.com/NCCloud/mayfly: title: "github.com/NCCloud/mayfly: Ephemeral Kubernetes Resources \U0001F31F" description: '' @@ -175110,7 +175117,7 @@ https://github.com/NCCloud/mayfly: gh_open_issues_30d: 8 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:33:57.744988+02:00' + gh_activity_checked: '2026-08-14T18:36:28.160692+02:00' https://github.com/NVIDIA/gpu-operator: title: NVIDIA GPU Operator description: '' @@ -175150,10 +175157,10 @@ https://github.com/NVIDIA/gpu-operator: gh_license: Apache-2.0 gh_pushed: '2026-06-13T10:03:52Z' gh_stars: 2739 - gh_open_issues_30d: 100 + gh_open_issues_30d: 87 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:33:58.552471+02:00' + gh_activity_checked: '2026-08-14T18:36:28.950510+02:00' https://github.com/NVIDIA/k8s-device-plugin: title: 'NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes' description: '' @@ -175193,10 +175200,10 @@ https://github.com/NVIDIA/k8s-device-plugin: gh_license: Apache-2.0 gh_pushed: '2026-06-14T07:42:57Z' gh_stars: 3788 - gh_open_issues_30d: 73 + gh_open_issues_30d: 70 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:33:59.294396+02:00' + gh_activity_checked: '2026-08-14T18:36:29.743233+02:00' https://github.com/NVIDIA/nvidia-docker/blob/8c0eeba474cace48fdb8216f518063db2bd2d4d1/tools/src/nvidia/volumes.go#L103: title: null description: null @@ -175227,7 +175234,7 @@ https://github.com/NVIDIA/nvidia-docker/blob/8c0eeba474cace48fdb8216f518063db2bd gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:00.027474+02:00' + gh_activity_checked: '2026-08-14T18:36:30.546894+02:00' https://github.com/Neoteroi/essentials-configuration-keyvault: title: Neoteroi/essentials-configuration-keyvault description: '' @@ -175268,7 +175275,7 @@ https://github.com/Neoteroi/essentials-configuration-keyvault: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:00.780072+02:00' + gh_activity_checked: '2026-08-14T18:36:31.352910+02:00' https://github.com/Netcracker/KubeMarine: title: github.com/Netcracker/KubeMarine description: '' @@ -175306,10 +175313,10 @@ https://github.com/Netcracker/KubeMarine: gh_license: Apache-2.0 gh_pushed: '2026-06-12T13:49:01Z' gh_stars: 131 - gh_open_issues_30d: 26 + gh_open_issues_30d: 25 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:01.518067+02:00' + gh_activity_checked: '2026-08-14T18:36:32.347765+02:00' https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey: title: Chaos Monkey description: '' @@ -175351,7 +175358,7 @@ https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey: gh_open_issues_30d: 43 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:02.242825+02:00' + gh_activity_checked: '2026-08-14T18:36:33.125349+02:00' https://github.com/Netflix/consoleme: title: null description: null @@ -175381,7 +175388,7 @@ https://github.com/Netflix/consoleme: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:02.978775+02:00' + gh_activity_checked: '2026-08-14T18:36:33.956212+02:00' https://github.com/Netflix/metaflow: title: "==github.com/Netflix/metaflow== \U0001F31F" description: '' @@ -175419,10 +175426,10 @@ https://github.com/Netflix/metaflow: gh_license: Apache-2.0 gh_pushed: '2026-06-13T13:01:02Z' gh_stars: 10128 - gh_open_issues_30d: 461 + gh_open_issues_30d: 481 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:03.701610+02:00' + gh_activity_checked: '2026-08-14T18:36:34.741270+02:00' https://github.com/NielsRogge/Transformers-Tutorials: title: github.com/NielsRogge/Transformers-Tutorials description: '' @@ -175464,7 +175471,7 @@ https://github.com/NielsRogge/Transformers-Tutorials: gh_open_issues_30d: 313 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:04.463062+02:00' + gh_activity_checked: '2026-08-14T18:36:35.521727+02:00' https://github.com/NimbleArchitect/kubectl-ice: title: "==NimbleArchitect/kubectl-ice== \U0001F31F" description: '' @@ -175501,10 +175508,10 @@ https://github.com/NimbleArchitect/kubectl-ice: gh_license: Apache-2.0 gh_pushed: '2025-06-22T14:20:41Z' gh_stars: 255 - gh_open_issues_30d: 5 + gh_open_issues_30d: 4 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:05.247907+02:00' + gh_activity_checked: '2026-08-14T18:36:36.319830+02:00' https://github.com/NirDiamant/agents-towards-production: title: Agents Towards Production description: End-to-end, code-first tutorials for building production-grade GenAI @@ -175559,10 +175566,10 @@ https://github.com/NirDiamant/agents-towards-production: social_preview_url: https://opengraph.githubassets.com/29c2dd7b3e86e8cf37ed16f5e74225dfd8f02fdd3789ecd07b882ca98aa11ab4/NirDiamant/agents-towards-production source_provenance: X.com (midudev) suggested_new_category: '' - gh_open_issues_30d: 8 + gh_open_issues_30d: 12 gh_open_prs_30d: 0 - gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:05.964163+02:00' + gh_community_health: healthy + gh_activity_checked: '2026-08-14T18:36:37.073828+02:00' https://github.com/Noovolari/awesome-cloudops: title: 'github.com/Noovolari/awesome-cloudops: Awesome CloudOps' description: '' @@ -175604,7 +175611,7 @@ https://github.com/Noovolari/awesome-cloudops: gh_open_issues_30d: 1 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:06.774783+02:00' + gh_activity_checked: '2026-08-14T18:36:37.853725+02:00' https://github.com/NuGet/docs.microsoft.com-nuget/blob/main/docs/reference/nuspec.md: title: 'NuGet/docs.microsoft.com-nuget: nuspec' description: '' @@ -175643,10 +175650,10 @@ https://github.com/NuGet/docs.microsoft.com-nuget/blob/main/docs/reference/nuspe gh_license: MIT gh_pushed: '2026-06-12T19:05:37Z' gh_stars: 160 - gh_open_issues_30d: 10 + gh_open_issues_30d: 7 gh_open_prs_30d: 0 - gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:07.536075+02:00' + gh_community_health: low + gh_activity_checked: '2026-08-14T18:36:38.682090+02:00' https://github.com/OT-CONTAINER-KIT/k8s-vault-webhook: title: null description: null @@ -175677,7 +175684,7 @@ https://github.com/OT-CONTAINER-KIT/k8s-vault-webhook: gh_open_issues_30d: 13 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:08.277634+02:00' + gh_activity_checked: '2026-08-14T18:36:39.457130+02:00' https://github.com/OT-CONTAINER-KIT/logging-operator: title: Logging Operator description: '' @@ -175718,7 +175725,7 @@ https://github.com/OT-CONTAINER-KIT/logging-operator: gh_open_issues_30d: 13 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:09.017647+02:00' + gh_activity_checked: '2026-08-14T18:36:40.304918+02:00' https://github.com/OT-CONTAINER-KIT/mongodb-operator: title: 'OT-CONTAINER-KIT/mongodb-operator: MongoDB Operator' description: '' @@ -175759,7 +175766,7 @@ https://github.com/OT-CONTAINER-KIT/mongodb-operator: gh_open_issues_30d: 15 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:09.792952+02:00' + gh_activity_checked: '2026-08-14T18:36:41.088818+02:00' https://github.com/OT-CONTAINER-KIT/redis-operator: title: 'Speculator: Redis Operator' description: '' @@ -175796,10 +175803,10 @@ https://github.com/OT-CONTAINER-KIT/redis-operator: gh_license: Apache-2.0 gh_pushed: '2026-06-14T00:53:45Z' gh_stars: 1379 - gh_open_issues_30d: 198 + gh_open_issues_30d: 218 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:10.528903+02:00' + gh_activity_checked: '2026-08-14T18:36:41.922622+02:00' https://github.com/OWASP/www-project-kubernetes-top-ten: title: "==github.com/OWASP: OWASP Kubernetes Top 10== \U0001F31F" description: '' @@ -175837,10 +175844,10 @@ https://github.com/OWASP/www-project-kubernetes-top-ten: gh_license: NOASSERTION gh_pushed: '2026-03-24T06:01:24Z' gh_stars: 615 - gh_open_issues_30d: 2 + gh_open_issues_30d: 3 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:11.306932+02:00' + gh_activity_checked: '2026-08-14T18:36:42.721291+02:00' https://github.com/OctopusDeploy/Octopus-TeamCity: title: 'github.com/OctopusDeploy/Octopus-TeamCity: JetBrains TeamCity plugin to'' trigger releases on build completion' @@ -175878,10 +175885,10 @@ https://github.com/OctopusDeploy/Octopus-TeamCity: gh_license: NOASSERTION gh_pushed: '2026-06-14T00:52:42Z' gh_stars: 0 - gh_open_issues_30d: 18 + gh_open_issues_30d: 20 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:12.062434+02:00' + gh_activity_checked: '2026-08-14T18:36:43.567709+02:00' https://github.com/OctopusDeploy/go-octopusdeploy: title: github.com/OctopusDeploy/go-octopusdeploy description: '' @@ -175918,10 +175925,10 @@ https://github.com/OctopusDeploy/go-octopusdeploy: gh_license: NOASSERTION gh_pushed: '2026-06-12T04:32:54Z' gh_stars: 15 - gh_open_issues_30d: 37 + gh_open_issues_30d: 43 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:12.812808+02:00' + gh_activity_checked: '2026-08-14T18:36:44.383715+02:00' https://github.com/OpenFunction/OpenFunction: title: 'OpenFunction: Cloud Native Function-as-a-Service Platform (CNCF Sandbox'' Project)' @@ -175959,10 +175966,10 @@ https://github.com/OpenFunction/OpenFunction: gh_license: Apache-2.0 gh_pushed: '2024-06-19T07:51:05Z' gh_stars: 1655 - gh_open_issues_30d: 101 + gh_open_issues_30d: 102 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:13.542004+02:00' + gh_activity_checked: '2026-08-14T18:36:45.187095+02:00' https://github.com/OpenHFT/Java-Thread-Affinity: title: OpenHFT/Java-Thread-Affinity description: '' @@ -176002,7 +176009,7 @@ https://github.com/OpenHFT/Java-Thread-Affinity: gh_open_issues_30d: 15 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:14.298014+02:00' + gh_activity_checked: '2026-08-14T18:36:45.991472+02:00' https://github.com/OpenSLO/OpenSLO: title: "OpenSLO specification \U0001F31F" description: '' @@ -176042,7 +176049,7 @@ https://github.com/OpenSLO/OpenSLO: gh_open_issues_30d: 23 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:15.057237+02:00' + gh_activity_checked: '2026-08-14T18:36:46.786311+02:00' https://github.com/OpenShiftDemos: title: "github.com/OpenShiftDemos \U0001F31F" description: '' @@ -176119,7 +176126,7 @@ https://github.com/OpenShiftDemos/sonarqube-openshift-docker: gh_open_issues_30d: 14 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:15.801633+02:00' + gh_activity_checked: '2026-08-14T18:36:47.580717+02:00' https://github.com/OvidiuBorlean/kubectl-sockperf: title: github.com/OvidiuBorlean/kubectl-sockperf description: '' @@ -176160,7 +176167,7 @@ https://github.com/OvidiuBorlean/kubectl-sockperf: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:16.522218+02:00' + gh_activity_checked: '2026-08-14T18:36:48.386936+02:00' https://github.com/OvidiuBorlean/kubectl-windumps: title: github.com/OvidiuBorlean/kubectl-windumps description: '' @@ -176203,7 +176210,7 @@ https://github.com/OvidiuBorlean/kubectl-windumps: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:17.233289+02:00' + gh_activity_checked: '2026-08-14T18:36:49.179122+02:00' https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices: title: 'github.com/PacktPublishing: Kubernetes in Production Best Practices' description: '' @@ -176243,7 +176250,7 @@ https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:18.013386+02:00' + gh_activity_checked: '2026-08-14T18:36:49.973705+02:00' https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook: title: github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook description: '' @@ -176283,7 +176290,7 @@ https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook: gh_open_issues_30d: 1 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:18.767385+02:00' + gh_activity_checked: '2026-08-14T18:36:50.773276+02:00' https://github.com/PacoVK/tapir: title: github.com/PacoVK/tapir description: '' @@ -176320,10 +176327,10 @@ https://github.com/PacoVK/tapir: gh_license: Apache-2.0 gh_pushed: '2026-06-11T11:59:01Z' gh_stars: 237 - gh_open_issues_30d: 27 + gh_open_issues_30d: 33 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:19.492362+02:00' + gh_activity_checked: '2026-08-14T18:36:51.605221+02:00' https://github.com/PaloAltoNetworks/rbac-police: title: PaloAltoNetworks/rbac-police description: '' @@ -176365,7 +176372,7 @@ https://github.com/PaloAltoNetworks/rbac-police: gh_open_issues_30d: 7 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:20.212905+02:00' + gh_activity_checked: '2026-08-14T18:36:52.445433+02:00' https://github.com/PatrickJS/awesome-angular: title: Awesome Angular description: '' @@ -176406,10 +176413,10 @@ https://github.com/PatrickJS/awesome-angular: gh_pushed: '2026-06-13T17:48:11Z' gh_stars: 10028 is_special: true - gh_open_issues_30d: 1 + gh_open_issues_30d: 0 gh_open_prs_30d: 0 - gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:20.927396+02:00' + gh_community_health: dormant + gh_activity_checked: '2026-08-14T18:36:53.196790+02:00' https://github.com/PaulJuliusMartinez/jless: title: jless description: '' @@ -176441,7 +176448,7 @@ https://github.com/PaulJuliusMartinez/jless: gh_open_issues_30d: 94 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:21.658187+02:00' + gh_activity_checked: '2026-08-14T18:36:53.956664+02:00' https://github.com/PhilippeChepy/exoscale-kubernetes-crio: title: Autoscalable Kubernetes cluster at Exoscale, using Packer and Terraform description: '' @@ -176482,7 +176489,7 @@ https://github.com/PhilippeChepy/exoscale-kubernetes-crio: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:22.372672+02:00' + gh_activity_checked: '2026-08-14T18:36:54.780777+02:00' https://github.com/PlasticSCM/trunk-mergebot: title: Plastic SCM DevOps Mergebot to implement a trunk-based development cycle description: '' @@ -176522,7 +176529,7 @@ https://github.com/PlasticSCM/trunk-mergebot: gh_open_issues_30d: 1 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:23.129070+02:00' + gh_activity_checked: '2026-08-14T18:36:55.562547+02:00' https://github.com/Playtika/testcontainers-spring-boot: title: "testcontainers-spring-boot \U0001F31F" description: '' @@ -176554,7 +176561,7 @@ https://github.com/Playtika/testcontainers-spring-boot: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:23.782074+02:00' + gh_activity_checked: '2026-08-14T18:36:56.286112+02:00' https://github.com/PlaytikaOSS/testcontainers-spring-boot: title: "testcontainers-spring-boot \U0001F31F" description: '' @@ -176595,10 +176602,10 @@ https://github.com/PlaytikaOSS/testcontainers-spring-boot: gh_license: MIT gh_pushed: '2026-06-14T04:50:08Z' gh_stars: 876 - gh_open_issues_30d: 38 + gh_open_issues_30d: 34 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:24.542374+02:00' + gh_activity_checked: '2026-08-14T18:36:57.089397+02:00' https://github.com/Portshift/Kubei: title: "Kubei \U0001F31F" description: '' @@ -176628,7 +176635,7 @@ https://github.com/Portshift/Kubei: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:25.218621+02:00' + gh_activity_checked: '2026-08-14T18:36:57.840911+02:00' https://github.com/Portshift/kubei: title: '**Kubei**' description: '' @@ -176659,7 +176666,7 @@ https://github.com/Portshift/kubei: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:25.874115+02:00' + gh_activity_checked: '2026-08-14T18:36:58.576318+02:00' https://github.com/Praqma/helmsman: title: "Helmsman: Helm Charts as Code \U0001F31F" description: '' @@ -176690,7 +176697,7 @@ https://github.com/Praqma/helmsman: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:26.524422+02:00' + gh_activity_checked: '2026-08-14T18:36:59.274543+02:00' https://github.com/PrasadG193/kyaml2go: title: "kyaml2go (Pronounced as camel2go \U0001F42B) \U0001F31F" description: '' @@ -176730,7 +176737,7 @@ https://github.com/PrasadG193/kyaml2go: gh_open_issues_30d: 4 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:27.245276+02:00' + gh_activity_checked: '2026-08-14T18:37:00.058296+02:00' https://github.com/Pscheidl/kubectl-explorer: title: Pscheidl/kubexplorer description: '' @@ -176770,7 +176777,7 @@ https://github.com/Pscheidl/kubectl-explorer: gh_open_issues_30d: 1 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:27.979144+02:00' + gh_activity_checked: '2026-08-14T18:37:00.848283+02:00' https://github.com/Pscheidl/kubexplorer: title: Pscheidl/kubexplorer description: '' @@ -176801,7 +176808,7 @@ https://github.com/Pscheidl/kubexplorer: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:28.612355+02:00' + gh_activity_checked: '2026-08-14T18:37:01.533045+02:00' https://github.com/PyGithub/PyGithub: title: "PyGithub \U0001F31F" description: '' @@ -176839,10 +176846,10 @@ https://github.com/PyGithub/PyGithub: gh_license: LGPL-3.0 gh_pushed: '2026-06-12T09:31:14Z' gh_stars: 7724 - gh_open_issues_30d: 396 + gh_open_issues_30d: 409 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:29.354034+02:00' + gh_activity_checked: '2026-08-14T18:37:02.326211+02:00' https://github.com/PyratLabs/ansible-role-k3s: title: "github.com/PyratLabs/ansible-role-k3s \U0001F31F" description: '' @@ -176882,7 +176889,7 @@ https://github.com/PyratLabs/ansible-role-k3s: gh_open_issues_30d: 3 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:30.120361+02:00' + gh_activity_checked: '2026-08-14T18:37:03.118465+02:00' https://github.com/Qovery/Torii: title: github.com/Qovery/Torii description: '' @@ -176923,7 +176930,7 @@ https://github.com/Qovery/Torii: gh_open_issues_30d: 6 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:30.832105+02:00' + gh_activity_checked: '2026-08-14T18:37:03.913157+02:00' https://github.com/Qovery/engine: title: "Qovery/engine: Qovery Engine \U0001F31F" description: '' @@ -176965,7 +176972,7 @@ https://github.com/Qovery/engine: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:31.565843+02:00' + gh_activity_checked: '2026-08-14T18:37:04.718967+02:00' https://github.com/Qovery/pleco: title: Qovery/pleco description: '' @@ -177006,7 +177013,7 @@ https://github.com/Qovery/pleco: gh_open_issues_30d: 3 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:32.322715+02:00' + gh_activity_checked: '2026-08-14T18:37:05.453919+02:00' https://github.com/Quentin-M/etcd-cloud-operator: title: Quentin-M/etcd-cloud-operator description: '' @@ -177047,7 +177054,7 @@ https://github.com/Quentin-M/etcd-cloud-operator: gh_open_issues_30d: 11 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:33.068682+02:00' + gh_activity_checked: '2026-08-14T18:37:06.213814+02:00' https://github.com/Radware/radware-ansible: title: 'Radware/radware-ansible: Radware Ansible Collection' description: '' @@ -177086,7 +177093,7 @@ https://github.com/Radware/radware-ansible: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:33.793900+02:00' + gh_activity_checked: '2026-08-14T18:37:06.975905+02:00' https://github.com/Ramilito/kubediff: title: Ramilito/kubediff ⭐ description: '' @@ -177127,7 +177134,7 @@ https://github.com/Ramilito/kubediff: gh_open_issues_30d: 1 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:34.490611+02:00' + gh_activity_checked: '2026-08-14T18:37:07.776819+02:00' https://github.com/Ramilito/kubesess: title: Ramilito/kubesess description: '' @@ -177165,10 +177172,10 @@ https://github.com/Ramilito/kubesess: gh_license: MIT gh_pushed: '2026-03-19T04:43:36Z' gh_stars: 284 - gh_open_issues_30d: 4 + gh_open_issues_30d: 5 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:35.187592+02:00' + gh_activity_checked: '2026-08-14T18:37:08.562387+02:00' https://github.com/Reaimua/AWS-CLI-Uploader-Project: title: github.com/Reaimua/AWS-CLI-Uploader-Project description: '' @@ -177209,7 +177216,7 @@ https://github.com/Reaimua/AWS-CLI-Uploader-Project: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:35.905503+02:00' + gh_activity_checked: '2026-08-14T18:37:09.311133+02:00' https://github.com/ReallyLiri/kubescout: title: 'ReallyLiri/kubescout: Kube-Scout' description: '' @@ -177249,7 +177256,7 @@ https://github.com/ReallyLiri/kubescout: gh_open_issues_30d: 8 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:36.608015+02:00' + gh_activity_checked: '2026-08-14T18:37:10.066103+02:00' https://github.com/RedisLabs/redis-enterprise-k8s-docs: title: 'RedisLabs/redis-enterprise-k8s-docs: Deploying Redis Enterprise on Kubernetes' description: '' @@ -177286,10 +177293,10 @@ https://github.com/RedisLabs/redis-enterprise-k8s-docs: gh_stars: 170 gh_pushed: '2026-06-17T19:44:05Z' gh_license: N/A - gh_open_issues_30d: 76 + gh_open_issues_30d: 77 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:37.338883+02:00' + gh_activity_checked: '2026-08-14T18:37:10.861793+02:00' https://github.com/Rested/portfall: title: "Portfall: A desktop k8s port-forwarding portal for easy access to all your cluster UIs \U0001F31F" @@ -177330,7 +177337,7 @@ https://github.com/Rested/portfall: gh_open_issues_30d: 19 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:38.042306+02:00' + gh_activity_checked: '2026-08-14T18:37:11.620089+02:00' https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zero%20Trust%20Architecture: title: Terraform Azure Multi-Region Zero-Trust Architecture description: Production-grade multi-region hub-and-spoke infrastructure deployment @@ -177380,7 +177387,7 @@ https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zer gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:38.808405+02:00' + gh_activity_checked: '2026-08-14T18:37:12.403296+02:00' https://github.com/RoseSecurity/Terramaid: title: ==github.com/RoseSecurity/Terramaid== description: '' @@ -177419,10 +177426,10 @@ https://github.com/RoseSecurity/Terramaid: gh_license: Apache-2.0 gh_pushed: '2026-06-11T23:35:21Z' gh_stars: 5 - gh_open_issues_30d: 6 + gh_open_issues_30d: 16 gh_open_prs_30d: 0 - gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:39.519589+02:00' + gh_community_health: healthy + gh_activity_checked: '2026-08-14T18:37:13.192354+02:00' https://github.com/SAP-archive/kubernetes-deployment-orchestrator: title: 'github: Kubernetes Deployment Orchestrator' description: '' @@ -177463,7 +177470,7 @@ https://github.com/SAP-archive/kubernetes-deployment-orchestrator: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:40.232476+02:00' + gh_activity_checked: '2026-08-14T18:37:13.950793+02:00' https://github.com/SAP/jenkins-library: title: null description: null @@ -177490,10 +177497,10 @@ https://github.com/SAP/jenkins-library: - docs/jenkins.md v2_locations: [] youtube_mosaic: {} - gh_open_issues_30d: 61 + gh_open_issues_30d: 37 gh_open_prs_30d: 0 - gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:40.984217+02:00' + gh_community_health: healthy + gh_activity_checked: '2026-08-14T18:37:14.767955+02:00' https://github.com/SAP/kubernetes-deployment-orchestrator: title: 'github: Kubernetes Deployment Orchestrator' description: '' @@ -177524,7 +177531,7 @@ https://github.com/SAP/kubernetes-deployment-orchestrator: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:41.639072+02:00' + gh_activity_checked: '2026-08-14T18:37:15.479545+02:00' https://github.com/Salaboy/from-monolith-to-k8s: title: Salaboy/From Monolith to K8s description: '' @@ -177568,7 +177575,7 @@ https://github.com/Salaboy/from-monolith-to-k8s: gh_open_issues_30d: 14 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:42.344118+02:00' + gh_activity_checked: '2026-08-14T18:37:16.225649+02:00' https://github.com/Saniewski/mongo-express-docker-extension: title: github.com/Saniewski/mongo-express-docker-extension description: '' @@ -177608,7 +177615,7 @@ https://github.com/Saniewski/mongo-express-docker-extension: gh_open_issues_30d: 18 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:43.059565+02:00' + gh_activity_checked: '2026-08-14T18:37:16.976362+02:00' https://github.com/Shopify/kubeaudit: title: "==github.com/Shopify/kubeaudit== \U0001F31F\U0001F31F" description: '' @@ -177648,10 +177655,10 @@ https://github.com/Shopify/kubeaudit: gh_license: MIT gh_pushed: '2024-08-21T18:48:27Z' gh_stars: 1937 - gh_open_issues_30d: 47 + gh_open_issues_30d: 46 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:43.794855+02:00' + gh_activity_checked: '2026-08-14T18:37:17.707209+02:00' https://github.com/SigNoz/signoz: title: "==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool== \U0001F31F" @@ -177692,10 +177699,10 @@ https://github.com/SigNoz/signoz: gh_license: NOASSERTION gh_pushed: '2026-06-14T09:36:14Z' gh_stars: 27334 - gh_open_issues_30d: 1518 + gh_open_issues_30d: 1498 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:44.521435+02:00' + gh_activity_checked: '2026-08-14T18:37:18.457031+02:00' https://github.com/SimonTheLeg/konf-go: title: github.com/SimonTheLeg/konf-go description: '' @@ -177737,7 +177744,7 @@ https://github.com/SimonTheLeg/konf-go: gh_open_issues_30d: 9 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:45.220920+02:00' + gh_activity_checked: '2026-08-14T18:37:19.185045+02:00' https://github.com/SkalskiP/top-cvpr-2023-papers: title: github.com/SkalskiP/top-cvpr-2023-papers description: '' @@ -177778,7 +177785,7 @@ https://github.com/SkalskiP/top-cvpr-2023-papers: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:45.930629+02:00' + gh_activity_checked: '2026-08-14T18:37:19.978565+02:00' https://github.com/Skarlso/crd-to-sample-yaml: title: github.com/Skarlso/crd-to-sample-yaml description: '' @@ -177816,10 +177823,10 @@ https://github.com/Skarlso/crd-to-sample-yaml: gh_license: Apache-2.0 gh_pushed: '2026-06-09T07:00:13Z' gh_stars: 194 - gh_open_issues_30d: 8 + gh_open_issues_30d: 5 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:46.640861+02:00' + gh_activity_checked: '2026-08-14T18:37:20.790068+02:00' https://github.com/Skyvern-ai/Skyvern: title: Skyvern description: '' @@ -177857,10 +177864,10 @@ https://github.com/Skyvern-ai/Skyvern: gh_license: AGPL-3.0 gh_pushed: '2026-06-13T20:14:18Z' gh_stars: 21899 - gh_open_issues_30d: 170 + gh_open_issues_30d: 213 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:47.354924+02:00' + gh_activity_checked: '2026-08-14T18:37:21.619556+02:00' https://github.com/SparebankenVest/azure-key-vault-to-kubernetes: title: Azure Key Vault to Kubernetes description: '' @@ -177899,10 +177906,10 @@ https://github.com/SparebankenVest/azure-key-vault-to-kubernetes: gh_license: Apache-2.0 gh_pushed: '2026-06-10T06:30:31Z' gh_stars: 452 - gh_open_issues_30d: 96 + gh_open_issues_30d: 95 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:48.092581+02:00' + gh_activity_checked: '2026-08-14T18:37:22.441846+02:00' https://github.com/SquadcastHub/awesome-sre-tools: title: SquadcastHub/awesome-sre-tools description: '' @@ -177941,10 +177948,10 @@ https://github.com/SquadcastHub/awesome-sre-tools: gh_pushed: '2026-05-13T10:06:49Z' gh_stars: 1462 is_special: true - gh_open_issues_30d: 13 + gh_open_issues_30d: 17 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:48.855009+02:00' + gh_activity_checked: '2026-08-14T18:37:23.306126+02:00' https://github.com/StackStorm: title: github.com/StackStorm description: '' @@ -178020,7 +178027,7 @@ https://github.com/StarpTech/k-andy: gh_open_issues_30d: 3 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:49.591635+02:00' + gh_activity_checked: '2026-08-14T18:37:24.080478+02:00' https://github.com/Stono/kconmon: title: kmoncon description: '' @@ -178061,7 +178068,7 @@ https://github.com/Stono/kconmon: gh_open_issues_30d: 5 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:50.324434+02:00' + gh_activity_checked: '2026-08-14T18:37:24.876656+02:00' https://github.com/SymbioticLab/Oobleck: title: 'github.com/SymbioticLab/Oobleck: Oobleck - Resilient Distributed Training'' Framework' @@ -178102,7 +178109,7 @@ https://github.com/SymbioticLab/Oobleck: gh_open_issues_30d: 3 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:51.054255+02:00' + gh_activity_checked: '2026-08-14T18:37:25.634072+02:00' https://github.com/TabularisDB/tabularis/blob/main/README.es.md: title: 'Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP'' Integration' @@ -178144,10 +178151,10 @@ https://github.com/TabularisDB/tabularis/blob/main/README.es.md: gh_license: Apache-2.0 gh_pushed: '2026-06-11T09:30:32Z' gh_stars: 2422 - gh_open_issues_30d: 70 + gh_open_issues_30d: 84 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:51.809223+02:00' + gh_activity_checked: '2026-08-14T18:37:26.390693+02:00' https://github.com/TerraHubCorp/terraform-google-automation-demo: title: Terraform Automation Demo using Google Cloud Provider description: '' @@ -178178,7 +178185,7 @@ https://github.com/TerraHubCorp/terraform-google-automation-demo: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:52.468108+02:00' + gh_activity_checked: '2026-08-14T18:37:27.205778+02:00' https://github.com/TheJambo/awesome-testing: title: Awesome Testing description: '' @@ -178218,10 +178225,10 @@ https://github.com/TheJambo/awesome-testing: gh_pushed: '2026-06-11T23:34:02Z' gh_stars: 2289 is_special: true - gh_open_issues_30d: 4 + gh_open_issues_30d: 9 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:53.170986+02:00' + gh_activity_checked: '2026-08-14T18:37:27.965892+02:00' https://github.com/TheYkk/synator: title: "Synator Kubernetes Secret and ConfigMap synchronizer \U0001F31F" description: '' @@ -178262,7 +178269,7 @@ https://github.com/TheYkk/synator: gh_open_issues_30d: 5 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:53.896890+02:00' + gh_activity_checked: '2026-08-14T18:37:28.740755+02:00' https://github.com/Thiht/smocker: title: Smocker (server mock) is a simple and efficient HTTP mock server description: '' @@ -178293,7 +178300,7 @@ https://github.com/Thiht/smocker: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:34:54.546992+02:00' + gh_activity_checked: '2026-08-14T18:37:29.443313+02:00' https://github.com/TrackMaven/getting-started-with-drf-angular/tree/part-2: title: Part 2 Supplementary Code description: '' @@ -178323,7 +178330,7 @@ https://github.com/TrackMaven/getting-started-with-drf-angular/tree/part-2: gh_open_issues_30d: 1 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:55.277309+02:00' + gh_activity_checked: '2026-08-14T18:37:30.192650+02:00' https://github.com/Trendyol/kink: title: Trendyol/kink description: '' @@ -178363,7 +178370,7 @@ https://github.com/Trendyol/kink: gh_open_issues_30d: 20 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:34:56.024034+02:00' + gh_activity_checked: '2026-08-14T18:37:30.948823+02:00' https://github.com/Trendyol/kubectl-view-webhook: title: "kubectl-view-webhook \U0001F31F" description: '' @@ -178404,7 +178411,7 @@ https://github.com/Trendyol/kubectl-view-webhook: gh_open_issues_30d: 4 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:56.754644+02:00' + gh_activity_checked: '2026-08-14T18:37:31.761667+02:00' https://github.com/Trolley-MGMT/trolleymgmt: title: github.com/Trolley-MGMT/trolleymgmt description: '' @@ -178445,7 +178452,7 @@ https://github.com/Trolley-MGMT/trolleymgmt: gh_open_issues_30d: 7 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:57.493909+02:00' + gh_activity_checked: '2026-08-14T18:37:32.543727+02:00' https://github.com/Tronde/ansible-role-rhel-patchmanagement: title: Tronde/ansible-role-rhel-patchmanagement description: '' @@ -178485,7 +178492,7 @@ https://github.com/Tronde/ansible-role-rhel-patchmanagement: gh_open_issues_30d: 2 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:58.206176+02:00' + gh_activity_checked: '2026-08-14T18:37:33.283688+02:00' https://github.com/UnderGreen/ansible-prometheus-node-exporter: title: github.com/UnderGreen/ansible-prometheus-node-exporter description: '' @@ -178516,7 +178523,7 @@ https://github.com/UnderGreen/ansible-prometheus-node-exporter: gh_open_issues_30d: 7 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:34:58.901293+02:00' + gh_activity_checked: '2026-08-14T18:37:34.044967+02:00' https://github.com/Unitech/pm2: title: PM2 description: '' @@ -178554,10 +178561,10 @@ https://github.com/Unitech/pm2: gh_license: NOASSERTION gh_pushed: '2026-05-21T09:14:07Z' gh_stars: 43210 - gh_open_issues_30d: 1084 + gh_open_issues_30d: 1100 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:34:59.628982+02:00' + gh_activity_checked: '2026-08-14T18:37:34.815706+02:00' https://github.com/VictoriaMetrics/operator: title: VictoriaMetrics/operator description: '' @@ -178595,10 +178602,10 @@ https://github.com/VictoriaMetrics/operator: gh_license: Apache-2.0 gh_pushed: '2026-06-14T07:05:30Z' gh_stars: 566 - gh_open_issues_30d: 35 + gh_open_issues_30d: 52 gh_open_prs_30d: 0 - gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:00.383409+02:00' + gh_community_health: active + gh_activity_checked: '2026-08-14T18:37:35.583149+02:00' https://github.com/Vigneshwari-08/Server_Log-Analyzer-Intrusion-Detector: title: Server Log Analyzer and Intrusion Detector description: A Python-based log analysis tool designed to parse server logs and @@ -178647,7 +178654,7 @@ https://github.com/Vigneshwari-08/Server_Log-Analyzer-Intrusion-Detector: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:01.106515+02:00' + gh_activity_checked: '2026-08-14T18:37:36.355290+02:00' https://github.com/VikParuchuri/surya: title: github.com/VikParuchuri/surya description: '' @@ -178678,7 +178685,7 @@ https://github.com/VikParuchuri/surya: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:01.767316+02:00' + gh_activity_checked: '2026-08-14T18:37:37.109601+02:00' https://github.com/Wilfred/difftastic: title: ==github.com/Wilfred/difftastic== description: '' @@ -178716,10 +178723,10 @@ https://github.com/Wilfred/difftastic: gh_license: MIT gh_pushed: '2026-06-12T21:38:09Z' gh_stars: 25487 - gh_open_issues_30d: 280 + gh_open_issues_30d: 292 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:35:02.472507+02:00' + gh_activity_checked: '2026-08-14T18:37:37.912093+02:00' https://github.com/William-Yeh/ansible-prometheus: title: github.com/William-Yeh/ansible-prometheus description: '' @@ -178750,7 +178757,7 @@ https://github.com/William-Yeh/ansible-prometheus: gh_open_issues_30d: 12 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:03.229263+02:00' + gh_activity_checked: '2026-08-14T18:37:38.703005+02:00' https://github.com/XI-lab/PyExPool: title: Python Multi-Process Execution Pool description: '' @@ -178781,7 +178788,7 @@ https://github.com/XI-lab/PyExPool: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:03.887686+02:00' + gh_activity_checked: '2026-08-14T18:37:39.415144+02:00' https://github.com/XingangPan/DragGAN: title: github.com/XingangPan/DragGAN description: '' @@ -178818,10 +178825,10 @@ https://github.com/XingangPan/DragGAN: gh_license: NOASSERTION gh_pushed: '2024-05-18T17:51:40Z' gh_stars: 35825 - gh_open_issues_30d: 153 + gh_open_issues_30d: 154 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:35:04.628291+02:00' + gh_activity_checked: '2026-08-14T18:37:40.147278+02:00' https://github.com/XtratusCloud/terraform-provider-azureipam: title: Terraform Provider for Azure IPAM description: '' @@ -178865,7 +178872,7 @@ https://github.com/XtratusCloud/terraform-provider-azureipam: gh_open_issues_30d: 6 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:05.379034+02:00' + gh_activity_checked: '2026-08-14T18:37:41.009242+02:00' https://github.com/XuehaiPan/nvitop: title: "==github.com/XuehaiPan/nvitop== \U0001F31F" description: '' @@ -178906,7 +178913,7 @@ https://github.com/XuehaiPan/nvitop: gh_open_issues_30d: 19 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:06.104833+02:00' + gh_activity_checked: '2026-08-14T18:37:41.798524+02:00' https://github.com/YannickRe/msgraph-utility-scripts: title: YannickRe/msgraph-utility-scripts description: '' @@ -178947,7 +178954,7 @@ https://github.com/YannickRe/msgraph-utility-scripts: gh_open_issues_30d: 1 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:06.838881+02:00' + gh_activity_checked: '2026-08-14T18:37:42.591115+02:00' https://github.com/a8m/golang-cheat-sheet: title: 'github.com: golang-cheat-sheet' description: '' @@ -178989,7 +178996,7 @@ https://github.com/a8m/golang-cheat-sheet: gh_open_issues_30d: 24 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:07.549364+02:00' + gh_activity_checked: '2026-08-14T18:37:43.389113+02:00' https://github.com/aabouzaid/kubech: title: kubech (kubectl change) description: '' @@ -179020,7 +179027,7 @@ https://github.com/aabouzaid/kubech: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:08.210234+02:00' + gh_activity_checked: '2026-08-14T18:37:44.068106+02:00' https://github.com/aalmiray/q-cli: title: aalmiray/q-cli description: '' @@ -179060,7 +179067,7 @@ https://github.com/aalmiray/q-cli: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:08.940439+02:00' + gh_activity_checked: '2026-08-14T18:37:44.852265+02:00' https://github.com/aarondl/sqlboiler: title: volatiletech/sqlboiler description: '' @@ -179101,7 +179108,7 @@ https://github.com/aarondl/sqlboiler: gh_open_issues_30d: 106 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:35:09.676905+02:00' + gh_activity_checked: '2026-08-14T18:37:45.605563+02:00' https://github.com/abahmed/kwatch: title: ==abahmed/kwatch== description: '' @@ -179138,10 +179145,10 @@ https://github.com/abahmed/kwatch: gh_license: MIT gh_pushed: '2026-06-14T10:00:44Z' gh_stars: 1010 - gh_open_issues_30d: 25 + gh_open_issues_30d: 26 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:10.417345+02:00' + gh_activity_checked: '2026-08-14T18:37:46.357348+02:00' https://github.com/abessifi/ansible-sqlplus: title: github.com/abessifi/ansible-sqlplus description: '' @@ -179182,7 +179189,7 @@ https://github.com/abessifi/ansible-sqlplus: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:11.128800+02:00' + gh_activity_checked: '2026-08-14T18:37:47.156317+02:00' https://github.com/abhirockzz/kubexpose-operator: title: abhirockzz/kubexpose-operator description: '' @@ -179226,7 +179233,7 @@ https://github.com/abhirockzz/kubexpose-operator: gh_open_issues_30d: 3 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:11.882672+02:00' + gh_activity_checked: '2026-08-14T18:37:47.934695+02:00' https://github.com/abhishek-ch/around-dataengineering: title: 'github: A very Long never ending Learning around Data Engineering & Machine'' Learning' @@ -179272,7 +179279,7 @@ https://github.com/abhishek-ch/around-dataengineering: gh_open_issues_30d: 2 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:12.604973+02:00' + gh_activity_checked: '2026-08-14T18:37:48.705662+02:00' https://github.com/aca/go-kubectx: title: go-kubectx description: '' @@ -179312,7 +179319,7 @@ https://github.com/aca/go-kubectx: gh_open_issues_30d: 5 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:13.311406+02:00' + gh_activity_checked: '2026-08-14T18:37:49.479071+02:00' https://github.com/acantril/learn-cantrill-io-labs: title: github.com/acantril/learn-cantrill-io-labs description: '' @@ -179340,10 +179347,10 @@ https://github.com/acantril/learn-cantrill-io-labs: v2_locations: [] youtube_mosaic: {} gh_license: MIT - gh_open_issues_30d: 40 + gh_open_issues_30d: 41 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:14.049259+02:00' + gh_activity_checked: '2026-08-14T18:37:50.229118+02:00' https://github.com/acidonper/jump-app-docs: title: null description: null @@ -179373,7 +179380,7 @@ https://github.com/acidonper/jump-app-docs: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:14.753446+02:00' + gh_activity_checked: '2026-08-14T18:37:50.978377+02:00' https://github.com/acidonper/jump-app-gitops: title: null description: null @@ -179403,7 +179410,7 @@ https://github.com/acidonper/jump-app-gitops: gh_open_issues_30d: 2 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:15.494869+02:00' + gh_activity_checked: '2026-08-14T18:37:51.751609+02:00' https://github.com/acorn-io/acorn: title: acorn-io/acorn description: '' @@ -179434,7 +179441,7 @@ https://github.com/acorn-io/acorn: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:16.143036+02:00' + gh_activity_checked: '2026-08-14T18:37:52.469569+02:00' https://github.com/actions-runner-controller/actions-runner-controller: title: "actions-runner-controller \U0001F31F" description: '' @@ -179465,7 +179472,7 @@ https://github.com/actions-runner-controller/actions-runner-controller: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:16.805935+02:00' + gh_activity_checked: '2026-08-14T18:37:53.211492+02:00' https://github.com/actions/actions-runner-controller: title: "github.com/actions/actions-runner-controller \U0001F31F" description: '' @@ -179504,10 +179511,10 @@ https://github.com/actions/actions-runner-controller: gh_license: Apache-2.0 gh_pushed: '2026-06-12T23:13:55Z' gh_stars: 6298 - gh_open_issues_30d: 365 + gh_open_issues_30d: 396 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:35:17.557969+02:00' + gh_activity_checked: '2026-08-14T18:37:54.013301+02:00' https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet: title: Markdown Cheat Sheet 4 description: '' @@ -179551,7 +179558,7 @@ https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet: gh_open_issues_30d: 318 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:35:18.282534+02:00' + gh_activity_checked: '2026-08-14T18:37:54.812775+02:00' https://github.com/adaptant-labs/k8s-auto-labeller: title: Kubernetes Node Auto Labeller description: '' @@ -179593,7 +179600,7 @@ https://github.com/adaptant-labs/k8s-auto-labeller: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:19.038296+02:00' + gh_activity_checked: '2026-08-14T18:37:55.628461+02:00' https://github.com/adaptant-labs/k8s-dt-node-labeller: title: k8s-dt-node-labeller description: '' @@ -179633,7 +179640,7 @@ https://github.com/adaptant-labs/k8s-dt-node-labeller: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:19.767453+02:00' + gh_activity_checked: '2026-08-14T18:37:56.467158+02:00' https://github.com/adaptant-labs/k8s-node-label-monitor: title: 'k8s-node-label-monitor: Kubernetes Node Label Monitor provides a custom'' Kubernetes controller for monitoring and notifying changes in the label states @@ -179676,7 +179683,7 @@ https://github.com/adaptant-labs/k8s-node-label-monitor: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:20.552707+02:00' + gh_activity_checked: '2026-08-14T18:37:57.230502+02:00' https://github.com/admindroid-community/powershell-scripts: title: 'github.com/admindroid-community/powershell-scripts: PowerShell Scripts for'' Microsoft 365 Management, Reporting, and Auditing' @@ -179714,10 +179721,10 @@ https://github.com/admindroid-community/powershell-scripts: gh_stars: 0 gh_pushed: null gh_license: N/A - gh_open_issues_30d: 1 + gh_open_issues_30d: 2 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:21.271850+02:00' + gh_activity_checked: '2026-08-14T18:37:58.041362+02:00' https://github.com/adriannovegil/awesome-observability: title: "github.com/adriannovegil/awesome-observability: Awesome Observability \U0001F31F" description: '' @@ -179756,10 +179763,10 @@ https://github.com/adriannovegil/awesome-observability: gh_pushed: '2026-05-11T11:58:36Z' gh_stars: 636 is_special: true - gh_open_issues_30d: 21 + gh_open_issues_30d: 28 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:21.978160+02:00' + gh_activity_checked: '2026-08-14T18:37:58.903291+02:00' https://github.com/aelsabbahy/goss: title: aelsabbahy/goss description: '' @@ -179790,7 +179797,7 @@ https://github.com/aelsabbahy/goss: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:22.623239+02:00' + gh_activity_checked: '2026-08-14T18:37:59.620811+02:00' https://github.com/affaan-m/ECC: title: ECC - The Agent Harness Performance Optimization System description: A professional performance harness providing modular skills, memory @@ -179838,10 +179845,10 @@ https://github.com/affaan-m/ECC: social_preview_url: https://opengraph.githubassets.com/9d755758b9c50919c393f44e8fa1910cd7813f12349332f5d66f232c640154c1/affaan-m/ECC source_provenance: X.com (nubenetes) suggested_new_category: agent-performance - gh_open_issues_30d: 48 + gh_open_issues_30d: 115 gh_open_prs_30d: 0 - gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:23.362287+02:00' + gh_community_health: active + gh_activity_checked: '2026-08-14T18:38:00.349738+02:00' https://github.com/ahas-sigs/kube-ebpf-exporter: title: "kube-ebpf-exporter \U0001F31F" description: '' @@ -179882,7 +179889,7 @@ https://github.com/ahas-sigs/kube-ebpf-exporter: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:24.103867+02:00' + gh_activity_checked: '2026-08-14T18:38:01.108069+02:00' https://github.com/ahmetb/kubectl-aliases: title: ahmetb/kubectl-aliases description: '' @@ -179924,7 +179931,7 @@ https://github.com/ahmetb/kubectl-aliases: gh_open_issues_30d: 3 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:24.823345+02:00' + gh_activity_checked: '2026-08-14T18:38:01.882742+02:00' https://github.com/ahmetb/kubectl-foreach: title: 'github.com/ahmetb/kubectl-foreach: kubectl foreach ⭐' description: '' @@ -179962,10 +179969,10 @@ https://github.com/ahmetb/kubectl-foreach: gh_license: Apache-2.0 gh_pushed: '2026-06-08T22:54:07Z' gh_stars: 489 - gh_open_issues_30d: 7 + gh_open_issues_30d: 8 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:25.528808+02:00' + gh_activity_checked: '2026-08-14T18:38:02.640954+02:00' https://github.com/ahmetb/kubectl-tree: title: kubectl-tree description: '' @@ -180003,10 +180010,10 @@ https://github.com/ahmetb/kubectl-tree: gh_license: Apache-2.0 gh_pushed: '2026-05-18T01:49:07Z' gh_stars: 3386 - gh_open_issues_30d: 15 + gh_open_issues_30d: 16 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:26.233064+02:00' + gh_activity_checked: '2026-08-14T18:38:03.400784+02:00' https://github.com/ahmetb/kubectx: title: "==kubectx + kubens: : Power tools for kubectl==\U0001F31F\U0001F31F" description: '' @@ -180044,10 +180051,10 @@ https://github.com/ahmetb/kubectx: gh_license: Apache-2.0 gh_pushed: '2026-05-15T15:43:00Z' gh_stars: 19807 - gh_open_issues_30d: 42 + gh_open_issues_30d: 39 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:26.959190+02:00' + gh_activity_checked: '2026-08-14T18:38:04.263058+02:00' https://github.com/ahmetb/kubernetes-network-policy-recipes: title: "==ahmetb/kubernetes-network-policy-recipes== \U0001F31F" description: '' @@ -180089,7 +180096,7 @@ https://github.com/ahmetb/kubernetes-network-policy-recipes: gh_open_issues_30d: 5 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:27.758443+02:00' + gh_activity_checked: '2026-08-14T18:38:05.065379+02:00' https://github.com/aidansteele/secretsctx: title: aidansteele/secretsctx description: '' @@ -180130,7 +180137,7 @@ https://github.com/aidansteele/secretsctx: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:28.460337+02:00' + gh_activity_checked: '2026-08-14T18:38:05.882531+02:00' https://github.com/aimhubio/aim: title: github.com/aimhubio/aim description: '' @@ -180168,10 +180175,10 @@ https://github.com/aimhubio/aim: gh_license: Apache-2.0 gh_pushed: '2026-06-13T20:26:46Z' gh_stars: 6154 - gh_open_issues_30d: 463 + gh_open_issues_30d: 468 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:35:29.165420+02:00' + gh_activity_checked: '2026-08-14T18:38:06.679463+02:00' https://github.com/airwallex/k8s-pod-restart-info-collector: title: 'github.com/airwallex: k8s-pod-restart-info-collector' description: '' @@ -180211,7 +180218,7 @@ https://github.com/airwallex/k8s-pod-restart-info-collector: gh_open_issues_30d: 18 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:29.910353+02:00' + gh_activity_checked: '2026-08-14T18:38:07.455829+02:00' https://github.com/ajayk/drifter: title: github.com/ajayk/drifter description: '' @@ -180252,7 +180259,7 @@ https://github.com/ajayk/drifter: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:30.648873+02:00' + gh_activity_checked: '2026-08-14T18:38:08.263571+02:00' https://github.com/ajmyyra/ambassador-auth-oidc: title: null description: null @@ -180283,7 +180290,7 @@ https://github.com/ajmyyra/ambassador-auth-oidc: gh_open_issues_30d: 7 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:31.404290+02:00' + gh_activity_checked: '2026-08-14T18:38:09.157771+02:00' https://github.com/akuity/awesome-argo: title: "akuity/awesome-argo \U0001F31F" description: '' @@ -180322,10 +180329,10 @@ https://github.com/akuity/awesome-argo: gh_pushed: '2026-02-28T03:02:12Z' gh_stars: 2449 is_special: true - gh_open_issues_30d: 2 + gh_open_issues_30d: 0 gh_open_prs_30d: 0 - gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:32.168231+02:00' + gh_community_health: dormant + gh_activity_checked: '2026-08-14T18:38:09.944548+02:00' https://github.com/akuity/kargo: title: ==github.com/akuity/kargo== description: '' @@ -180363,10 +180370,10 @@ https://github.com/akuity/kargo: gh_license: Apache-2.0 gh_pushed: '2026-06-14T05:29:29Z' gh_stars: 3350 - gh_open_issues_30d: 191 + gh_open_issues_30d: 175 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:35:32.909316+02:00' + gh_activity_checked: '2026-08-14T18:38:10.733736+02:00' https://github.com/akullpp/awesome-java: title: "Awesome Java \U0001F31F" description: '' @@ -180407,10 +180414,10 @@ https://github.com/akullpp/awesome-java: gh_pushed: '2026-04-12T12:40:14Z' gh_stars: 48210 is_special: true - gh_open_issues_30d: 28 + gh_open_issues_30d: 6 gh_open_prs_30d: 0 - gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:33.662542+02:00' + gh_community_health: low + gh_activity_checked: '2026-08-14T18:38:11.527540+02:00' https://github.com/alcideio/advisor: title: 'Alcide Advisor: an agentless service for Kubernetes audit and compliance'' that''s built to ensure a frictionless and secured DevSecOps workflow' @@ -180453,7 +180460,7 @@ https://github.com/alcideio/advisor: gh_open_issues_30d: 1 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:34.426212+02:00' + gh_activity_checked: '2026-08-14T18:38:12.296914+02:00' https://github.com/alcideio/rbac-tool: title: ==github.com/alcideio/rbac-tool== description: '' @@ -180494,7 +180501,7 @@ https://github.com/alcideio/rbac-tool: gh_open_issues_30d: 12 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:35.180306+02:00' + gh_activity_checked: '2026-08-14T18:38:13.106294+02:00' https://github.com/alcideio/skan: title: sKan description: '' @@ -180534,7 +180541,7 @@ https://github.com/alcideio/skan: gh_open_issues_30d: 7 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:35.919842+02:00' + gh_activity_checked: '2026-08-14T18:38:14.003415+02:00' https://github.com/alexdzyoba/ansible-jmx-exporter: title: github.com/alexdzyoba/ansible-jmx-exporter description: '' @@ -180565,7 +180572,7 @@ https://github.com/alexdzyoba/ansible-jmx-exporter: gh_open_issues_30d: 1 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:36.648762+02:00' + gh_activity_checked: '2026-08-14T18:38:14.827298+02:00' https://github.com/alexellis/k3sup: title: '**k3sup (said ''ketchup'')**' description: '' @@ -180604,10 +180611,10 @@ https://github.com/alexellis/k3sup: gh_license: NOASSERTION gh_pushed: '2026-03-05T11:13:15Z' gh_stars: 7383 - gh_open_issues_30d: 29 + gh_open_issues_30d: 31 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:37.375460+02:00' + gh_activity_checked: '2026-08-14T18:38:15.614112+02:00' https://github.com/alexellis/registry-creds: title: registry-creds description: '' @@ -180648,7 +180655,7 @@ https://github.com/alexellis/registry-creds: gh_open_issues_30d: 5 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:38.092118+02:00' + gh_activity_checked: '2026-08-14T18:38:16.359413+02:00' https://github.com/alexellis/run-job: title: ==github.com/alexellis/run-job== description: '' @@ -180690,7 +180697,7 @@ https://github.com/alexellis/run-job: gh_open_issues_30d: 9 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:38.832389+02:00' + gh_activity_checked: '2026-08-14T18:38:17.117030+02:00' https://github.com/aliesbelik/awesome-jmeter: title: Awesome JMeter description: '' @@ -180731,10 +180738,10 @@ https://github.com/aliesbelik/awesome-jmeter: gh_pushed: '2026-05-05T22:22:40Z' gh_stars: 790 is_special: true - gh_open_issues_30d: 0 + gh_open_issues_30d: 4 gh_open_prs_30d: 0 - gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:39.530906+02:00' + gh_community_health: low + gh_activity_checked: '2026-08-14T18:38:17.946920+02:00' https://github.com/allure-framework/allure2: title: "Allure Report \U0001F31F" description: '' @@ -180771,10 +180778,10 @@ https://github.com/allure-framework/allure2: gh_license: Apache-2.0 gh_pushed: '2026-06-12T22:09:34Z' gh_stars: 5422 - gh_open_issues_30d: 96 + gh_open_issues_30d: 81 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:35:40.276802+02:00' + gh_activity_checked: '2026-08-14T18:38:18.752773+02:00' https://github.com/amazon-archives/aws-training-demo: title: github.com/aws-samples/aws-training-demo description: '' @@ -180816,7 +180823,7 @@ https://github.com/amazon-archives/aws-training-demo: gh_open_issues_30d: 2 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:41.018819+02:00' + gh_activity_checked: '2026-08-14T18:38:19.525048+02:00' https://github.com/amazon-archives/aws-waf-sample: title: AWS WAF sample rules description: '' @@ -180859,7 +180866,7 @@ https://github.com/amazon-archives/aws-waf-sample: gh_open_issues_30d: 31 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:41.730367+02:00' + gh_activity_checked: '2026-08-14T18:38:20.302222+02:00' https://github.com/amelbakry/kubernetes-active-passive: title: Kubernetes Active Passive Applications description: '' @@ -180899,7 +180906,7 @@ https://github.com/amelbakry/kubernetes-active-passive: gh_open_issues_30d: 1 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:42.446217+02:00' + gh_activity_checked: '2026-08-14T18:38:21.045294+02:00' https://github.com/amitmavgupta/azure-terraform: title: github.com/amitmavgupta/azure-terraform description: '' @@ -180939,7 +180946,7 @@ https://github.com/amitmavgupta/azure-terraform: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:35:43.157250+02:00' + gh_activity_checked: '2026-08-14T18:38:21.852566+02:00' https://github.com/anchore/grype: title: 'grype: a vulnerability scanner for container images and filesystems' description: '' @@ -180980,10 +180987,10 @@ https://github.com/anchore/grype: gh_license: Apache-2.0 gh_pushed: '2026-06-12T15:56:32Z' gh_stars: 12400 - gh_open_issues_30d: 371 + gh_open_issues_30d: 400 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:35:43.880727+02:00' + gh_activity_checked: '2026-08-14T18:38:22.669140+02:00' https://github.com/anchore/syft: title: ==anchore/syft== description: '' @@ -181020,10 +181027,10 @@ https://github.com/anchore/syft: gh_license: Apache-2.0 gh_pushed: '2026-06-12T13:29:25Z' gh_stars: 9106 - 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gh_activity_checked: '2026-06-19T14:35:46.708660+02:00' + gh_activity_checked: '2026-08-14T18:38:25.699364+02:00' https://github.com/andrewpuch/nagios_setup: title: 'github: Steps I used to install Nagios in the cloud' description: '' @@ -181181,7 +181188,7 @@ https://github.com/andrewpuch/nagios_setup: gh_open_issues_30d: 1 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:47.407484+02:00' + gh_activity_checked: '2026-08-14T18:38:26.449380+02:00' https://github.com/andrewstetsenko/tech-jobs-with-relocation: title: International Tech Job Search Handbook description: '' @@ -181219,10 +181226,10 @@ https://github.com/andrewstetsenko/tech-jobs-with-relocation: gh_license: CC0-1.0 gh_pushed: '2026-03-19T14:04:47Z' gh_stars: 4427 - gh_open_issues_30d: 11 + gh_open_issues_30d: 14 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:35:48.122023+02:00' + gh_activity_checked: '2026-08-14T18:38:27.233042+02:00' https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md: title: 'github: Safe ways to do things in bash' description: '' @@ -181261,10 +181268,10 @@ https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_ba gh_license: MPL-2.0 gh_pushed: '2026-01-05T06:45:45Z' gh_stars: 4784 - gh_open_issues_30d: 9 + gh_open_issues_30d: 10 gh_open_prs_30d: 0 - gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:48.829594+02:00' + gh_community_health: healthy + gh_activity_checked: '2026-08-14T18:38:28.015019+02:00' https://github.com/ansible-collections: title: "Ansible Collections \U0001F31F" description: '' @@ -181337,10 +181344,10 @@ https://github.com/ansible-collections/amazon.aws: gh_license: GPL-3.0 gh_pushed: '2026-06-12T18:54:31Z' gh_stars: 388 - gh_open_issues_30d: 166 + gh_open_issues_30d: 182 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:35:49.596395+02:00' + gh_activity_checked: '2026-08-14T18:38:28.806098+02:00' https://github.com/ansible-community/awesome-ansible: title: "==ansible-community/awesome-ansible: Awesome Ansible== \U0001F31F\U0001F31F\U0001F31F" description: '' @@ -181383,7 +181390,7 @@ https://github.com/ansible-community/awesome-ansible: gh_open_issues_30d: 5 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:35:50.322895+02:00' + gh_activity_checked: '2026-08-14T18:38:29.596973+02:00' https://github.com/ansible/awx: title: AWX description: '' @@ -181423,10 +181430,10 @@ https://github.com/ansible/awx: gh_license: NOASSERTION gh_pushed: '2026-06-12T18:32:08Z' gh_stars: 15453 - gh_open_issues_30d: 1845 + gh_open_issues_30d: 1867 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:35:51.053597+02:00' + gh_activity_checked: '2026-08-14T18:38:30.403460+02:00' https://github.com/ansible/awx-operator: title: AWX Operator description: '' @@ -181464,10 +181471,10 @@ https://github.com/ansible/awx-operator: gh_license: Apache-2.0 gh_pushed: '2026-06-10T18:54:39Z' gh_stars: 1487 - gh_open_issues_30d: 368 + gh_open_issues_30d: 372 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:35:51.780856+02:00' + gh_activity_checked: '2026-08-14T18:38:31.246566+02:00' https://github.com/ansistrano: title: Ansistrano description: '' @@ -181545,7 +181552,7 @@ https://github.com/anthonysterling/setec: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - 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gh_activity_checked: '2026-06-19T14:36:08.529390+02:00' + gh_activity_checked: '2026-08-14T18:38:49.208142+02:00' https://github.com/aquasecurity/kube-bench: title: "kube-bench \U0001F31F" description: '' @@ -182454,10 +182461,10 @@ https://github.com/aquasecurity/kube-bench: gh_license: Apache-2.0 gh_pushed: '2026-06-09T06:03:33Z' gh_stars: 8078 - gh_open_issues_30d: 91 + gh_open_issues_30d: 94 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:36:09.258234+02:00' + gh_activity_checked: '2026-08-14T18:38:49.971665+02:00' https://github.com/aquasecurity/kube-hunter: title: "kube-hunter \U0001F31F" description: '' @@ -182488,7 +182495,7 @@ https://github.com/aquasecurity/kube-hunter: gh_open_issues_30d: 82 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:36:10.032894+02:00' + gh_activity_checked: '2026-08-14T18:38:50.782654+02:00' https://github.com/aquasecurity/starboard: title: ==aquasecurity/starboard== description: '' @@ -182527,10 +182534,10 @@ https://github.com/aquasecurity/starboard: gh_license: Apache-2.0 gh_pushed: '2026-06-10T12:05:58Z' gh_stars: 1375 - gh_open_issues_30d: 60 + gh_open_issues_30d: 59 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:36:10.765602+02:00' + gh_activity_checked: '2026-08-14T18:38:51.595492+02:00' https://github.com/aquasecurity/trivy: title: trivy description: '' @@ -182569,10 +182576,10 @@ https://github.com/aquasecurity/trivy: gh_license: Apache-2.0 gh_pushed: '2026-06-11T14:52:49Z' gh_stars: 36431 - gh_open_issues_30d: 240 + gh_open_issues_30d: 238 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:36:11.513808+02:00' + gh_activity_checked: '2026-08-14T18:38:52.389121+02:00' https://github.com/argilla-io/argilla: title: rubrix description: '' @@ -182611,10 +182618,10 @@ https://github.com/argilla-io/argilla: gh_license: Apache-2.0 gh_pushed: '2026-06-08T21:47:00Z' gh_stars: 5002 - gh_open_issues_30d: 27 + gh_open_issues_30d: 29 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:36:12.284494+02:00' + gh_activity_checked: '2026-08-14T18:38:53.229945+02:00' https://github.com/argoproj-labs/applicationset: title: 'argoproj-labs/applicationset: Argo CD ApplicationSet Controller' description: '' @@ -182645,7 +182652,7 @@ https://github.com/argoproj-labs/applicationset: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:36:13.036559+02:00' + gh_activity_checked: '2026-08-14T18:38:53.955649+02:00' https://github.com/argoproj-labs/argocd-autopilot: title: 'argoproj-labs/argocd-autopilot: Argo-CD Autopilot' description: '' @@ -182687,7 +182694,7 @@ https://github.com/argoproj-labs/argocd-autopilot: gh_open_issues_30d: 97 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:36:13.763335+02:00' + gh_activity_checked: '2026-08-14T18:38:54.729950+02:00' https://github.com/argoproj-labs/argocd-vault-plugin: title: ==argoproj-labs/argocd-vault-plugin== description: '' @@ -182726,10 +182733,10 @@ https://github.com/argoproj-labs/argocd-vault-plugin: gh_license: Apache-2.0 gh_pushed: '2024-12-18T18:24:47Z' gh_stars: 967 - gh_open_issues_30d: 161 + gh_open_issues_30d: 162 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:36:14.473581+02:00' + gh_activity_checked: '2026-08-14T18:38:55.511515+02:00' https://github.com/argoproj/applicationset: title: 'argoproj-labs/applicationset: Argo CD ApplicationSet Controller' description: '' @@ -182770,7 +182777,7 @@ https://github.com/argoproj/applicationset: gh_open_issues_30d: 144 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:36:15.198904+02:00' + gh_activity_checked: '2026-08-14T18:38:56.335349+02:00' https://github.com/argoproj/argo-cd/issues/25203: title: 'Upgrade UI to React 19 #25203' description: GitHub issue proposal outlining the path to upgrade the Argo CD UI @@ -182824,10 +182831,10 @@ https://github.com/argoproj/argo-cd/issues/25203: social_preview_url: https://opengraph.githubassets.com/57a513e595b57bef86a5608099959701bf60db048addd0f7b8acd1ee40662b53/argoproj/argo-cd/issues/25203 source_provenance: X.com (ArgoProj) suggested_new_category: '' - gh_open_issues_30d: 4207 + gh_open_issues_30d: 4360 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:36:15.944748+02:00' + gh_activity_checked: '2026-08-14T18:38:57.083684+02:00' https://github.com/argoproj/argo-cd/pull/26601: title: 'feat(ui): Add AppSet to Application Resource Tree in Argo CD' description: '' @@ -182868,10 +182875,10 @@ https://github.com/argoproj/argo-cd/pull/26601: gh_license: Apache-2.0 gh_pushed: '2026-06-14T09:47:54Z' gh_stars: 23128 - gh_open_issues_30d: 4207 + gh_open_issues_30d: 4360 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:36:16.665742+02:00' + gh_activity_checked: '2026-08-14T18:38:57.827297+02:00' https://github.com/armadaproject/armada: title: Armada description: '' @@ -182908,10 +182915,10 @@ https://github.com/armadaproject/armada: gh_license: Apache-2.0 gh_pushed: '2026-06-12T15:04:53Z' gh_stars: 600 - gh_open_issues_30d: 109 + gh_open_issues_30d: 128 gh_open_prs_30d: 0 gh_community_health: active - gh_activity_checked: '2026-06-19T14:36:17.433902+02:00' + gh_activity_checked: '2026-08-14T18:38:58.625374+02:00' https://github.com/arminc/k8s-platform-lcm: title: "k8s-platform-lcm: Kubernetes platform lifecycle management \U0001F31F" description: '' @@ -182952,7 +182959,7 @@ https://github.com/arminc/k8s-platform-lcm: gh_open_issues_30d: 18 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:36:18.143579+02:00' + gh_activity_checked: '2026-08-14T18:38:59.371618+02:00' https://github.com/armory/minnaker: title: Minnaker description: '' @@ -182994,7 +183001,7 @@ https://github.com/armory/minnaker: gh_open_issues_30d: 33 gh_open_prs_30d: 0 gh_community_health: healthy - gh_activity_checked: '2026-06-19T14:36:18.885927+02:00' + gh_activity_checked: '2026-08-14T18:39:00.212427+02:00' https://github.com/armosec/kubescape: title: "==Kubescape== \U0001F31F" description: '' @@ -183025,7 +183032,7 @@ https://github.com/armosec/kubescape: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:36:19.550860+02:00' + gh_activity_checked: '2026-08-14T18:39:00.907991+02:00' https://github.com/armosec/regolibrary: title: armosec/regolibrary description: '' @@ -183056,7 +183063,7 @@ https://github.com/armosec/regolibrary: gh_open_issues_30d: 0 gh_open_prs_30d: 0 gh_community_health: dormant - gh_activity_checked: '2026-06-19T14:36:20.206111+02:00' + gh_activity_checked: '2026-08-14T18:39:01.590014+02:00' https://github.com/arslanbilal/git-cheat-sheet: title: "arslanbilal/git-cheat-sheet \U0001F31F\U0001F31F\U0001F31F" description: '' @@ -183097,7 +183104,7 @@ https://github.com/arslanbilal/git-cheat-sheet: gh_open_issues_30d: 2 gh_open_prs_30d: 0 gh_community_health: low - gh_activity_checked: '2026-06-19T14:36:20.930897+02:00' + gh_activity_checked: '2026-08-14T18:39:02.388102+02:00' https://github.com/arttor/helmify: title: ==arttor/helmify== description: '' @@ -299210,6 +299217,7 @@ https://learn.microsoft.com/en-us/entra/fundamentals/configure-security: v1_locations: [] v2_locations: - devsecops.md + - securityascode.md youtube_mosaic: {} https://learn.microsoft.com/en-us/entra/identity-platform/howto-create-service-principal-portal: title: null @@ -313787,6 +313795,7 @@ https://martinheinz.dev/blog/85: 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 @@ -359220,6 +359229,7 @@ https://nedinthecloud.com/2025/07/01/ephemeral-values-in-terraform: v2_locations: - terraform.md - iac.md + - kubernetes-tools.md youtube_mosaic: {} https://neilpatel.com/blog/best-project-management-software: title: Best Project Management Software of 2020 @@ -406249,6 +406259,7 @@ https://support.tools/post/rke2-standalone-disaster-recovery: v2_locations: - rancher.md - kubernetes-backup-migrations.md + - kubernetes-troubleshooting.md youtube_mosaic: {} https://sureshdsk.dev/check-diff-between-two-files-in-python: title: 'sureshdsk.dev: Check diff between two files in Python' @@ -410563,6 +410574,7 @@ https://techcommunity.microsoft.com/?product=All: v2_locations: - aws-networking.md - networking.md + - azure.md youtube_mosaic: {} ? https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706 : title: 'Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for @@ -419901,6 +419913,7 @@ https://thenewstack.io/5-best-practices-to-back-up-kubernetes: v1_locations: [] v2_locations: - kubernetes-backup-migrations.md + - kubernetes-troubleshooting.md youtube_mosaic: {} https://thenewstack.io/5-cloud-automation-tips-for-developers-and-devops: title: 'thenewstack.io: 5 Cloud Automation Tips for Developers and DevOps' @@ -494136,6 +494149,7 @@ https://www.harness.io/blog: - cicd.md - devsecops.md - terraform.md + - helm.md youtube_mosaic: {} https://www.harness.io/blog/automated-devsecops: title: 'harness.io: Automated DevSecOps with StackHawk and Harness' @@ -509576,6 +509590,7 @@ https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa: v1_locations: [] v2_locations: - devsecops.md + - securityascode.md youtube_mosaic: {} https://www.infracloud.io/blogs/linking-traces-continuous-profiling-pyroscope: title: 'infracloud.io: Linking Traces with Continuous Profiling using Pyroscope' @@ -550418,6 +550433,7 @@ https://www.redhat.com/en/blog/network-traffic-control-containers-red-hat-opensh v1_locations: [] v2_locations: - ocp4.md + - openshift.md youtube_mosaic: {} https://www.redhat.com/en/blog/new-kubernetes-operatorhub-red-hat-openshift-enable-hybrid-cloud-flexibility-enterprises: title: null @@ -550791,6 +550807,7 @@ https://www.redhat.com/en/blog/openshift-and-network-security-zones-coexistence- 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 @@ -607718,6 +607735,7 @@ https://nubenetes.com/cheatsheets: - 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' @@ -614533,6 +614551,7 @@ https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with 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" diff --git a/data/news_digest.json b/data/news_digest.json index 9ca7852c..880b66c9 100644 --- a/data/news_digest.json +++ b/data/news_digest.json @@ -1,31 +1,13 @@ { "3_months": { "Kubernetes & Orchestration": [ - { - "url": "https://www.apptio.com/products/kubecost/?src=kc-com", - "title": "Kubecost 🌟", - "date": "2026-06-18", - "stars": 5, - "impact": "critical", - "why": "Kubecost is the industry standard for real-time FinOps and cost allocation across multi-cluster cloud native environments.", - "category": "Kubernetes & Orchestration" - }, { "url": "https://nubenetes.com/crossplane", "title": "Crossplane", "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "Crossplane drives a major paradigm shift by transforming Kubernetes into a universal control plane for managing multi-cloud infrastructure.", - "category": "Kubernetes & Orchestration" - }, - { - "url": "https://github.com/Azure/azure-workload-identity", - "title": "==Azure/azure-workload-identity==", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "Azure Workload Identity provides the enterprise standard for secure, passwordless authentication between Kubernetes service accounts and cloud resources.", + "why": "Crossplane revolutionizes platform engineering by transforming Kubernetes into a universal control plane to manage multi-cloud infrastructure declaratively.", "category": "Kubernetes & Orchestration" }, { @@ -34,52 +16,7 @@ "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "The NVIDIA device plugin is a foundational hardware link required to schedule and run accelerated AI and ML workloads on Kubernetes.", - "category": "Kubernetes & Orchestration" - }, - { - "url": "https://github.com/akuity/kargo", - "title": "==github.com/akuity/kargo==", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "Kargo introduces a novel GitOps-native application promotion workflow that seamlessly manages releases across multi-stage deployment environments.", - "category": "Kubernetes & Orchestration" - }, - { - "url": "https://github.com/gravitational/teleport", - "title": "Teleport 🌟", - "date": "2026-06-13", - "stars": 5, - "impact": "critical", - "why": "Teleport delivers essential zero-trust infrastructure access control, identity-backed session recording, and auditing across multi-region Kubernetes clusters.", - "category": "Kubernetes & Orchestration" - }, - { - "url": "https://github.com/aws-controllers-k8s/community", - "title": "AWS Controllers for Kubernetes (ACK) 🌟", - "date": "2026-06-13", - "stars": 5, - "impact": "high", - "why": "AWS Controllers for Kubernetes enables platform teams to manage native AWS cloud resources directly using declarative Kubernetes custom resources.", - "category": "Kubernetes & Orchestration" - }, - { - "url": "https://github.com/derailed/k9s", - "title": "K9s - Kubernetes CLI To Manage Your Clusters In Style!", - "date": "2026-06-13", - "stars": 5, - "impact": "high", - "why": "K9s is the widely adopted standard CLI dashboard that significantly enhances daily operator productivity and cluster debugging workflows.", - "category": "Kubernetes & Orchestration" - }, - { - "url": "https://github.com/pixie-io/pixie", - "title": "github.com: Pixie - Instant Kubernetes-Native Application Observability", - "date": "2026-06-13", - "stars": 5, - "impact": "high", - "why": "Pixie leverages eBPF technology to deliver zero-code, instant application performance and network telemetry extraction directly from the Linux kernel.", + "why": "NVIDIA's device plugin is the essential industry standard for orchestrating hardware-accelerated AI/ML workloads on Kubernetes.", "category": "Kubernetes & Orchestration" }, { @@ -88,7 +25,70 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "Kubernetes Cluster Autoscaler remains the foundational core component responsible for dynamically adjusting cloud node capacity based on workload scheduling demands.", + "why": "Cluster Autoscaler is the foundational core component ensuring dynamic node capacity management and cost efficiency across production cloud clusters.", + "category": "Kubernetes & Orchestration" + }, + { + "url": "https://www.apptio.com/products/kubecost/?src=kc-com", + "title": "Kubecost 🌟", + "date": "2026-06-18", + "stars": 5, + "impact": "high", + "why": "Kubecost is the industry standard for real-time Kubernetes cost allocation, chargeback, and FinOps observability across multi-cluster environments.", + "category": "Kubernetes & Orchestration" + }, + { + "url": "https://github.com/Azure/azure-workload-identity", + "title": "==Azure/azure-workload-identity==", + "date": "2026-06-14", + "stars": 5, + "impact": "high", + "why": "Azure Workload Identity provides the enterprise standard for secure, secretless OIDC authentication between Kubernetes workloads and cloud services.", + "category": "Kubernetes & Orchestration" + }, + { + "url": "https://github.com/gravitational/teleport", + "title": "Teleport 🌟", + "date": "2026-06-13", + "stars": 5, + "impact": "high", + "why": "Teleport delivers unified, zero-trust infrastructure access and auditing across Kubernetes APIs, databases, and servers.", + "category": "Kubernetes & Orchestration" + }, + { + "url": "https://github.com/aws-controllers-k8s/community", + "title": "AWS Controllers for Kubernetes (ACK) 🌟", + "date": "2026-06-13", + "stars": 5, + "impact": "high", + "why": "AWS Controllers for Kubernetes enables platform teams to natively define and manage managed AWS resources directly through Kubernetes CRDs.", + "category": "Kubernetes & Orchestration" + }, + { + "url": "https://github.com/derailed/k9s", + "title": "K9s - Kubernetes CLI To Manage Your Clusters In Style!", + "date": "2026-06-13", + "stars": 5, + "impact": "high", + "why": "K9s is the ubiquitous terminal UI that dramatically accelerates cluster troubleshooting and real-time observability for operators.", + "category": "Kubernetes & Orchestration" + }, + { + "url": "https://github.com/helmfile/helmfile", + "title": "github.com/helmfile/helmfile", + "date": "2026-06-14", + "stars": 5, + "impact": "high", + "why": "Helmfile is a critical tool for managing complex, multi-chart deployments declaratively across different Kubernetes environments.", + "category": "Kubernetes & Orchestration" + }, + { + "url": "https://github.com/akuity/kargo", + "title": "==github.com/akuity/kargo==", + "date": "2026-06-14", + "stars": 5, + "impact": "high", + "why": "Kargo advances modern GitOps workflows by providing a specialized Kubernetes controller for multi-stage application promotions.", "category": "Kubernetes & Orchestration" } ], @@ -191,7 +191,16 @@ "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "Azure Linux provides a lightweight, security-hardened container OS specifically optimized to minimize footprint and attack surface for AKS workloads.", + "why": "Azure Linux is Microsoft's purpose-built, secure container host OS powering modern Azure Kubernetes Service (AKS) worker nodes.", + "category": "Azure" + }, + { + "url": "https://github.com/Azure/bicep", + "title": "Bicep", + "date": "2026-06-14", + "stars": 5, + "impact": "critical", + "why": "Bicep serves as the premier native Infrastructure-as-Code domain-specific language for defining and deploying modern enterprise Azure architectures.", "category": "Azure" }, { @@ -200,7 +209,7 @@ "date": "2026-06-10", "stars": 3, "impact": "critical", - "why": "AKS Fleet Manager solves enterprise multi-cluster management challenges by automating orchestrations, multi-region rollouts, and global ingress across Kubernetes clusters.", + "why": "AKS Fleet Manager enables central governance, multi-cluster management, and automated application rollouts across global Kubernetes fleets.", "category": "Azure" }, { @@ -208,8 +217,8 @@ "title": "github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation", "date": "2025-01-14", "stars": 5, - "impact": "high", - "why": "Provides an industry-grade reference architecture for building active-active, zero-downtime, and highly resilient cloud-native applications on Azure.", + "impact": "critical", + "why": "Provides the definitive reference architecture for building zero-downtime, active-active mission-critical workloads on Azure.", "category": "Azure" }, { @@ -218,7 +227,7 @@ "date": "2026-06-01", "stars": 5, "impact": "high", - "why": "Accelerates hybrid and multi-cloud adoption by offering automated, hands-on sandbox scenarios for Azure Arc-enabled Kubernetes and infrastructure.", + "why": "Accelerates hybrid and multi-cloud Kubernetes governance through automated, production-tested Azure Arc scenario sandboxes.", "category": "Azure" }, { @@ -227,25 +236,7 @@ "date": "2026-06-05", "stars": 5, "impact": "high", - "why": "Applies GitOps principles to Azure API Management, enabling automated deployment and lifecycle control for API gateways in continuous delivery pipelines.", - "category": "Azure" - }, - { - "url": "https://github.com/floci-io/floci-az", - "title": "floci-az", - "date": "2026-06-01", - "stars": 4, - "impact": "high", - "why": "Streamlines cloud-native inner-loop development by providing a single-port local emulator for Azure services including AKS, Cosmos DB, and Event Hubs.", - "category": "Azure" - }, - { - "url": "https://github.com/Azure/bicep", - "title": "Bicep", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "Serves as Azure's premier declarative Infrastructure-as-Code domain-specific language, simplifying cloud resource provisioning over raw ARM templates.", + "why": "Applies essential GitOps and CI/CD principles directly to Azure API Management deployment and lifecycle operations.", "category": "Azure" }, { @@ -254,25 +245,34 @@ "date": "2026-06-10", "stars": 5, "impact": "high", - "why": "Standardizes enterprise cloud cost management and optimization workflows across large compute reservations and multi-subscription Azure footprints.", + "why": "Standardizes cloud cost governance, reservation modeling, and FinOps telemetry across large-scale Azure estates.", "category": "Azure" }, { - "url": "https://github.com/Azure/azqr", - "title": "==github.com/Azure/azqr==", - "date": "2026-06-11", - "stars": 3, + "url": "https://github.com/floci-io/floci-az", + "title": "floci-az", + "date": "2026-06-01", + "stars": 4, + "impact": "high", + "why": "Delivers an all-in-one local Azure service emulator covering AKS, Functions, and Cosmos DB to drastically shorten developer inner loops.", + "category": "Azure" + }, + { + "url": "https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container", + "title": "learn.microsoft.com: Configure a custom container for Azure App Service", + "date": "2026-06-01", + "stars": 5, "impact": "medium", - "why": "Gives platform engineers a rapid CLI tool to audit Azure infrastructure against Well-Architected Framework security and compliance recommendations.", + "why": "Provides official guidance for deploying custom OCI-compliant containers onto managed enterprise App Service environments.", "category": "Azure" }, { - "url": "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", + "url": "https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be", + "title": "Azure Update 22nd May 2026", "date": "2026-06-02", "stars": 4, "impact": "medium", - "why": "Enables zero-trust architecture adoption by bridging managed HashiCorp Vault secrets management directly with Azure hub-and-spoke enterprise topologies.", + "why": "Highlights crucial operational platform advancements, including automatic OpenTelemetry and Application Insights instrumentation in AKS.", "category": "Azure" } ], @@ -283,7 +283,7 @@ "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "The definitive industry standard for Kubernetes-native GitOps, enabling declarative, secure, and continuous application delivery.", + "why": "Argo CD is the premier industry standard for declarative, GitOps-driven continuous delivery across Kubernetes environments.", "category": "CI/CD & GitOps" }, { @@ -292,7 +292,7 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "A core CNCF GitOps engine that provides highly parallelized and decoupled multi-tenant reconciliation for Kubernetes clusters.", + "why": "Flux v2 provides the foundational GitOps toolkit architecture for modular, multi-tenant Kubernetes state reconciliation.", "category": "CI/CD & GitOps" }, { @@ -300,8 +300,8 @@ "title": "==dagger/dagger: Dagger is a portable devkit for CICD==", "date": "2026-06-14", "stars": 5, - "impact": "critical", - "why": "Dagger introduces a paradigm shift by replacing complex, vendor-locked YAML pipelines with portable, code-based CI/CD environments built on BuildKit.", + "impact": "high", + "why": "Dagger introduces a paradigm shift by replacing brittle YAML with programmatic, containerized CI/CD pipelines in standard programming languages.", "category": "CI/CD & GitOps" }, { @@ -310,25 +310,7 @@ "date": "2026-06-14", "stars": 5, "impact": "high", - "why": "A powerful Kubernetes-native CI/CD framework that uses Custom Resource Definitions to standardize decentralized, step-based pipeline execution.", - "category": "CI/CD & GitOps" - }, - { - "url": "https://github.com/flux-iac/tofu-controller", - "title": "github.com/flux-iac/tofu-controller", - "date": "2026-06-08", - "stars": 5, - "impact": "high", - "why": "Extends GitOps mechanics to modern infrastructure-as-code, allowing teams to reconcile OpenTofu and Terraform resources natively in-cluster.", - "category": "CI/CD & GitOps" - }, - { - "url": "https://github.com/kubernetes/test-infra/tree/master/prow", - "title": "Prow", - "date": "2026-06-13", - "stars": 5, - "impact": "high", - "why": "The highly scalable, decentralized CI/CD platform driving Kubernetes' own complex development ecosystem and open-source governance.", + "why": "Tekton provides standard, Kubernetes-native declarative primitives and CRDs for building cloud-native CI/CD engines.", "category": "CI/CD & GitOps" }, { @@ -337,7 +319,34 @@ "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "The foundational package manager for Kubernetes that powers modern declarative deployments and serves as a vital component in GitOps pipelines.", + "why": "Helm remains the ubiquitous package manager and templating standard for deploying complex application architectures to Kubernetes.", + "category": "CI/CD & GitOps" + }, + { + "url": "https://github.com/flux-iac/tofu-controller", + "title": "github.com/flux-iac/tofu-controller", + "date": "2026-06-08", + "stars": 5, + "impact": "high", + "why": "The Tofu Controller natively unifies Infrastructure-as-Code with GitOps principles inside Kubernetes clusters using OpenTofu.", + "category": "CI/CD & GitOps" + }, + { + "url": "https://www.harness.io/blog/blue-green-canary-deployment-strategies", + "title": "harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟", + "date": "2026-06-14", + "stars": 5, + "impact": "high", + "why": "Provides an architectural blueprint for implementing advanced traffic-routing and zero-downtime deployment strategies on Kubernetes.", + "category": "CI/CD & GitOps" + }, + { + "url": "https://github.com/argoproj/argo-cd/pull/26601", + "title": "feat(ui): Add AppSet to Application Resource Tree in Argo CD", + "date": "2026-06-14", + "stars": 5, + "impact": "medium", + "why": "Directly enhances operational visibility by mapping complex multi-tenant ApplicationSets within the Argo CD topology tree.", "category": "CI/CD & GitOps" }, { @@ -345,8 +354,8 @@ "title": "Keptn", "date": "2026-06-14", "stars": 4, - "impact": "high", - "why": "Implements advanced cloud-native application lifecycle management using automated, SLO-driven deployment evaluations and promotions.", + "impact": "medium", + "why": "Keptn advances cloud-native lifecycle orchestration by automating canary promotions using metrics-driven SLO evaluations.", "category": "CI/CD & GitOps" }, { @@ -354,17 +363,8 @@ "title": "kubernetes-plugin: Kubernetes plugin for Jenkins 🌟", "date": "2026-06-08", "stars": 5, - "impact": "high", - "why": "Bridges legacy Jenkins workloads with modern cloud-native architecture by dynamically scaling disposable worker pods directly inside Kubernetes.", - "category": "CI/CD & GitOps" - }, - { - "url": "https://github.com/glasskube/glasskube", - "title": "github.com/glasskube/glasskube", - "date": "2026-06-14", - "stars": 5, "impact": "medium", - "why": "A next-generation Kubernetes package manager seeking to simplify deployment patterns and automatic updates compared to legacy tools.", + "why": "Enables enterprise Jenkins installations to achieve elastic cloud-native scaling by dynamically provisioning ephemeral build agents on Kubernetes.", "category": "CI/CD & GitOps" } ], @@ -375,7 +375,7 @@ "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "Plugs local Python/Java processes directly into remote Kubernetes namespaces, avoiding slow container rebuild cycles during local development.", + "why": "Revolutionizes local cloud-native development by letting engineers run local code directly within remote Kubernetes namespaces without container rebuilding.", "category": "Python, Java & Developer Ecosystem" }, { @@ -384,25 +384,7 @@ "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "Dramatically accelerates Python CI/CD pipelines as the lightning-fast, Rust-powered de-facto standard linter and formatter.", - "category": "Python, Java & Developer Ecosystem" - }, - { - "url": "https://github.com/PlaytikaOSS/testcontainers-spring-boot", - "title": "testcontainers-spring-boot 🌟", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "Automates Docker container lifecycles during JUnit execution to eliminate mocked databases and ensure reliable Java integration testing.", - "category": "Python, Java & Developer Ecosystem" - }, - { - "url": "https://github.com/spring-projects/spring-boot#L73", - "title": "github.com/spring-projects: springboot enables these probes automatically when running in k8s", - "date": "2026-06-13", - "stars": 5, - "impact": "high", - "why": "Enables seamless cloud-native operations by automatically exposing native Kubernetes liveness and readiness probes from Spring Boot.", + "why": "Serves as the de facto high-performance Rust-based linter and formatter that dramatically accelerates Python CI/CD pipelines across the industry.", "category": "Python, Java & Developer Ecosystem" }, { @@ -411,43 +393,7 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "Guarantees strict data validation and high-performance parsing in Python microservices using type annotations with a Rust-compiled core.", - "category": "Python, Java & Developer Ecosystem" - }, - { - "url": "https://github.com/apache/maven-mvnd", - "title": "apache/maven-mvnd", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "Significantly cuts down local and cloud Java compilation times by maintaining persistent background build processes.", - "category": "Python, Java & Developer Ecosystem" - }, - { - "url": "https://github.com/spring-cloud/spring-cloud-kubernetes", - "title": "github: Spring Cloud Kubernetes 🌟", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "Allows Spring-based Java microservices to seamlessly consume Kubernetes ConfigMaps and Secrets as native application properties.", - "category": "Python, Java & Developer Ecosystem" - }, - { - "url": "https://github.com/bloomberg/memray", - "title": "github.com/bloomberg/memray 🌟🌟", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "Solves difficult memory leaks and profiling challenges within high-scale, containerized Python microservices.", - "category": "Python, Java & Developer Ecosystem" - }, - { - "url": "https://cloud.spring.io/spring-cloud-vault/reference/html", - "title": "cloud.spring.io: Spring Cloud Vault 🌟", - "date": "2026-06-01", - "stars": 5, - "impact": "high", - "why": "Secures cloud-native Java deployments by natively integrating Spring applications with HashiCorp Vault for dynamic secret rotation.", + "why": "Provides the foundational type validation and parsing engine powering modern high-performance Python APIs and microservices.", "category": "Python, Java & Developer Ecosystem" }, { @@ -456,7 +402,61 @@ "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "Optimizes Java for Kubernetes environments by enabling supersonic compilation, ultra-low memory footprints, and fast startup times.", + "why": "Reinvents enterprise Java for Kubernetes and serverless architectures with GraalVM native compilation and ultra-low memory overhead.", + "category": "Python, Java & Developer Ecosystem" + }, + { + "url": "https://github.com/PlaytikaOSS/testcontainers-spring-boot", + "title": "testcontainers-spring-boot 🌟", + "date": "2026-06-14", + "stars": 5, + "impact": "high", + "why": "Enables reliable automated integration testing for Spring Boot by seamlessly spinning up containerized databases and message brokers.", + "category": "Python, Java & Developer Ecosystem" + }, + { + "url": "https://github.com/spring-cloud/spring-cloud-kubernetes", + "title": "github: Spring Cloud Kubernetes 🌟", + "date": "2026-06-12", + "stars": 5, + "impact": "high", + "why": "Natively bridges Spring Cloud configurations and service discovery directly to Kubernetes primitives like ConfigMaps and Secrets.", + "category": "Python, Java & Developer Ecosystem" + }, + { + "url": "https://grpc.io", + "title": "gRPC", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "Provides the ubiquitous high-performance RPC and Protocol Buffers communication backbone for polyglot microservice ecosystems.", + "category": "Python, Java & Developer Ecosystem" + }, + { + "url": "https://openapi-generator.tech", + "title": "OpenAPI Generator 🌟", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "Automates multi-language client SDK and server stub generation, enforcing strict API contracts across distributed architectures.", + "category": "Python, Java & Developer Ecosystem" + }, + { + "url": "https://www.asyncapi.com", + "title": "AsyncAPI", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "Defines the open standard for documenting, designing, and governing modern event-driven architectures across message brokers.", + "category": "Python, Java & Developer Ecosystem" + }, + { + "url": "https://github.com/bloomberg/memray", + "title": "github.com/bloomberg/memray 🌟🌟", + "date": "2026-06-12", + "stars": 5, + "impact": "medium", + "why": "Delivers deep memory allocation profiling required to optimize memory consumption and debug leaks in containerized Python microservices.", "category": "Python, Java & Developer Ecosystem" } ], @@ -553,13 +553,31 @@ } ], "AI & Agents": [ + { + "url": "https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview", + "title": "docs.anthropic.com: Claude Code CLI", + "date": "2026-06-18", + "stars": 5, + "impact": "critical", + "why": "Anthropic's official CLI introduces autonomous agentic software engineering directly into terminal-based developer environments.", + "category": "AI & Agents" + }, { "url": "https://github.com/vllm-project/vllm", "title": "vLLM on Kubernetes", "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "Standardizes efficient LLM serving and memory management on Kubernetes using PagedAttention for production cloud-native AI infrastructure.", + "why": "Provides the foundational cloud native standard for running memory-efficient, high-throughput LLM inference on Kubernetes.", + "category": "AI & Agents" + }, + { + "url": "https://github.com/modelcontextprotocol/servers", + "title": "GitHub MCP Server", + "date": "2026-06-07", + "stars": 5, + "impact": "critical", + "why": "Serves as the canonical repository for Model Context Protocol (MCP) servers, standardizing tool integration across AI agents.", "category": "AI & Agents" }, { @@ -567,8 +585,17 @@ "title": "antigravity.google: Google Antigravity Agentic Platform", "date": "2026-06-18", "stars": 5, - "impact": "critical", - "why": "Bridges local agent prototyping to enterprise production by providing a unified SDK and target platform on Google Kubernetes Engine.", + "impact": "high", + "why": "Offers an end-to-end agentic SDK that streamlines deploying stateful AI agents from local prototypes to production Kubernetes clusters.", + "category": "AI & Agents" + }, + { + "url": "https://cursor.com", + "title": "cursor.com: Cursor AI Code Editor", + "date": "2026-06-18", + "stars": 5, + "impact": "high", + "why": "Represents the leading AI-first development environment driving widespread enterprise adoption of multi-file agentic code generation.", "category": "AI & Agents" }, { @@ -577,52 +604,16 @@ "date": "2026-06-02", "stars": 4, "impact": "high", - "why": "Establishes a cloud-native edge execution environment for running autonomous agents safely within serverless, sandboxed runtimes.", + "why": "Establishes a secure, serverless edge sandbox environment for orchestrating and executing autonomous Claude agents at scale.", "category": "AI & Agents" }, { - "url": "https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview", - "title": "docs.anthropic.com: Claude Code CLI", - "date": "2026-06-18", - "stars": 5, - "impact": "critical", - "why": "Introduces an autonomous agentic CLI tool that fundamentally transforms how engineering teams execute code, run tests, and manage git workflows.", - "category": "AI & Agents" - }, - { - "url": "https://github.com/modelcontextprotocol/servers", - "title": "GitHub MCP Server", - "date": "2026-06-07", - "stars": 5, - "impact": "high", - "why": "Defines production-grade standards for the Model Context Protocol (MCP) to seamlessly connect AI agents with external enterprise infrastructure and dev tools.", - "category": "AI & Agents" - }, - { - "url": "https://github.com/openops-cloud/openops", - "title": "OpenOps: No-Code FinOps Automation Platform with AI", - "date": "2026-06-14", + "url": "https://github.com/google/agents-cli", + "title": "Google Agents CLI", + "date": "2026-06-10", "stars": 4, "impact": "high", - "why": "Automates cloud cost management by directly integrating AI decision engines with live Kubernetes metrics for FinOps governance.", - "category": "AI & Agents" - }, - { - "url": "https://github.com/mudler/LocalAI", - "title": "LocalAI", - "date": "2026-06-13", - "stars": 4, - "impact": "high", - "why": "Enables privacy-focused and air-gapped enterprise environments to self-host OpenAI-compatible AI API gateways on standard cloud hardware.", - "category": "AI & Agents" - }, - { - "url": "https://cursor.com", - "title": "cursor.com: Cursor AI Code Editor", - "date": "2026-06-18", - "stars": 5, - "impact": "critical", - "why": "Redefines modern developer workflows by setting the industry benchmark for AI-first IDEs and multi-file agentic code editing.", + "why": "Delivers an official toolchain for designing, testing, and operationalizing MCP-compliant agent workflows across cloud environments.", "category": "AI & Agents" }, { @@ -630,8 +621,8 @@ "title": "How to Build Agentic Pipelines with OSS Spark Declarative Pipelines", "date": "2026-06-02", "stars": 4, - "impact": "medium", - "why": "Brings necessary determinism and structured pipelines to complex, data-intensive agentic workflows using Apache Spark.", + "impact": "high", + "why": "Brings deterministic declarative pipelines to Apache Spark to reliably support AI-assisted data engineering and agentic workflows.", "category": "AI & Agents" }, { @@ -640,7 +631,16 @@ "date": "2026-06-02", "stars": 4, "impact": "high", - "why": "Solves enterprise data sovereignty and compliance challenges by bringing advanced AI coding agents into hybrid and on-premises cloud infrastructure.", + "why": "Enables enterprise-grade deployment of generative coding agents within hybrid and on-premises private cloud architectures.", + "category": "AI & Agents" + }, + { + "url": "https://github.com/mudler/LocalAI", + "title": "LocalAI", + "date": "2026-06-13", + "stars": 4, + "impact": "medium", + "why": "Provides a self-hosted, Kubernetes-ready OpenAI-compatible inference gateway for running private, local AI agent workloads.", "category": "AI & Agents" } ], @@ -651,25 +651,7 @@ "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "It is the definitive training and certification authority directing the industry-standard CKA, CKAD, and CKS benchmarks.", - "category": "Certification & Training" - }, - { - "url": "https://kubernetes.io/docs/reference/kubectl/quick-reference", - "title": "kubernetes.io 🌟", - "date": "2026-06-01", - "stars": 5, - "impact": "critical", - "why": "The canonical reference for kubectl commands is an indispensable daily tool and key preparation asset for Kubernetes hands-on exams.", - "category": "Certification & Training" - }, - { - "url": "https://kube.academy", - "title": "kube.academy", - "date": "2026-06-01", - "stars": 4, - "impact": "high", - "why": "A highly polished, vendor-backed Kubernetes educational academy essential for mastering advanced cloud-native infrastructure topics.", + "why": "It serves as the definitive, authoritative certification and training curriculum provider for standard cloud native benchmarks including CKA, CKAD, and CKS.", "category": "Certification & Training" }, { @@ -678,16 +660,7 @@ "date": "2026-06-25", "stars": 5, "impact": "high", - "why": "The official unified platform for AWS training and certification prep, critical for enterprise cloud-native architecture enablement.", - "category": "Certification & Training" - }, - { - "url": "https://github.com/techiescamp/devops-projects", - "title": "==techiescamp/devops-projects==:Real-World DevOps Projects For Learning", - "date": "2026-06-18", - "stars": 5, - "impact": "high", - "why": "Compiles production-grade DevOps blueprints and CI/CD pipelines, serving as an exceptional hands-on practical learning framework.", + "why": "It provides official, hands-on learning paths, labs, and exam readiness assessments directly aligned with enterprise AWS cloud architecture certifications.", "category": "Certification & Training" }, { @@ -696,108 +669,81 @@ "date": "2026-06-01", "stars": 4, "impact": "high", - "why": "Offers rigorous mock exams and practice sandboxes tailored specifically for passing high-stakes cloud-native certifications like CKA and CKS.", + "why": "It delivers high-fidelity practice exams and live sandbox simulations specifically tailored for Kubernetes CKA, CKAD, and CKS certification candidates.", "category": "Certification & Training" }, { - "url": "https://github.com/stefanprodan/podinfo", - "title": "==stefanprodan/podinfo==", - "date": "2026-06-08", + "url": "https://kube.academy", + "title": "kube.academy", + "date": "2026-06-01", "stars": 4, "impact": "high", - "why": "An invaluable educational microservice used to demonstrate Kubernetes best practices, telemetry integration, and progressive delivery.", + "why": "It offers structured, enterprise-grade educational tracks breaking down complex Kubernetes multi-tenancy, control plane, and security concepts.", "category": "Certification & Training" }, { - "url": "https://github.com/fluxcd/flux2-kustomize-helm-example", - "title": "flux2-kustomize-helm-example 🌟", - "date": "2026-06-12", - "stars": 3, - "impact": "high", - "why": "The canonical GitOps reference architecture, essential for training teams to structure multi-environment Kubernetes deployments.", - "category": "Certification & Training" - }, - { - "url": "https://cheatsheetseries.owasp.org/index.html", - "title": "cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟", + "url": "https://kubernetes.io/docs/reference/kubectl/quick-reference", + "title": "kubernetes.io 🌟", "date": "2026-06-01", "stars": 5, "impact": "high", - "why": "The gold standard security reference essential for educating developers on securing cloud-native workloads against modern web vulnerabilities.", + "why": "It provides the canonical kubectl reference that candidates rely upon directly during live, performance-based Kubernetes certification exams.", "category": "Certification & Training" }, { - "url": "https://github.com/learning-cloud-native-go/myapp", - "title": "==github.com/learning-cloud-native-go/myapp: Learning Cloud Native Go -' myapp== 🌟", - "date": "2026-06-03", - "stars": 3, + "url": "https://github.com/techiescamp/devops-projects", + "title": "==techiescamp/devops-projects==:Real-World DevOps Projects For Learning", + "date": "2026-06-18", + "stars": 5, + "impact": "high", + "why": "It equips engineers with end-to-end, project-based DevOps blueprints to bridge theoretical knowledge with practical CI/CD and infrastructure deployments.", + "category": "Certification & Training" + }, + { + "url": "https://www.edx.org", + "title": "edx.org", + "date": "2026-06-01", + "stars": 4, "impact": "medium", - "why": "Provides a practical, hands-on blueprint for developers learning to build modern, cloud-native Go microservices with native instrumentation.", + "why": "It hosts verified, university-level Linux Foundation courses covering foundational cloud native systems and OS-level administration.", + "category": "Certification & Training" + }, + { + "url": "https://techstudyslack.com", + "title": "techstudyslack.com", + "date": "2026-06-01", + "stars": 4, + "impact": "medium", + "why": "It fosters an active peer-to-peer study community dedicated to technical debugging and collaborative preparation for Kubernetes and cloud architecture certifications.", + "category": "Certification & Training" + }, + { + "url": "https://developer.hashicorp.com/terraform/cli/commands", + "title": "terraform.io: Terraform Commands", + "date": "2026-06-01", + "stars": 5, + "impact": "medium", + "why": "It is the canonical command-line reference required for mastering infrastructure-as-code and preparing for HashiCorp Terraform certifications.", + "category": "Certification & Training" + }, + { + "url": "https://developers.redhat.com/cheat-sheets/containers", + "title": "developers.redhat.com: Containers Cheat Sheet", + "date": "2026-06-18", + "stars": 4, + "impact": "medium", + "why": "It supplies essential command reference guides for modern daemonless and rootless container tooling like Podman and Buildah.", "category": "Certification & Training" } ], "Data, Messaging & Storage": [ - { - "url": "https://github.com/zalando/postgres-operator", - "title": "Zalando Postgres Operator", - "date": "2026-06-12", - "stars": 5, - "impact": "critical", - "why": "The industry-standard operator for deploying highly available PostgreSQL clusters with Patroni on Kubernetes.", - "category": "Data, Messaging & Storage" - }, - { - "url": "https://github.com/velero-io/velero", - "title": "github.com/vmware-tanzu/velero", - "date": "2026-06-12", - "stars": 5, - "impact": "critical", - "why": "The de facto open-source standard for backing up, restoring, and migrating Kubernetes cluster resources and persistent volumes.", - "category": "Data, Messaging & Storage" - }, - { - "url": "https://debezium.io", - "title": "**Debezium**:", - "date": "2026-06-01", - "stars": 5, - "impact": "high", - "why": "The industry-standard platform for log-based Change Data Capture (CDC), enabling real-time streaming of database modifications.", - "category": "Data, Messaging & Storage" - }, - { - "url": "https://flink.apache.org", - "title": "Apache Flink", - "date": "2026-06-01", - "stars": 5, - "impact": "critical", - "why": "The leading framework for stateful stream processing, offering sub-millisecond execution times for real-time event logs.", - "category": "Data, Messaging & Storage" - }, { "url": "https://kafka.apache.org", "title": "Apache Kafka", "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "The de facto industry-standard distributed event streaming platform used by thousands of enterprises.", - "category": "Data, Messaging & Storage" - }, - { - "url": "https://longhorn.io", - "title": "Longhorn", - "date": "2026-06-01", - "stars": 5, - "impact": "critical", - "why": "A graduated CNCF project providing lightweight, highly available, and reliable distributed block storage built natively for Kubernetes.", - "category": "Data, Messaging & Storage" - }, - { - "url": "https://openebs.io", - "title": "OpenEBS", - "date": "2026-06-01", - "stars": 5, - "impact": "high", - "why": "A leading Container Attached Storage (CAS) system that simplifies dynamic local and cloud-attached volume provisioning in Kubernetes.", + "why": "It is the de facto industry-standard distributed event streaming architecture underpinning modern cloud-native real-time pipelines.", "category": "Data, Messaging & Storage" }, { @@ -806,7 +752,25 @@ "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "The premier CNCF project for running Apache Kafka natively on Kubernetes using the Operator pattern.", + "why": "It is the premier CNCF project for declaratively provisioning and managing production Apache Kafka clusters natively inside Kubernetes.", + "category": "Data, Messaging & Storage" + }, + { + "url": "https://github.com/velero-io/velero", + "title": "github.com/vmware-tanzu/velero", + "date": "2026-06-12", + "stars": 5, + "impact": "critical", + "why": "It serves as the industry-standard disaster recovery and backup solution for persistent volumes and stateful Kubernetes cluster topologies.", + "category": "Data, Messaging & Storage" + }, + { + "url": "https://longhorn.io", + "title": "Longhorn", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "A graduated CNCF distributed block storage engine that provides highly resilient persistent volume management directly within Kubernetes.", "category": "Data, Messaging & Storage" }, { @@ -814,8 +778,26 @@ "title": "min.io", "date": "2026-06-01", "stars": 5, - "impact": "critical", - "why": "The industry-standard, high-performance, S3-compatible object storage platform optimized for cloud-native Kubernetes deployments.", + "impact": "high", + "why": "It is the benchmark high-performance, S3-compatible object storage solution engineered natively for containerized private and hybrid clouds.", + "category": "Data, Messaging & Storage" + }, + { + "url": "https://debezium.io", + "title": "**Debezium**:", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "It provides the industry standard for log-based Change Data Capture (CDC), streaming row-level database changes into distributed event platforms.", + "category": "Data, Messaging & Storage" + }, + { + "url": "https://flink.apache.org", + "title": "Apache Flink", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "It represents the leading distributed framework for sub-millisecond, stateful event stream analytics and real-time processing.", "category": "Data, Messaging & Storage" }, { @@ -824,7 +806,25 @@ "date": "2026-06-01", "stars": 5, "impact": "high", - "why": "A modern, high-performance Kafka-compatible streaming platform written in C++ that eliminates JVM overhead and ZooKeeper dependencies.", + "why": "It offers a modern, high-throughput, C++ alternative to Kafka that eliminates JVM overhead and ZooKeeper dependencies.", + "category": "Data, Messaging & Storage" + }, + { + "url": "https://github.com/CrunchyData/postgres-operator", + "title": "github.com/CrunchyData/postgres-operator", + "date": "2026-06-10", + "stars": 5, + "impact": "high", + "why": "A leading enterprise Kubernetes operator that automates production-grade high availability, failover, and disaster recovery for PostgreSQL.", + "category": "Data, Messaging & Storage" + }, + { + "url": "https://openebs.io", + "title": "OpenEBS", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "A versatile CNCF Container Attached Storage (CAS) platform delivering dynamic local and distributed storage for Kubernetes stateful workloads.", "category": "Data, Messaging & Storage" } ], @@ -927,25 +927,7 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "As a graduated CNCF project, Backstage is the industry-standard open-source framework for building internal developer portals to scale enterprise platform engineering.", - "category": "DevOps & Culture" - }, - { - "url": "https://cursor.com/download", - "title": "Download Cursor | AI-Powered Code Editor", - "date": "2026-06-02", - "stars": 4, - "impact": "critical", - "why": "It represents a massive paradigm shift in developer workflows by integrating agentic AI capabilities deeply into the primary coding environment.", - "category": "DevOps & Culture" - }, - { - "url": "https://github.com/microsoft/azure-devops-mcp", - "title": "Azure DevOps MCP Server", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "This official Microsoft release pioneers the integration of autonomous AI agents using the Model Context Protocol directly into enterprise DevOps pipelines.", + "why": "Backstage serves as the CNCF-backed industry standard for internal developer portals, defining modern platform engineering and developer self-service culture.", "category": "DevOps & Culture" }, { @@ -954,7 +936,25 @@ "date": "2026-06-10", "stars": 5, "impact": "high", - "why": "It provides an all-in-one, Kubernetes-native AppOps console that streamlines GitOps, CI/CD, and security policy management for platform teams.", + "why": "Devtron delivers a comprehensive open-source Kubernetes AppOps platform that unifies GitOps, CI/CD, and operational visibility.", + "category": "DevOps & Culture" + }, + { + "url": "https://github.com/microsoft/azure-devops-mcp", + "title": "Azure DevOps MCP Server", + "date": "2026-06-12", + "stars": 5, + "impact": "high", + "why": "This official MCP implementation pioneers the integration of autonomous AI agents directly into enterprise Azure DevOps workflows and pipelines.", + "category": "DevOps & Culture" + }, + { + "url": "https://blog.postman.com/what-is-platformops", + "title": "blog.postman.com: What Is PlatformOps?", + "date": "2026-06-14", + "stars": 4, + "impact": "high", + "why": "Provides an essential analysis of PlatformOps, detailing the critical shift toward managing developer tooling and internal platforms as products.", "category": "DevOps & Culture" }, { @@ -963,7 +963,7 @@ "date": "2026-06-02", "stars": 4, "impact": "high", - "why": "This integration bridges project management and agentic software development by allowing teams to delegate Jira tickets directly to AI coding environments.", + "why": "Signals a significant paradigm shift in developer workflows by directly connecting issue tracking to autonomous AI coding agents.", "category": "DevOps & Culture" }, { @@ -972,25 +972,25 @@ "date": "2026-06-14", "stars": 5, "impact": "high", - "why": "An essential cloud-native architectural guide detailing the modern lifecycle, declarative state, and git-driven workflows of Infrastructure as Code.", + "why": "Serves as an architectural foundation for understanding declarative lifecycle management and cloud-native infrastructure automation.", "category": "DevOps & Culture" }, { - "url": "https://asdf-vm.com", - "title": "ASDF 🌟", - "date": "2026-06-01", - "stars": 5, - "impact": "high", - "why": "A highly popular CLI runtime manager that standardizes development environments and prevents configuration drift across engineering teams.", + "url": "https://vadimkravcenko.com/shorts/promotion-based-development", + "title": "Promotion-Based Development: A Fast Track to Mediocrity", + "date": "2026-06-18", + "stars": 4, + "impact": "medium", + "why": "Delivers a critical perspective on organizational incentives and engineering culture, warning against the pitfalls of complexity-driven development.", "category": "DevOps & Culture" }, { - "url": "https://nubenetes.com/noops", - "title": "NoOps", + "url": "https://blogs.vmware.com/cloud-foundation", + "title": "blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟", "date": "2026-06-14", "stars": 4, "impact": "medium", - "why": "Outlines the strategic transition to automated, serverless, and self-healing systems that minimize traditional operations overhead.", + "why": "Explores the psychological safety, collaboration patterns, and structural autonomy necessary for sustained DevOps cultural transformation.", "category": "DevOps & Culture" }, { @@ -999,16 +999,16 @@ "date": "2026-05-29", "stars": 4, "impact": "medium", - "why": "An indispensable troubleshooting tool that allows real-time interactive SSH debugging of failing cloud-native CI/CD pipelines.", + "why": "An invaluable diagnostic tool that accelerates CI/CD debugging by providing interactive SSH sessions directly into GitHub Actions runners.", "category": "DevOps & Culture" }, { - "url": "https://blog.postman.com/what-is-platformops", - "title": "blog.postman.com: What Is PlatformOps?", - "date": "2026-06-14", - "stars": 4, + "url": "https://asdf-vm.com", + "title": "ASDF 🌟", + "date": "2026-06-01", + "stars": 5, "impact": "medium", - "why": "Clearly conceptualizes the modern operational evolution toward managing developer tools and APIs as unified internal products.", + "why": "Standardizes runtime tool versioning across multi-language projects, significantly reducing local environment drift across engineering teams.", "category": "DevOps & Culture" } ], @@ -1105,31 +1105,22 @@ } ], "OpenShift / Red Hat": [ + { + "url": "https://docs.redhat.com/en/documentation/openshift_container_platform/4.22", + "title": "OpenShift 4 documentation 🌟", + "date": "2026-06-18", + "stars": 5, + "impact": "critical", + "why": "Serves as the foundational enterprise technical documentation for deploying, securing, and operating OpenShift Container Platform.", + "category": "OpenShift / Red Hat" + }, { "url": "https://github.com/openshift/hypershift", "title": "github.com/openshift/hypershift: HyperShift", "date": "2026-06-12", "stars": 5, "impact": "critical", - "why": "Decouples and containerizes the OpenShift control plane, dramatically reducing infrastructure costs and boot times for multi-cluster environments.", - "category": "OpenShift / Red Hat" - }, - { - "url": "https://github.com/operator-framework/operator-lifecycle-manager", - "title": "Red Hat OLM", - "date": "2026-06-11", - "stars": 5, - "impact": "critical", - "why": "Orchestrates the entire lifecycle of Kubernetes Operators, serving as the operational backbone for OpenShift's automated platform services.", - "category": "OpenShift / Red Hat" - }, - { - "url": "https://www.redhat.com/en/technologies/cloud-computing/openshift/aws", - "title": "Amazon Red Hat OpenShift", - "date": "2026-06-01", - "stars": 5, - "impact": "critical", - "why": "Offers a fully-managed, jointly-supported AWS integration that accelerates enterprise adoption by offloading cluster operations and maintenance.", + "why": "HyperShift represents a major architectural paradigm shift by decoupling and hosting OpenShift control planes as lightweight containerized workloads.", "category": "OpenShift / Red Hat" }, { @@ -1138,16 +1129,34 @@ "date": "2026-06-14", "stars": 5, "impact": "high", - "why": "The core engine driving infrastructure-automation (IPI/UPI) for bootstrapping reliable, production-ready OpenShift clusters across diverse clouds.", + "why": "Acts as the official core provisioning engine automating both IPI and UPI OpenShift cluster installations across hybrid cloud infrastructures.", "category": "OpenShift / Red Hat" }, { - "url": "https://github.com/openshift/machine-api-operator/tree/main", - "title": "Machine API", - "date": "2026-06-09", + "url": "https://www.redhat.com/en/technologies/cloud-computing/openshift/aws", + "title": "Amazon Red Hat OpenShift", + "date": "2026-06-01", "stars": 5, "impact": "high", - "why": "Implements declarative, Cluster API-aligned machine management to automate node scaling, healing, and OS upgrades in OpenShift.", + "why": "Provides a turnkey, fully managed OpenShift service jointly engineered with AWS to offload control plane operations and maintenance.", + "category": "OpenShift / Red Hat" + }, + { + "url": "https://github.com/operator-framework/operator-lifecycle-manager", + "title": "Red Hat OLM", + "date": "2026-06-11", + "stars": 5, + "impact": "high", + "why": "Core Operator Framework engine that standardizes packaging, deployment, and lifecycle management of Kubernetes Operators across enterprise clusters.", + "category": "OpenShift / Red Hat" + }, + { + "url": "https://github.com/openshift/origin", + "title": "github.com/openshift/origin 🌟", + "date": "2026-06-12", + "stars": 5, + "impact": "high", + "why": "The primary upstream open-source code repository powering OKD and continuous platform innovations in OpenShift.", "category": "OpenShift / Red Hat" }, { @@ -1156,16 +1165,16 @@ "date": "2026-06-08", "stars": 5, "impact": "high", - "why": "Delivers community-vetted, production-ready Argo CD blueprints that standardize declarative configuration management across OpenShift fleets.", + "why": "Delivers production-tested, community-curated GitOps blueprints and Argo CD configurations tailored specifically for OpenShift deployments.", "category": "OpenShift / Red Hat" }, { - "url": "https://github.com/openshift/hive", - "title": "github.com/openshift/hive", - "date": "2026-06-08", - "stars": 3, - "impact": "high", - "why": "Provides the declarative, API-driven operator architecture required to provision and scale massive multi-cluster OpenShift deployments from a central hub.", + "url": "https://github.com/openshift/machine-api-operator/tree/main", + "title": "Machine API", + "date": "2026-06-09", + "stars": 5, + "impact": "medium", + "why": "Drives declarative node lifecycle management and automated scaling within OpenShift clusters based on Cluster API concepts.", "category": "OpenShift / Red Hat" }, { @@ -1173,26 +1182,17 @@ "title": "OpenShift Serverless", "date": "2026-06-01", "stars": 5, - "impact": "high", - "why": "Simplifies cloud-native application deployment by natively embedding scale-to-zero Knative capabilities directly into the OpenShift developer experience.", - "category": "OpenShift / Red Hat" - }, - { - "url": "https://docs.redhat.com/en/documentation/openshift_container_platform/4.22", - "title": "OpenShift 4 documentation 🌟", - "date": "2026-06-18", - "stars": 5, - "impact": "high", - "why": "Serves as the authoritative architectural blueprint and security standard for enterprise-grade deployment and lifecycle operations.", - "category": "OpenShift / Red Hat" - }, - { - "url": "https://github.com/okd-project/okd/blob/master/README.md", - "title": "GitHub: OKD4", - "date": "2026-06-11", - "stars": 5, "impact": "medium", - "why": "Represents the open-source community upstream of OpenShift, integrating Fedora CoreOS to bridge raw Kubernetes with Red Hat's enterprise ecosystem.", + "why": "Integrates Knative natively into OpenShift to deliver enterprise-grade serverless event routing and scale-to-zero compute capabilities.", + "category": "OpenShift / Red Hat" + }, + { + "url": "https://github.com/openshift/hive", + "title": "github.com/openshift/hive", + "date": "2026-06-08", + "stars": 3, + "impact": "medium", + "why": "Enables centralized, API-driven multi-cluster provisioning and lifecycle orchestration for large-scale OpenShift fleets.", "category": "OpenShift / Red Hat" } ], @@ -1565,31 +1565,22 @@ } ], "Security & Compliance": [ - { - "url": "https://github.com/hashicorp/vault", - "title": "hashicorp/vault", - "date": "2026-06-12", - "stars": 5, - "impact": "critical", - "why": "Remains the absolute cornerstone of enterprise Zero Trust architectures and secret management in multi-cloud environments.", - "category": "Security & Compliance" - }, { "url": "https://www.openpolicyagent.org", "title": "OPA Open Policy Agent 🌟", "date": "2026-05-17", "stars": 5, "impact": "critical", - "why": "The graduated CNCF standard for unifying declarative policy-as-code and authorization across Kubernetes, microservices, and APIs.", + "why": "OPA is the CNCF-graduated industry standard for declarative policy-as-code across Kubernetes, CI/CD, and microservices.", "category": "Security & Compliance" }, { - "url": "https://github.com/cilium/tetragon", - "title": "Tetragon (Cilium)", - "date": "2026-06-14", + "url": "https://github.com/hashicorp/vault", + "title": "hashicorp/vault", + "date": "2026-06-12", "stars": 5, "impact": "critical", - "why": "Provides cutting-edge, kernel-level eBPF security observability and real-time runtime enforcement for Kubernetes clusters.", + "why": "HashiCorp Vault remains the premier enterprise engine for Zero Trust secrets management, dynamic credentials, and data protection.", "category": "Security & Compliance" }, { @@ -1598,7 +1589,16 @@ "date": "2026-06-11", "stars": 5, "impact": "critical", - "why": "An exceptionally fast, versatile, and industry-standard security scanner for containers, IaC configurations, and software vulnerabilities.", + "why": "Trivy is the de facto comprehensive vulnerability and misconfiguration scanner for containers, SBOMs, and Infrastructure as Code.", + "category": "Security & Compliance" + }, + { + "url": "https://github.com/cilium/tetragon", + "title": "Tetragon (Cilium)", + "date": "2026-06-14", + "stars": 5, + "impact": "critical", + "why": "Tetragon leverages eBPF to deliver real-time, kernel-level security observability and automated runtime enforcement for Kubernetes workloads.", "category": "Security & Compliance" }, { @@ -1606,35 +1606,8 @@ "title": "Project Calico 🌟", "date": "2026-06-18", "stars": 5, - "impact": "high", - "why": "The industry-standard engine for high-performance eBPF-based network security and policy enforcement in Kubernetes.", - "category": "Security & Compliance" - }, - { - "url": "https://github.com/getsops/sops", - "title": "sops: Simple and flexible tool for managing secrets 🌟", - "date": "2026-06-13", - "stars": 5, - "impact": "high", - "why": "Essential GitOps-friendly utility for secure, file-level configuration encryption within modern cloud-native deployment pipelines.", - "category": "Security & Compliance" - }, - { - "url": "https://github.com/kubescape/kubescape", - "title": "kubescape", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "An active CNCF Sandbox tool providing comprehensive risk analysis, compliance auditing, and vulnerability management natively in Kubernetes.", - "category": "Security & Compliance" - }, - { - "url": "https://github.com/kubernetes-sigs/security-profiles-operator", - "title": "kubernetes-sigs/security-profiles-operator", - "date": "2026-06-12", - "stars": 4, - "impact": "high", - "why": "The official Kubernetes SIG operator that simplifies and automates the native management of seccomp, AppArmor, and SELinux profiles.", + "impact": "critical", + "why": "Calico is an industry-standard networking and network security solution providing high-performance eBPF-driven policy enforcement.", "category": "Security & Compliance" }, { @@ -1643,16 +1616,43 @@ "date": "2026-06-13", "stars": 5, "impact": "high", - "why": "The open-source benchmark for Cloud Security Posture Management (CSPM), auditing multi-cloud infrastructures against compliance frameworks.", + "why": "Prowler is a leading open-source tool for Cloud Security Posture Management (CSPM), automating compliance assessments against major industry benchmarks.", "category": "Security & Compliance" }, { - "url": "https://github.com/hashicorp/vault-csi-provider", - "title": "hashicorp/vault-csi-provider: HashiCorp Vault Provider for Secrets Store' CSI Driver", + "url": "https://github.com/cloud-custodian/cloud-custodian", + "title": "Cloud Custodian", "date": "2026-06-10", - "stars": 4, + "stars": 5, "impact": "high", - "why": "Enables enterprise-grade security by mounting Vault credentials directly into Kubernetes pods as memory-mapped files without persistent storage.", + "why": "Cloud Custodian provides an enterprise-grade, YAML-based governance engine for automated multi-cloud compliance and policy enforcement.", + "category": "Security & Compliance" + }, + { + "url": "https://www.checkov.io", + "title": "checkov.io", + "date": "2026-05-17", + "stars": 5, + "impact": "high", + "why": "Checkov delivers static code analysis to catch security misconfigurations across Terraform, Helm, and Kubernetes manifests before deployment.", + "category": "Security & Compliance" + }, + { + "url": "https://github.com/getsops/sops", + "title": "sops: Simple and flexible tool for managing secrets 🌟", + "date": "2026-06-13", + "stars": 5, + "impact": "high", + "why": "SOPS is the essential standard for file-level encryption inside declarative GitOps and configuration management workflows.", + "category": "Security & Compliance" + }, + { + "url": "https://github.com/kubescape/kubescape", + "title": "kubescape", + "date": "2026-06-12", + "stars": 5, + "impact": "high", + "why": "Kubescape is an active CNCF sandbox tool that streamlines Kubernetes risk analysis, continuous posture verification, and compliance scanning.", "category": "Security & Compliance" } ], @@ -2031,16 +2031,7 @@ "date": "2026-06-01", "stars": 0, "impact": "critical", - "why": "As the Linux Foundation home for FinOps, it codifies the industry-standard framework and the open FOCUS specification driving enterprise cloud financial management.", - "category": "FinOps & Cloud Cost" - }, - { - "url": "https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5", - "title": "Uber's COO Says It's Getting Harder to Justify the Money Spent on AI", - "date": "2026-06-02", - "stars": 4, - "impact": "critical", - "why": "Reflects a major industry shift toward GenAI and LLM token cost control, signaling the next wave of critical FinOps challenges.", + "why": "Serves as the primary Linux Foundation standard-bearer codifying cloud financial management and open specification frameworks like FOCUS.", "category": "FinOps & Cloud Cost" }, { @@ -2049,7 +2040,16 @@ "date": "2026-06-18", "stars": 0, "impact": "high", - "why": "Highlights the critical gap and emerging standards for cloud-native cost monitoring straight from the CNCF community.", + "why": "Provides authoritative CNCF guidance on overcoming Kubernetes cost visibility deficits through structured monitoring and resource allocation.", + "category": "FinOps & Cloud Cost" + }, + { + "url": "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", + "date": "2026-05-17", + "stars": 5, + "impact": "high", + "why": "Introduces the enterprise-standard CUDOS and Cloud Intelligence Dashboards for deep, multi-dimensional AWS cost visualization.", "category": "FinOps & Cloud Cost" }, { @@ -2058,25 +2058,7 @@ "date": "2026-05-17", "stars": 5, "impact": "high", - "why": "Solves the complex problem of dynamic, real-time container-level resource provisioning and intelligent node allocation on Kubernetes.", - "category": "FinOps & Cloud Cost" - }, - { - "url": "https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection", - "title": "Announcing General Availability of AWS Cost Anomaly Detection", - "date": "2026-05-18", - "stars": 0, - "impact": "high", - "why": "Introduces ML-driven automated cost guardrails at scale, shifting enterprise cloud cost management from reactive to proactive.", - "category": "FinOps & Cloud Cost" - }, - { - "url": "https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9", - "title": "engineering.razorpay.com: The Culture of Cost Optimization β€” Reducing Kubernetes' cost by $300,000", - "date": "2026-05-17", - "stars": 0, - "impact": "high", - "why": "A high-impact, real-world engineering study showcasing how a culture of cost optimization achieved massive financial efficiency in production Kubernetes.", + "why": "Explores intelligent automated container provisioning and dynamic autoscaling strategies to eliminate EKS over-provisioning.", "category": "FinOps & Cloud Cost" }, { @@ -2085,34 +2067,52 @@ "date": "2026-05-18", "stars": 0, "impact": "high", - "why": "Provides actionable technical strategies like Karpenter autoscaling and spot instance management to drastically reduce enterprise EKS budgets.", + "why": "Delivers actionable architectural best practices combining Karpenter, Spot instances, and namespace quotas for Kubernetes cost reduction.", "category": "FinOps & Cloud Cost" }, { - "url": "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", - "date": "2026-05-17", - "stars": 4, - "impact": "medium", - "why": "Evaluates the financial lock-in risks of long-term savings plans against highly dynamic, modern cloud-native architectures.", - "category": "FinOps & Cloud Cost" - }, - { - "url": "https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd", - "title": "==medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?==", + "url": "https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67", + "title": "medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter", "date": "2026-05-17", "stars": 0, "impact": "medium", - "why": "Explores the critical, often overlooked overhead of system daemonsets and reserved node capacity in scale-out Kubernetes configurations.", + "why": "Offers an in-depth architectural comparison between Karpenter and automated optimization platforms for Kubernetes node provisioning.", "category": "FinOps & Cloud Cost" }, { - "url": "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", + "url": "https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9", + "title": "engineering.razorpay.com: The Culture of Cost Optimization β€” Reducing Kubernetes' cost by $300,000", "date": "2026-05-17", - "stars": 5, + "stars": 0, "impact": "medium", - "why": "Enables enterprise-wide cost transparency by converting complex raw billing files into actionable, real-time visualization dashboards.", + "why": "Demonstrates a proven production case study on establishing an engineering-led FinOps culture to dramatically reduce Kubernetes operational spend.", + "category": "FinOps & Cloud Cost" + }, + { + "url": "https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection", + "title": "Announcing General Availability of AWS Cost Anomaly Detection", + "date": "2026-05-18", + "stars": 0, + "impact": "medium", + "why": "Provides native machine learning spend anomaly detection to intercept runaway cloud infrastructure expenses proactively.", + "category": "FinOps & Cloud Cost" + }, + { + "url": "https://github.com/mivano/azure-cost-cli", + "title": "==github.com/mivano/azure-cost-cli==", + "date": "2026-06-08", + "stars": 4, + "impact": "medium", + "why": "Enables granular tag-based billing extraction and chargeback allocation directly through a dedicated command-line interface.", + "category": "FinOps & Cloud Cost" + }, + { + "url": "https://github.com/learnk8s/xlskubectl", + "title": "==learnk8s/xlskubectl==", + "date": "2026-06-18", + "stars": 3, + "impact": "medium", + "why": "Bridges Kubernetes resource requests and limits to financial models by generating cost estimation worksheets directly from cluster state.", "category": "FinOps & Cloud Cost" } ], @@ -2123,7 +2123,7 @@ "date": "2026-06-01", "stars": 0, "impact": "critical", - "why": "Cluster API provides the CNCF declarative standard for managing the full lifecycle of Kubernetes clusters across hybrid and private cloud infrastructure.", + "why": "Cluster API defines the declarative standard for automating Kubernetes cluster lifecycle management across private cloud and bare-metal infrastructure.", "category": "Virtualization & Private Cloud" }, { @@ -2132,7 +2132,7 @@ "date": "2026-06-14", "stars": 0, "impact": "critical", - "why": "Red Hat OpenShift is the premier enterprise hybrid cloud platform unifying Kubernetes and containerized virtualization at enterprise scale.", + "why": "OpenShift is a premier enterprise hybrid and private cloud platform delivering turnkey virtualization, compliance, and developer tooling.", "category": "Virtualization & Private Cloud" }, { @@ -2141,7 +2141,7 @@ "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "Kubeadm is the official CNCF SIG-maintained standard engine for bootstrapping conformant Kubernetes control planes.", + "why": "Kubeadm is the official SIG-Cluster-Lifecycle bootstrapping tool that serves as the core building block for conformant Kubernetes clusters.", "category": "Virtualization & Private Cloud" }, { @@ -2150,7 +2150,7 @@ "date": "2026-06-14", "stars": 0, "impact": "high", - "why": "Rancher provides essential enterprise multi-cluster management and centralized governance for heterogeneous Kubernetes deployments across bare metal and private clouds.", + "why": "Rancher provides essential centralized management and governance for multi-cluster Kubernetes deployments across heterogeneous private and bare-metal clouds.", "category": "Virtualization & Private Cloud" }, { @@ -2159,7 +2159,7 @@ "date": "2026-06-14", "stars": 5, "impact": "high", - "why": "Kubespray delivers battle-tested, production-grade Ansible automation for deploying enterprise clusters on raw bare-metal and private cloud infrastructure.", + "why": "Kubespray remains the industry-standard Ansible framework for deploying production-grade, highly customizable clusters in private datacenter environments.", "category": "Virtualization & Private Cloud" }, { @@ -2168,16 +2168,7 @@ "date": "2026-06-14", "stars": 5, "impact": "high", - "why": "kOps offers robust, declarative operational tooling for scaling and managing high-availability clusters on private and cloud infrastructure.", - "category": "Virtualization & Private Cloud" - }, - { - "url": "https://github.com/zarf-dev/zarf", - "title": "defenseunicorns/zarf", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "Zarf addresses modern zero-trust enterprise requirements by automating application packaging and deployment into strictly air-gapped cloud-native environments.", + "why": "kOps delivers declarative, production-grade cluster orchestration and lifecycle automation for self-managed enterprise cloud infrastructure.", "category": "Virtualization & Private Cloud" }, { @@ -2186,7 +2177,16 @@ "date": "2026-06-01", "stars": 0, "impact": "high", - "why": "HashiCorp Nomad delivers an operationally lightweight alternative to Kubernetes for orchestrating both containerized and legacy non-containerized workloads in private infrastructure.", + "why": "Nomad offers a resilient, low-overhead workload orchestration alternative for teams seeking simple multi-datacenter scheduling without Kubernetes complexity.", + "category": "Virtualization & Private Cloud" + }, + { + "url": "https://github.com/zarf-dev/zarf", + "title": "defenseunicorns/zarf", + "date": "2026-06-12", + "stars": 5, + "impact": "high", + "why": "Zarf addresses critical zero-trust and air-gapped infrastructure needs by enabling fully offline packaging and deployment of Kubernetes workloads.", "category": "Virtualization & Private Cloud" }, { @@ -2195,16 +2195,16 @@ "date": "2026-06-01", "stars": 0, "impact": "medium", - "why": "Canonical's MicroK8s offers a zero-ops, single-snap Kubernetes distribution optimized for low-overhead edge and private cloud deployments.", + "why": "MicroK8s delivers a lightweight, zero-ops Kubernetes distribution optimized for edge nodes, IoT, and localized private cloud testing.", "category": "Virtualization & Private Cloud" }, { - "url": "https://cloud.vmware.com/tanzu", - "title": "**VMware Kubernetes Tanzu**", - "date": "2026-05-17", + "url": "https://www.portainer.io", + "title": "Portainer 🌟", + "date": "2026-06-01", "stars": 0, "impact": "medium", - "why": "VMware Tanzu integrates cloud-native Kubernetes workloads directly into existing enterprise vSphere private virtualization environments.", + "why": "Portainer significantly lowers operational barriers by providing an intuitive management interface for Docker and Kubernetes across hybrid environments.", "category": "Virtualization & Private Cloud" } ], @@ -2323,22 +2323,31 @@ }, "6_months": { "Kubernetes & Orchestration": [ - { - "url": "https://nubenetes.com/crossplane", - "title": "Crossplane", - "date": "2026-06-14", - "stars": 5, - "impact": "critical", - "why": "Crossplane transforms Kubernetes into a universal infrastructure control plane, enabling teams to manage multi-cloud resources through declarative Kubernetes custom resources.", - "category": "Kubernetes & Orchestration" - }, { "url": "https://github.com/NVIDIA/k8s-device-plugin", "title": "NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes", "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "This device plugin serves as the foundational link for hardware acceleration, allowing Kubernetes clusters to schedule and run compute-intensive AI and GPU workloads.", + "why": "Essential infrastructure component enabling Kubernetes clusters to discover, schedule, and run GPU-accelerated AI/ML workloads.", + "category": "Kubernetes & Orchestration" + }, + { + "url": "https://nubenetes.com/crossplane", + "title": "Crossplane", + "date": "2026-06-14", + "stars": 5, + "impact": "critical", + "why": "Paradigm-shifting CNCF framework that turns Kubernetes into a universal control plane to manage multi-cloud infrastructure declaratively.", + "category": "Kubernetes & Orchestration" + }, + { + "url": "https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler", + "title": "github.com/kubernetes: **Kubernetes Cluster Autoscaler**", + "date": "2026-06-13", + "stars": 5, + "impact": "critical", + "why": "The foundational upstream autoscaling engine that underpins elastic compute management across enterprise cloud Kubernetes clusters.", "category": "Kubernetes & Orchestration" }, { @@ -2347,16 +2356,7 @@ "date": "2026-06-18", "stars": 5, "impact": "high", - "why": "Kubecost delivers essential enterprise financial visibility by providing granular, real-time cost allocation metrics across multi-cluster Kubernetes environments.", - "category": "Kubernetes & Orchestration" - }, - { - "url": "https://github.com/SigNoz/signoz", - "title": "==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool== 🌟", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "SigNoz offers a unified, OpenTelemetry-native APM alternative that streamlines observability and telemetry analysis across cloud-native architectures.", + "why": "Industry standard for Kubernetes FinOps, delivering granular real-time cost allocation and multi-cluster efficiency insights.", "category": "Kubernetes & Orchestration" }, { @@ -2365,34 +2365,7 @@ "date": "2026-06-14", "stars": 5, "impact": "high", - "why": "Azure Workload Identity provides a production-grade, passwordless security standard by federating Kubernetes service accounts directly with Azure Active Directory.", - "category": "Kubernetes & Orchestration" - }, - { - "url": "https://github.com/akuity/kargo", - "title": "==github.com/akuity/kargo==", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "Kargo fills a major paradigm gap in GitOps by orchestrating declarative, multi-stage application promotions across development, staging, and production environments.", - "category": "Kubernetes & Orchestration" - }, - { - "url": "https://github.com/helmfile/helmfile", - "title": "github.com/helmfile/helmfile", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "Helmfile standardizes declarative multi-chart deployments, allowing platform engineers to manage complex, multi-environment release hierarchies as code.", - "category": "Kubernetes & Orchestration" - }, - { - "url": "https://github.com/gravitational/teleport", - "title": "Teleport 🌟", - "date": "2026-06-13", - "stars": 5, - "impact": "high", - "why": "Teleport enforces zero-trust infrastructure security by consolidating identity-backed access control and comprehensive session auditing across Kubernetes APIs.", + "why": "Enterprise gold standard for secure, passwordless authentication between Kubernetes workloads and Azure Active Directory using OIDC federation.", "category": "Kubernetes & Orchestration" }, { @@ -2401,36 +2374,63 @@ "date": "2026-06-13", "stars": 5, "impact": "high", - "why": "AWS Controllers for Kubernetes enables cloud platform teams to natively provision and manage AWS resources directly within Kubernetes manifest workflows.", + "why": "Enables native declarative lifecycle management of AWS cloud infrastructure directly using Kubernetes custom resources.", "category": "Kubernetes & Orchestration" }, { - "url": "https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler", - "title": "github.com/kubernetes: **Kubernetes Cluster Autoscaler**", + "url": "https://github.com/gravitational/teleport", + "title": "Teleport 🌟", "date": "2026-06-13", "stars": 5, "impact": "high", - "why": "The Cluster Autoscaler remains a foundational core component for enterprise Kubernetes deployments, dynamically scaling compute capacity based on workload scheduling pressure.", + "why": "Industry-leading zero-trust access gateway providing secure, identity-driven, and audited access to Kubernetes infrastructure.", + "category": "Kubernetes & Orchestration" + }, + { + "url": "https://github.com/derailed/k9s", + "title": "K9s - Kubernetes CLI To Manage Your Clusters In Style!", + "date": "2026-06-13", + "stars": 5, + "impact": "high", + "why": "Ubiquitous terminal UI that drastically accelerates day-to-day cluster administration, triage, and live debugging workflows.", + "category": "Kubernetes & Orchestration" + }, + { + "url": "https://github.com/kubernetes-sigs/external-dns", + "title": "external-dns", + "date": "2026-06-13", + "stars": 5, + "impact": "high", + "why": "Essential Kubernetes SIG networking tool that automates dynamic DNS record synchronization across major DNS providers.", + "category": "Kubernetes & Orchestration" + }, + { + "url": "https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler", + "title": "VPA: Vertical Pod Autoscaler", + "date": "2026-06-13", + "stars": 5, + "impact": "high", + "why": "Crucial upstream component for dynamic workload rightsizing and reducing cluster overprovisioning through automated resource tuning.", "category": "Kubernetes & Orchestration" } ], "Observability, SRE & Testing": [ - { - "url": "https://github.com/open-telemetry/opentelemetry-collector", - "title": "OpenTelemetry Collector", - "date": "2026-06-12", - "stars": 5, - "impact": "critical", - "why": "Serves as the universal, vendor-agnostic standard for ingesting, processing, and routing metrics, logs, and traces across cloud-native environments.", - "category": "Observability, SRE & Testing" - }, { "url": "https://github.com/prometheus/prometheus", "title": "github.com/prometheus/prometheus", "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "Functions as the foundational CNCF graduated metrics engine powering cloud-native observability and alerting worldwide.", + "why": "Prometheus is the de facto benchmark monitoring and alerting engine underpinning almost all cloud-native observability architectures.", + "category": "Observability, SRE & Testing" + }, + { + "url": "https://github.com/open-telemetry/opentelemetry-collector", + "title": "OpenTelemetry Collector", + "date": "2026-06-12", + "stars": 5, + "impact": "critical", + "why": "The OpenTelemetry Collector serves as the universal, vendor-agnostic standard for ingesting, transforming, and routing traces, metrics, and logs across modern distributed systems.", "category": "Observability, SRE & Testing" }, { @@ -2439,25 +2439,7 @@ "date": "2026-06-12", "stars": 5, "impact": "critical", - "why": "Delivers the de facto reference deployment architecture for full-stack, end-to-end Kubernetes cluster monitoring.", - "category": "Observability, SRE & Testing" - }, - { - "url": "https://github.com/grafana/mimir", - "title": "github.com/grafana/mimir", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "Enables horizontally scalable, long-term multi-tenant metric retention for enterprise Prometheus deployments.", - "category": "Observability, SRE & Testing" - }, - { - "url": "https://github.com/grafana/tempo", - "title": "Grafana Tempo", - "date": "2026-06-13", - "stars": 5, - "impact": "high", - "why": "Provides a highly cost-effective distributed tracing backend designed specifically to operate at scale on cloud object storage.", + "why": "kube-prometheus provides the turnkey, production-grade reference stack for end-to-end observability across Kubernetes control planes and node infrastructure.", "category": "Observability, SRE & Testing" }, { @@ -2466,7 +2448,25 @@ "date": "2026-06-13", "stars": 5, "impact": "high", - "why": "Automates telemetry collector lifecycle management and auto-instrumentation injection directly within Kubernetes workflows.", + "why": "The OpenTelemetry Operator accelerates enterprise adoption by automating Collector lifecycle management and zero-code telemetry auto-instrumentation in Kubernetes.", + "category": "Observability, SRE & Testing" + }, + { + "url": "https://github.com/grafana/mimir", + "title": "github.com/grafana/mimir", + "date": "2026-06-14", + "stars": 5, + "impact": "high", + "why": "Grafana Mimir solves enterprise-scale metric persistence by providing horizontally scalable, multi-tenant long-term storage for Prometheus metrics.", + "category": "Observability, SRE & Testing" + }, + { + "url": "https://github.com/grafana/tempo", + "title": "Grafana Tempo", + "date": "2026-06-13", + "stars": 5, + "impact": "high", + "why": "Grafana Tempo delivers cost-efficient, petabyte-scale distributed tracing tightly coupled with object storage and OpenTelemetry standards.", "category": "Observability, SRE & Testing" }, { @@ -2475,16 +2475,16 @@ "date": "2026-06-12", "stars": 5, "impact": "high", - "why": "Enables cloud-native SRE teams to automate fault injection and validate system resiliency across Kubernetes layers.", + "why": "Chaos Mesh provides a CNCF-incubating platform for orchestrating sophisticated, Kubernetes-native fault-injection experiments to validate system resiliency.", "category": "Observability, SRE & Testing" }, { - "url": "https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes", - "title": "grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes", - "date": "2026-06-14", + "url": "https://github.com/litmuschaos/litmus", + "title": "Litmus Chaos is a toolset to do chaos engineering in a kubernetes native way. Litmus provides chaos CRDs for Cloud-Native developers and SREs to inject, orchestrate and monitor chaos to find weaknesses in Kubernetes deployments", + "date": "2026-06-09", "stars": 5, "impact": "high", - "why": "Provides essential operational techniques for mitigating Prometheus memory pressure caused by explosive metric cardinality growth.", + "why": "Litmus Chaos standardizes declarative chaos engineering workflows via Kubernetes CRDs, integrating resilience validation directly into GitOps and SRE pipelines.", "category": "Observability, SRE & Testing" }, { @@ -2492,17 +2492,17 @@ "title": "Sloth 🌟", "date": "2026-06-08", "stars": 5, - "impact": "medium", - "why": "Streamlines SRE adoption by automating the generation of complex, multi-window PromQL alert rules from declarative SLO definitions.", + "impact": "high", + "why": "Sloth operationalizes Google SRE principles by automatically converting declarative SLO specifications into multi-window, multi-burn-rate Prometheus alert rules.", "category": "Observability, SRE & Testing" }, { - "url": "https://github.com/prometheus/blackbox_exporter", - "title": "blackbox_exporter 🌟", - "date": "2026-06-08", + "url": "https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes", + "title": "grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes", + "date": "2026-06-14", "stars": 5, "impact": "medium", - "why": "Remains the standard community tool for performing active HTTP, DNS, gRPC, and TCP endpoint probing and TLS validation.", + "why": "Provides critical operational strategies to diagnose and remediate high cardinality metric explosions, the primary cause of Prometheus cluster instability.", "category": "Observability, SRE & Testing" } ], @@ -2513,7 +2513,7 @@ "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "Azure Linux (formerly CBL-Mariner) represents a massive enterprise shift toward secure, lightweight, and container-optimized base images for AKS workloads.", + "why": "Azure Linux serves as Microsoft's security-hardened, container-optimized host OS underpinning AKS node performance and compliance.", "category": "Azure" }, { @@ -2521,17 +2521,17 @@ "title": "Bicep", "date": "2026-06-14", "stars": 5, - "impact": "high", - "why": "Bicep has become the standard declarative DSL for Azure infrastructure provisioning, drastically simplifying resource authoring over legacy ARM templates.", + "impact": "critical", + "why": "Bicep provides the primary native declarative DSL for modular and scalable Infrastructure as Code across Azure environments.", "category": "Azure" }, { - "url": "https://github.com/Azure/apiops", - "title": "github.com/Azure/apiops 🌟", - "date": "2026-06-05", + "url": "https://github.com/azure/mission-critical-online", + "title": "github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation", + "date": "2025-01-14", "stars": 5, - "impact": "high", - "why": "Brings GitOps automation and configuration control to Azure API Management (APIM) pipelines, enabling modern API-first infrastructure practices.", + "impact": "critical", + "why": "Provides an industry-standard reference implementation for architecting resilient, zero-downtime, active-active cloud applications on Azure.", "category": "Azure" }, { @@ -2540,25 +2540,25 @@ "date": "2026-06-01", "stars": 5, "impact": "high", - "why": "Azure Arc Jumpstart is the premier resource accelerating hybrid-cloud and multi-cloud Kubernetes deployment strategies for enterprises.", + "why": "Accelerates enterprise hybrid and multi-cloud adoption by providing hands-on automation templates for Arc-enabled Kubernetes and infrastructure.", "category": "Azure" }, { - "url": "https://github.com/azure/mission-critical-online", - "title": "github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation", - "date": "2025-01-14", + "url": "https://github.com/Azure/apiops", + "title": "github.com/Azure/apiops 🌟", + "date": "2026-06-05", "stars": 5, "impact": "high", - "why": "Provides an industry-grade active-active blueprint essential for architecting zero-downtime, mission-critical applications on Azure.", + "why": "Applies modern GitOps workflows to Azure API Management, automating API deployment and lifecycle governance across environments.", "category": "Azure" }, { - "url": "https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be", - "title": "Azure Update 22nd May 2026", - "date": "2026-06-02", - "stars": 4, + "url": "https://github.com/microsoft/finops-toolkit", + "title": "github.com/microsoft/finops-toolkit", + "date": "2026-06-10", + "stars": 5, "impact": "high", - "why": "Highlights crucial cloud-native updates including the automatic instrumentation of Azure Kubernetes Service (AKS) with Application Insights.", + "why": "Delivers standardized open-source tooling and datasets for enterprise cloud financial management and cost optimization on Azure.", "category": "Azure" }, { @@ -2567,7 +2567,16 @@ "date": "2026-06-02", "stars": 4, "impact": "high", - "why": "General availability of Azure Hub-and-Spoke support for HCP Vault Dedicated secures enterprise-grade secrets management within standard cloud topologies.", + "why": "Enables seamless integration of dedicated HashiCorp Vault instances directly into standard Azure hub-and-spoke enterprise network topologies.", + "category": "Azure" + }, + { + "url": "https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be", + "title": "Azure Update 22nd May 2026", + "date": "2026-06-02", + "stars": 4, + "impact": "high", + "why": "Highlights crucial platform advancements including zero-code Application Insights instrumentation for AKS and native vector integrations.", "category": "Azure" }, { @@ -2575,26 +2584,17 @@ "title": "floci-az", "date": "2026-06-01", "stars": 4, - "impact": "high", - "why": "Provides a powerful local Azure emulator spanning AKS, Functions, and Key Vault to dramatically accelerate the cloud-native developer inner loop.", - "category": "Azure" - }, - { - "url": "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", - "date": "2026-06-02", - "stars": 4, "impact": "medium", - "why": "Introduces a paradigm shift in cloud provisioning by integrating AI-driven Azure Copilot prompts directly into local VS Code Terraform workflows.", + "why": "Offers an all-in-one local emulator for core Azure services and AKS to accelerate offline cloud-native application development.", "category": "Azure" }, { - "url": "https://github.com/microsoft/finops-toolkit", - "title": "github.com/microsoft/finops-toolkit", - "date": "2026-06-10", + "url": "https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update", + "title": "github.com/Azure/Enterprise-Scale: ALZ AMA Update", + "date": "2026-06-05", "stars": 5, "impact": "medium", - "why": "The official FinOps toolkit standardizes enterprise cost management and cloud financial operations across complex Azure consumption models.", + "why": "Guides platform engineers through migrating enterprise landing zone telemetry from legacy Log Analytics agents to the Azure Monitor Agent.", "category": "Azure" } ], @@ -2605,7 +2605,7 @@ "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "The absolute industry standard for declarative GitOps continuous delivery on Kubernetes clusters, securing widespread enterprise adoption.", + "why": "Argo CD represents the defacto industry standard and CNCF-graduated continuous delivery platform powering modern Kubernetes GitOps workflows.", "category": "CI/CD & GitOps" }, { @@ -2614,7 +2614,7 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "Rebuilt from the ground up as the GitOps Toolkit, providing highly decoupled, parallel reconciliation of Kubernetes configurations.", + "why": "Flux v2 provides the modular, controller-based GitOps Toolkit standard for declarative Kubernetes cluster state reconciliation.", "category": "CI/CD & GitOps" }, { @@ -2622,26 +2622,8 @@ "title": "==dagger/dagger: Dagger is a portable devkit for CICD==", "date": "2026-06-14", "stars": 5, - "impact": "high", - "why": "A highly novel devkit that replaces complex YAML pipelines with code-based execution engines running natively on BuildKit.", - "category": "CI/CD & GitOps" - }, - { - "url": "https://github.com/flux-iac/tofu-controller", - "title": "github.com/flux-iac/tofu-controller", - "date": "2026-06-08", - "stars": 5, - "impact": "high", - "why": "Directly reconciles OpenTofu and Terraform configurations natively within Kubernetes using standard GitOps principles.", - "category": "CI/CD & GitOps" - }, - { - "url": "https://github.com/tektoncd/pipeline", - "title": "github: Tekton Pipelines", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "Provides the foundational Kubernetes-native, declarative CI/CD framework using modular Custom Resource Definitions.", + "impact": "critical", + "why": "Dagger introduces a paradigm shift in CI/CD by replacing brittle YAML with portable, containerized pipeline code executed via BuildKit.", "category": "CI/CD & GitOps" }, { @@ -2650,7 +2632,25 @@ "date": "2026-06-14", "stars": 5, "impact": "high", - "why": "The indispensable package manager and templating standard for versioning and deploying Kubernetes resources.", + "why": "Helm remains the ubiquitous packaging and templating foundation necessary for distributing and managing Kubernetes release lifecycles.", + "category": "CI/CD & GitOps" + }, + { + "url": "https://github.com/tektoncd/pipeline", + "title": "github: Tekton Pipelines", + "date": "2026-06-14", + "stars": 5, + "impact": "high", + "why": "Tekton provides the standard CNCF declarative, Kubernetes-native framework for building modular and reusable CI/CD execution engines.", + "category": "CI/CD & GitOps" + }, + { + "url": "https://github.com/flux-iac/tofu-controller", + "title": "github.com/flux-iac/tofu-controller", + "date": "2026-06-08", + "stars": 5, + "impact": "high", + "why": "Tofu-controller closes the infrastructure-as-code loop by natively bringing OpenTofu and Terraform drift management into GitOps pipelines.", "category": "CI/CD & GitOps" }, { @@ -2659,16 +2659,7 @@ "date": "2026-06-14", "stars": 4, "impact": "high", - "why": "An enterprise-grade orchestration control plane enabling SLO-driven automated canary validation and application life cycles.", - "category": "CI/CD & GitOps" - }, - { - "url": "https://github.com/kubernetes/test-infra/tree/master/prow", - "title": "Prow", - "date": "2026-06-13", - "stars": 5, - "impact": "high", - "why": "A powerful Kubernetes-native engine designed specifically to handle policy-driven, large-scale open-source project governance.", + "why": "Keptn establishes cloud-native progressive delivery by orchestrating canary promotions and rollbacks driven by declarative SLO metrics.", "category": "CI/CD & GitOps" }, { @@ -2677,16 +2668,25 @@ "date": "2026-06-08", "stars": 5, "impact": "high", - "why": "A vital enterprise bridge that dynamically scales resources by provisioning isolated Jenkins worker pods on-demand inside Kubernetes.", + "why": "The Kubernetes plugin serves as the primary bridge for enterprise Jenkins instances to dynamically scale isolated ephemeral build agents in cloud-native clusters.", "category": "CI/CD & GitOps" }, { - "url": "https://github.com/glasskube/glasskube", - "title": "github.com/glasskube/glasskube", + "url": "https://github.com/argoproj/argo-cd/pull/26601", + "title": "feat(ui): Add AppSet to Application Resource Tree in Argo CD", "date": "2026-06-14", "stars": 5, "impact": "medium", - "why": "An emerging next-generation Kubernetes package manager written in Go that simplifies cloud-native dependency management.", + "why": "Integrating ApplicationSets into the Argo CD resource tree significantly improves enterprise visibility into multi-cluster and multi-tenant GitOps topologies.", + "category": "CI/CD & GitOps" + }, + { + "url": "https://github.com/kubernetes/test-infra/tree/master/prow", + "title": "Prow", + "date": "2026-06-13", + "stars": 5, + "impact": "medium", + "why": "Prow is the proven, event-driven CI platform governing Kubernetes core project automation and large-scale cloud-native repositories.", "category": "CI/CD & GitOps" } ], @@ -2697,7 +2697,7 @@ "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "Bridges the gap between local development and remote Kubernetes clusters by mirroring traffic, environment variables, and DNS directly to local processes.", + "why": "Revolutionizes local cloud-native development by directly mirroring remote Kubernetes traffic, DNS, and environment variables into local processes.", "category": "Python, Java & Developer Ecosystem" }, { @@ -2706,25 +2706,7 @@ "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "Radically accelerates Python CI/CD pipelines by replacing multiple fragmented formatters and linters with a single, highly performant Rust-based engine.", - "category": "Python, Java & Developer Ecosystem" - }, - { - "url": "https://github.com/PlaytikaOSS/testcontainers-spring-boot", - "title": "testcontainers-spring-boot 🌟", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "Streamlines cloud-native integration testing by automating the lifecycle of real Docker dependencies directly within JUnit execution.", - "category": "Python, Java & Developer Ecosystem" - }, - { - "url": "https://github.com/spring-projects/spring-boot#L73", - "title": "github.com/spring-projects: springboot enables these probes automatically when running in k8s", - "date": "2026-06-13", - "stars": 5, - "impact": "high", - "why": "Simplifies Kubernetes operations by automatically exposing native liveness and readiness probes out of the box when running in container platforms.", + "why": "Acts as the modern de facto standard for Python linting and formatting, drastically reducing CI/CD execution times across enterprise codebases.", "category": "Python, Java & Developer Ecosystem" }, { @@ -2733,43 +2715,7 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "Serves as the high-performance, Rust-backed standard for data parsing and validation across the modern Python microservices ecosystem.", - "category": "Python, Java & Developer Ecosystem" - }, - { - "url": "https://github.com/apache/maven-mvnd", - "title": "apache/maven-mvnd", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "Drastically improves Java developer productivity by utilizing a persistent background daemon to eliminate Maven compilation overhead.", - "category": "Python, Java & Developer Ecosystem" - }, - { - "url": "https://github.com/spring-cloud/spring-cloud-kubernetes", - "title": "github: Spring Cloud Kubernetes 🌟", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "Provides seamless cloud-native integration by transparently mapping Kubernetes platform features like ConfigMaps and Secrets to Spring applications.", - "category": "Python, Java & Developer Ecosystem" - }, - { - "url": "https://github.com/bloomberg/memray", - "title": "github.com/bloomberg/memray 🌟🌟", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "Enables deep memory profiling in Python, making it critical for optimizing memory footprints in containerized, high-throughput microservices.", - "category": "Python, Java & Developer Ecosystem" - }, - { - "url": "https://cloud.spring.io/spring-cloud-vault/reference/html", - "title": "cloud.spring.io: Spring Cloud Vault 🌟", - "date": "2026-06-01", - "stars": 5, - "impact": "high", - "why": "Secures enterprise applications by providing robust, native integration between HashiCorp Vault and Spring for dynamic secrets rotation.", + "why": "Serves as the foundational high-performance type validation framework powering modern Python APIs and cloud microservices.", "category": "Python, Java & Developer Ecosystem" }, { @@ -2778,7 +2724,61 @@ "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "Redefines Java for the cloud-native era by offering supersonic, subatomic compilation optimized specifically for Kubernetes and serverless deployments.", + "why": "Redefines Java for Kubernetes environments with supersonic startup times and minimal memory footprints optimized for containers and GraalVM.", + "category": "Python, Java & Developer Ecosystem" + }, + { + "url": "https://github.com/spring-cloud/spring-cloud-kubernetes", + "title": "github: Spring Cloud Kubernetes 🌟", + "date": "2026-06-12", + "stars": 5, + "impact": "high", + "why": "Seamlessly bridges Spring Cloud microservices with native Kubernetes primitives such as ConfigMaps, Secrets, and service discovery.", + "category": "Python, Java & Developer Ecosystem" + }, + { + "url": "https://github.com/PlaytikaOSS/testcontainers-spring-boot", + "title": "testcontainers-spring-boot 🌟", + "date": "2026-06-14", + "stars": 5, + "impact": "high", + "why": "Eliminates brittle test environments by managing ephemeral Docker containers directly within Spring Boot integration test suites.", + "category": "Python, Java & Developer Ecosystem" + }, + { + "url": "https://grpc.io", + "title": "gRPC", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "Provides the foundational high-performance, contract-first RPC protocol for low-latency polyglot microservice communication.", + "category": "Python, Java & Developer Ecosystem" + }, + { + "url": "https://www.asyncapi.com", + "title": "AsyncAPI", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "Standardizes event-driven architecture specifications, enabling automated tooling and governance across message-driven cloud services.", + "category": "Python, Java & Developer Ecosystem" + }, + { + "url": "https://openapi-generator.tech", + "title": "OpenAPI Generator 🌟", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "Automates multi-language client SDK and server stub generation, ensuring contract-driven API consistency across polyglot ecosystems.", + "category": "Python, Java & Developer Ecosystem" + }, + { + "url": "https://github.com/bloomberg/memray", + "title": "github.com/bloomberg/memray 🌟🌟", + "date": "2026-06-12", + "stars": 5, + "impact": "high", + "why": "Delivers advanced memory profiling and leak detection essential for operating production Python workloads in containerized environments.", "category": "Python, Java & Developer Ecosystem" } ], @@ -2881,7 +2881,7 @@ "date": "2026-06-18", "stars": 5, "impact": "critical", - "why": "It redefines developer productivity by introducing a fully autonomous agentic coding, testing, and git execution workflow directly inside the CLI.", + "why": "Sets a new standard for autonomous agentic software engineering by operating directly within terminal and git workflows.", "category": "AI & Agents" }, { @@ -2890,16 +2890,7 @@ "date": "2026-06-18", "stars": 5, "impact": "critical", - "why": "It bridges the gap between local AI prototyping and production-grade deployment by targeting secure Google Kubernetes Engine (GKE) clusters.", - "category": "AI & Agents" - }, - { - "url": "https://cursor.com", - "title": "cursor.com: Cursor AI Code Editor", - "date": "2026-06-18", - "stars": 5, - "impact": "high", - "why": "It has driven a massive industry paradigm shift in software engineering as the premier AI-first code editor used globally for agentic multi-file generation.", + "why": "Provides a comprehensive enterprise platform and SDK specifically engineered to build and run stateful AI agents on Kubernetes.", "category": "AI & Agents" }, { @@ -2908,7 +2899,16 @@ "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "It standardizes memory-efficient LLM inference and serving protocols specifically optimized for enterprise Kubernetes environments.", + "why": "Standardizes high-performance, memory-efficient LLM serving and PagedAttention orchestration across enterprise Kubernetes clusters.", + "category": "AI & Agents" + }, + { + "url": "https://blog.cloudflare.com/claude-managed-agents", + "title": "Announcing Claude Managed Agents on Cloudflare", + "date": "2026-06-02", + "stars": 4, + "impact": "high", + "why": "Delivers secure, sandboxed serverless runtime environments at the edge for autonomous agent execution.", "category": "AI & Agents" }, { @@ -2917,16 +2917,16 @@ "date": "2026-06-07", "stars": 5, "impact": "high", - "why": "It establishes development standards for the Model Context Protocol (MCP), enabling structured data exchange between LLMs and external development tools.", + "why": "Establishes reference-grade production implementations for the Model Context Protocol (MCP) to standardize agent tool invocation.", "category": "AI & Agents" }, { - "url": "https://github.com/openops-cloud/openops", - "title": "OpenOps: No-Code FinOps Automation Platform with AI", - "date": "2026-06-14", - "stars": 4, + "url": "https://cursor.com", + "title": "cursor.com: Cursor AI Code Editor", + "date": "2026-06-18", + "stars": 5, "impact": "high", - "why": "It directly integrates AI orchestration with active Kubernetes environments to automate real-time cluster cost optimization and FinOps.", + "why": "Pioneers multi-file agentic code generation and context-aware development in enterprise engineering workflows.", "category": "AI & Agents" }, { @@ -2935,7 +2935,7 @@ "date": "2026-06-13", "stars": 4, "impact": "high", - "why": "It allows cloud-native teams to deploy private, local, and self-hosted OpenAI-compatible API gateways on their own secure container infrastructure.", + "why": "Enables private, self-hosted, OpenAI-compatible AI model execution across bare-metal and containerized infrastructure.", "category": "AI & Agents" }, { @@ -2943,26 +2943,26 @@ "title": "Google Agents CLI", "date": "2026-06-10", "stars": 4, - "impact": "high", - "why": "It provides a major vendor-backed toolchain for designing, testing, and orchestrating agentic AI workflows leveraging the Model Context Protocol (MCP).", + "impact": "medium", + "why": "Provides an official MCP-compliant CLI framework from Google for testing and deploying production agentic workflows.", "category": "AI & Agents" }, { - "url": "https://blog.cloudflare.com/claude-managed-agents", - "title": "Announcing Claude Managed Agents on Cloudflare", - "date": "2026-06-02", + "url": "https://github.com/openops-cloud/openops", + "title": "OpenOps: No-Code FinOps Automation Platform with AI", + "date": "2026-06-14", "stars": 4, - "impact": "critical", - "why": "It establishes a highly secure, serverless edge-native sandboxed execution environment for autonomous agents using Cloudflare Workers.", + "impact": "medium", + "why": "Automates Kubernetes FinOps cost optimizations using declarative, agentic AI analysis tied to cluster metrics.", "category": "AI & Agents" }, { - "url": "https://openai.com/index/dell-codex-enterprise-partnership", - "title": "OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments", - "date": "2026-06-02", - "stars": 4, - "impact": "high", - "why": "It accelerates enterprise agent adoption by providing a secure architectural bridge to run advanced coding models within on-premises and hybrid cloud environments.", + "url": "https://github.com/punkpeye/awesome-mcp-servers", + "title": "Awesome MCP Servers", + "date": "2026-06-11", + "stars": 5, + "impact": "medium", + "why": "Aggregates the rapidly expanding open ecosystem of Model Context Protocol servers connecting agents to enterprise backends.", "category": "AI & Agents" } ], @@ -3157,16 +3157,7 @@ "date": "2026-06-02", "stars": 4, "impact": "critical", - "why": "It resolves a decade-old modular limitation of upstream Terraform by enabling dynamic provider configuration in OpenTofu 1.12.", - "category": "Infrastructure as Code" - }, - { - "url": "https://www.pulumi.com/releases/agentic-infrastructure-era", - "title": "The Agentic Infrastructure Era | Pulumi Releases", - "date": "2026-06-02", - "stars": 4, - "impact": "critical", - "why": "It introduces a major paradigm shift toward autonomous, agentic cloud provisioning and self-healing systems.", + "why": "OpenTofu 1.12 delivers significant architectural advancements over upstream Terraform, directly impacting the open-source IaC landscape.", "category": "Infrastructure as Code" }, { @@ -3175,7 +3166,16 @@ "date": "2026-06-02", "stars": 4, "impact": "critical", - "why": "It delivers native dynamic module sources to HashiCorp Terraform, changing how enterprise platforms orchestrate upstream dependencies.", + "why": "Terraform 1.15 introduces native dynamic module sources, solving a major longstanding limitation in declarative module composition.", + "category": "Infrastructure as Code" + }, + { + "url": "https://www.pulumi.com/releases/agentic-infrastructure-era", + "title": "The Agentic Infrastructure Era | Pulumi Releases", + "date": "2026-06-02", + "stars": 4, + "impact": "high", + "why": "Pulumi's Agentic Infrastructure release defines a major paradigm shift toward autonomous, AI-driven cloud infrastructure management.", "category": "Infrastructure as Code" }, { @@ -3184,16 +3184,7 @@ "date": "2026-05-29", "stars": 5, "impact": "high", - "why": "It represents the industry-standard template for provisioning production-ready Amazon EKS clusters via Infrastructure as Code.", - "category": "Infrastructure as Code" - }, - { - "url": "https://github.com/kbst/terraform-kubestack", - "title": "Kubestack Gitops Framework", - "date": "2026-03-05", - "stars": 5, - "impact": "high", - "why": "It uniquely bridges GitOps execution with declarative Terraform patterns specifically optimized for Kubernetes platform rollouts.", + "why": "It is the industry-standard modular foundation for orchestrating production-grade Kubernetes clusters on AWS via Terraform.", "category": "Infrastructure as Code" }, { @@ -3202,16 +3193,16 @@ "date": "2026-06-03", "stars": 5, "impact": "high", - "why": "It integrates directly into pull request pipelines to provide vital, pre-execution cloud cost transparency for platform teams.", + "why": "Infracost shifts FinOps left by integrating deterministic cloud cost estimations directly into developer IaC pull request workflows.", "category": "Infrastructure as Code" }, { - "url": "https://github.com/ansible/awx-operator", - "title": "AWX Operator", - "date": "2026-06-10", - "stars": 4, + "url": "https://github.com/terraform-linters/tflint/releases/tag/v0.51.0", + "title": "github.com/terraform-linters/tflint", + "date": "2026-06-13", + "stars": 5, "impact": "high", - "why": "It automates the deployment and lifecycle of AWX within Kubernetes, aligning traditional Ansible task management with cloud-native practices.", + "why": "TFLint serves as a critical quality gate in enterprise CI/CD pipelines to catch provider-specific errors and enforce structural standards.", "category": "Infrastructure as Code" }, { @@ -3220,16 +3211,7 @@ "date": "2026-06-10", "stars": 3, "impact": "high", - "why": "It secures pipelines by scanning multi-format IaC configurations including Terraform, Helm, and Kubernetes manifests for structural vulnerabilities.", - "category": "Infrastructure as Code" - }, - { - "url": "https://www.pulumi.com/blog/pulumi-neo-cli", - "title": "Neo, Now in the Terminal | Pulumi Blog", - "date": "2026-06-02", - "stars": 4, - "impact": "high", - "why": "It embeds Pulumi's Neo AI engine directly into local terminal sessions to accelerate infrastructure scaffolding and state inspection.", + "why": "KICS provides comprehensive static security analysis across Terraform, Kubernetes, and Helm manifests to prevent cloud misconfigurations.", "category": "Infrastructure as Code" }, { @@ -3238,7 +3220,25 @@ "date": "2026-05-27", "stars": 3, "impact": "high", - "why": "It solves enterprise scale challenges in large-scale multi-directory Terraform and OpenTofu monorepos with selective execution.", + "why": "Terramate addresses modern enterprise monorepo challenges through efficient change detection and declarative orchestration for Terraform and OpenTofu.", + "category": "Infrastructure as Code" + }, + { + "url": "https://github.com/kbst/terraform-kubestack", + "title": "Kubestack Gitops Framework", + "date": "2026-03-05", + "stars": 5, + "impact": "medium", + "why": "Kubestack unifies infrastructure provisioning and Kubernetes cluster lifecycle management under a cohesive GitOps framework.", + "category": "Infrastructure as Code" + }, + { + "url": "https://github.com/ansible/awx-operator", + "title": "AWX Operator", + "date": "2026-06-10", + "stars": 4, + "impact": "medium", + "why": "The AWX Operator brings cloud-native lifecycle automation and Kubernetes Custom Resource Definitions to enterprise Ansible deployments.", "category": "Infrastructure as Code" } ], @@ -3249,16 +3249,7 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "Backstage is the industry-standard framework for building internal developer portals, fundamentally shaping modern platform engineering and developer experience.", - "category": "DevOps & Culture" - }, - { - "url": "https://github.com/microsoft/azure-devops-mcp", - "title": "Azure DevOps MCP Server", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "Bridges the gap between LLMs and DevOps orchestration, enabling AI agents to autonomously manage repositories and work items via the Model Context Protocol.", + "why": "Backstage is the CNCF standard framework for building internal developer portals, centralizing platform engineering and service ownership.", "category": "DevOps & Culture" }, { @@ -3267,7 +3258,16 @@ "date": "2026-06-10", "stars": 5, "impact": "high", - "why": "Provides a comprehensive, enterprise-ready AppOps platform that seamlessly unifies CI/CD, GitOps, and Kubernetes administration.", + "why": "Devtron provides a comprehensive open-source AppOps and GitOps orchestration platform natively tailored for Kubernetes workloads.", + "category": "DevOps & Culture" + }, + { + "url": "https://github.com/microsoft/azure-devops-mcp", + "title": "Azure DevOps MCP Server", + "date": "2026-06-12", + "stars": 5, + "impact": "high", + "why": "Demonstrates the frontier of agentic DevOps by providing an official Model Context Protocol interface to automate Azure DevOps operations.", "category": "DevOps & Culture" }, { @@ -3276,7 +3276,7 @@ "date": "2026-06-14", "stars": 5, "impact": "high", - "why": "Offers a vital architectural reference on modern Infrastructure as Code lifecycle management and cloud-native state philosophies.", + "why": "Establishes core architectural paradigms and lifecycle management practices for modern cloud-native Infrastructure as Code.", "category": "DevOps & Culture" }, { @@ -3285,34 +3285,16 @@ "date": "2026-06-14", "stars": 4, "impact": "high", - "why": "Analyzes the essential industry paradigm shift from traditional DevOps to PlatformOps, defining how modern teams scale infrastructure delivery.", + "why": "Clarifies the crucial operational shift from traditional DevOps silos to product-oriented PlatformOps and internal developer platforms.", "category": "DevOps & Culture" }, { - "url": "https://www.atlassian.com/blog/company-news/cursor-in-jira", - "title": "Introducing Cursor in Jira - Inside Atlassian", - "date": "2026-06-02", + "url": "https://www.puppet.com/resources/state-of-devops-report", + "title": "puppet.com: The 2021 State of DevOps Report is here! 🌟", + "date": "2026-06-18", "stars": 4, "impact": "high", - "why": "Signifies a major workflow shift by integrating agentic AI code editing directly with enterprise project management systems like Jira.", - "category": "DevOps & Culture" - }, - { - "url": "https://nubenetes.com/noops", - "title": "NoOps", - "date": "2026-06-14", - "stars": 4, - "impact": "medium", - "why": "Defines the strategic and cultural transition toward fully automated serverless infrastructures and self-healing environments.", - "category": "DevOps & Culture" - }, - { - "url": "https://github.com/mxschmitt/action-tmate", - "title": "action-tmate: Debug GitHub Actions via SSH", - "date": "2026-05-29", - "stars": 4, - "impact": "medium", - "why": "Provides an invaluable interactive troubleshooting utility that drastically reduces CI/CD pipeline debug time through live SSH sessions.", + "why": "A seminal benchmark report that validated platform engineering and self-service capabilities as key drivers of organizational DevOps maturity.", "category": "DevOps & Culture" }, { @@ -3321,16 +3303,34 @@ "date": "2026-06-01", "stars": 5, "impact": "medium", - "why": "Resolves collaborative team friction by standardizing local multi-language runtime environments through a single unified configuration file.", + "why": "Standardizes multi-language runtime version management across engineering teams to prevent configuration drift.", "category": "DevOps & Culture" }, { - "url": "https://nubenetes.com/devops-tools", - "title": "DevOps Tools", + "url": "https://github.com/mxschmitt/action-tmate", + "title": "action-tmate: Debug GitHub Actions via SSH", + "date": "2026-05-29", + "stars": 4, + "impact": "medium", + "why": "Significantly accelerates CI/CD pipeline troubleshooting by enabling interactive, real-time SSH debugging on active GitHub Actions runners.", + "category": "DevOps & Culture" + }, + { + "url": "https://blogs.vmware.com/cloud-foundation", + "title": "blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟", "date": "2026-06-14", "stars": 4, "impact": "medium", - "why": "Serves as an essential reference mapping modern continuous integration, container scheduling, and observability tools for cloud-native engineering.", + "why": "Addresses the fundamental cultural prerequisitesβ€”psychological safety, autonomy, and collaborationβ€”essential for sustained DevOps success.", + "category": "DevOps & Culture" + }, + { + "url": "https://www.atlassian.com/blog/company-news/cursor-in-jira", + "title": "Introducing Cursor in Jira - Inside Atlassian", + "date": "2026-06-02", + "stars": 4, + "impact": "medium", + "why": "Bridges agile issue tracking with autonomous AI coding workflows to streamline developer task execution.", "category": "DevOps & Culture" } ], @@ -3433,25 +3433,7 @@ "date": "2026-06-12", "stars": 5, "impact": "critical", - "why": "HyperShift decouples the control plane from the data plane, enabling ultra-fast cluster provisioning and drastically reducing infrastructure overhead.", - "category": "OpenShift / Red Hat" - }, - { - "url": "https://github.com/operator-framework/operator-lifecycle-manager", - "title": "Red Hat OLM", - "date": "2026-06-11", - "stars": 5, - "impact": "critical", - "why": "The Operator Lifecycle Manager serves as the backbone of OpenShift's operator-first philosophy, managing lifecycle and dependencies for complex stateful workloads.", - "category": "OpenShift / Red Hat" - }, - { - "url": "https://github.com/openshift/installer", - "title": "github.com/openshift/installer openshift installer 🌟", - "date": "2026-06-14", - "stars": 5, - "impact": "critical", - "why": "The official installer engine is the vital tool that automates full platform bootstrap operations (IPI/UPI) across multi-cloud environments.", + "why": "HyperShift decouples the control plane into containerized management workloads, revolutionizing cluster provisioning speed and operational cost efficiency.", "category": "OpenShift / Red Hat" }, { @@ -3460,43 +3442,7 @@ "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "Amazon Red Hat OpenShift (ROSA) provides a fully-managed, co-engineered platform that serves as a primary standard for enterprise Kubernetes deployments on AWS.", - "category": "OpenShift / Red Hat" - }, - { - "url": "https://github.com/openshift/machine-api-operator/tree/main", - "title": "Machine API", - "date": "2026-06-09", - "stars": 5, - "impact": "high", - "why": "The Machine API Operator automates declarative, Cluster-API styled infrastructure scaling and self-healing directly inside the OpenShift control plane.", - "category": "OpenShift / Red Hat" - }, - { - "url": "https://github.com/redhat-cop/gitops-catalog", - "title": "==github.com/redhat-cop/gitops-catalog==", - "date": "2026-06-08", - "stars": 5, - "impact": "high", - "why": "This community GitOps catalog from Red Hat CoP provides vital, production-ready blueprints that help teams standardise declarative cluster configurations via Argo CD.", - "category": "OpenShift / Red Hat" - }, - { - "url": "https://www.redhat.com/en/technologies/cloud-computing/openshift/azure", - "title": "ARO", - "date": "2026-06-01", - "stars": 5, - "impact": "high", - "why": "Azure Red Hat OpenShift (ARO) delivers a key managed offering with seamless integration into Azure’s networking and enterprise support structures.", - "category": "OpenShift / Red Hat" - }, - { - "url": "https://github.com/openshift/origin", - "title": "github.com/openshift/origin 🌟", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "As the upstream open-source core of OKD and OpenShift, this repository contains the foundational APIs, cluster installers, and operators shaping the community distribution.", + "why": "ROSA delivers a fully managed, jointly supported OpenShift service on AWS that drives major enterprise cloud-native modernization initiatives.", "category": "OpenShift / Red Hat" }, { @@ -3505,16 +3451,70 @@ "date": "2026-06-18", "stars": 5, "impact": "high", - "why": "The official OpenShift 4 documentation is the absolute operational standard for managing multi-cluster enterprise deployments and lifecycle upgrades safely.", + "why": "Serves as the definitive production reference for architecting, securing, and operating enterprise OpenShift Container Platform clusters.", "category": "OpenShift / Red Hat" }, { - "url": "https://developers.redhat.com/developer-sandbox", - "title": "Developer Sandbox", - "date": "2026-06-18", + "url": "https://github.com/openshift/installer", + "title": "github.com/openshift/installer openshift installer 🌟", + "date": "2026-06-14", "stars": 5, "impact": "high", - "why": "The Developer Sandbox eliminates bootstrapping friction by granting developers instant, zero-cost access to pre-configured OpenShift clusters with cloud-native tools.", + "why": "The core installer engine powering declarative, automated IPI and UPI platform deployments across multi-cloud and bare-metal environments.", + "category": "OpenShift / Red Hat" + }, + { + "url": "https://github.com/operator-framework/operator-lifecycle-manager", + "title": "Red Hat OLM", + "date": "2026-06-11", + "stars": 5, + "impact": "high", + "why": "Operator Lifecycle Manager standardizes automated installations, upgrades, and RBAC policies for operators across the Kubernetes ecosystem.", + "category": "OpenShift / Red Hat" + }, + { + "url": "https://github.com/openshift/machine-api-operator/tree/main", + "title": "Machine API", + "date": "2026-06-09", + "stars": 5, + "impact": "high", + "why": "Provides declarative node lifecycle and infrastructure autoscaling capabilities directly mapped to standard Kubernetes custom resources.", + "category": "OpenShift / Red Hat" + }, + { + "url": "https://github.com/redhat-cop/gitops-catalog", + "title": "==github.com/redhat-cop/gitops-catalog==", + "date": "2026-06-08", + "stars": 5, + "impact": "high", + "why": "Delivers battle-tested, community-curated Argo CD and GitOps blueprints directly tailored for enterprise OpenShift implementations.", + "category": "OpenShift / Red Hat" + }, + { + "url": "https://www.redhat.com/en/technologies/cloud-computing/openshift/azure", + "title": "ARO", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "Azure Red Hat OpenShift offers deep Azure service integration and co-engineered operational support for enterprise workloads on Microsoft cloud.", + "category": "OpenShift / Red Hat" + }, + { + "url": "https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless", + "title": "OpenShift Serverless", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "Brings enterprise-grade Knative eventing and scale-to-zero capabilities directly into the core OpenShift developer and operational workflows.", + "category": "OpenShift / Red Hat" + }, + { + "url": "https://github.com/quay/quay", + "title": "GitHub Quay (OSS)", + "date": "2026-06-12", + "stars": 5, + "impact": "medium", + "why": "The open-source foundation for Red Hat Quay, providing scalable, secure container registry capabilities with advanced geo-replication.", "category": "OpenShift / Red Hat" } ], @@ -3525,52 +3525,7 @@ "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "It enables native, GitOps-driven management of Google Cloud resources directly through Kubernetes Custom Resource Definitions (CRDs).", - "category": "GCP, OCI & Others" - }, - { - "url": "https://github.com/GoogleCloudPlatform/buildpacks", - "title": "Google Cloud Buildpacks", - "date": "2026-06-13", - "stars": 5, - "impact": "high", - "why": "It automates the compilation of secure, production-ready, OCI-compliant container images from raw source code without requiring custom Dockerfiles.", - "category": "GCP, OCI & Others" - }, - { - "url": "https://github.com/oracle", - "title": "github.com/oracle", - "date": "2026-05-17", - "stars": 5, - "impact": "high", - "why": "Hosts the foundational cloud controller manager and storage plugins required to run production-grade Kubernetes natively on Oracle Cloud Infrastructure.", - "category": "GCP, OCI & Others" - }, - { - "url": "https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-autoscaler", - "title": "engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner", - "date": "2026-06-18", - "stars": 0, - "impact": "high", - "why": "Demonstrates a highly practical, real-world architectural pattern for custom-autoscaling external database workloads using native Kubernetes controllers.", - "category": "GCP, OCI & Others" - }, - { - "url": "https://www.redhat.com/en/solutions/edge-computing-approach", - "title": "Red Hat's approach to Edge Computing 🌟", - "date": "2026-06-14", - "stars": 0, - "impact": "high", - "why": "Provides an industry blueprint for running lightweight, single-node enterprise Kubernetes (MicroShift) in resource-constrained edge computing environments.", - "category": "GCP, OCI & Others" - }, - { - "url": "https://docs.cloud.google.com/architecture", - "title": "A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟", - "date": "2026-06-14", - "stars": 0, - "impact": "high", - "why": "Delivers a comprehensive architectural reference for securing container build pipelines in hybrid clouds using GKE on-prem and Anthos.", + "why": "Enables true GitOps infrastructure management by controlling GCP cloud resources directly as native Kubernetes Custom Resources.", "category": "GCP, OCI & Others" }, { @@ -3579,7 +3534,25 @@ "date": "2026-06-01", "stars": 0, "impact": "critical", - "why": "Establishes the enterprise security baseline for Kubernetes identity federation using GKE Workload Identity instead of highly vulnerable, static IAM keys.", + "why": "Defines modern identity architecture by replacing risky long-lived service account keys with GKE Workload Identity and federation.", + "category": "GCP, OCI & Others" + }, + { + "url": "https://github.com/GoogleCloudPlatform/buildpacks", + "title": "Google Cloud Buildpacks", + "date": "2026-06-13", + "stars": 5, + "impact": "high", + "why": "Implements CNCF Cloud Native Buildpacks specifications to standardize secure, containerized build pipelines without Dockerfiles.", + "category": "GCP, OCI & Others" + }, + { + "url": "https://github.com/oracle", + "title": "github.com/oracle", + "date": "2026-05-17", + "stars": 5, + "impact": "high", + "why": "Provides the essential Cloud Controller Manager and CSI storage plugins required to operate production Kubernetes clusters on Oracle Cloud Infrastructure.", "category": "GCP, OCI & Others" }, { @@ -3588,7 +3561,16 @@ "date": "2026-06-01", "stars": 0, "impact": "high", - "why": "Enables secure, private VPC networking across multi-tenant services and SaaS providers without exposing traffic to the public internet.", + "why": "Establishes secure, private service-to-service connectivity across VPCs and third-party SaaS ecosystems without traversing public networks.", + "category": "GCP, OCI & Others" + }, + { + "url": "https://docs.cloud.google.com/architecture", + "title": "A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟", + "date": "2026-06-14", + "stars": 0, + "impact": "medium", + "why": "Offers an enterprise blueprint for secure container supply chains spanning on-premises Anthos environments and managed cloud tooling.", "category": "GCP, OCI & Others" }, { @@ -3596,8 +3578,26 @@ "title": "cloud.google.com: Microservices architecture on Google Cloud", "date": "2026-06-01", "stars": 0, - "impact": "high", - "why": "Serves as the authoritative Google Cloud engineering blueprint for architecting scalable, resilient microservices topologies across GKE and service meshes.", + "impact": "medium", + "why": "Delivers a foundational reference architecture for running resilient microservices on GCP using GKE, Cloud Run, and service mesh components.", + "category": "GCP, OCI & Others" + }, + { + "url": "https://www.scaleway.com/en/en/kubernetes-kapsule", + "title": "scaleway.com: Kubernetes Kapsule", + "date": "2026-06-14", + "stars": 0, + "impact": "medium", + "why": "Highlights alternative European cloud managed Kubernetes capabilities with native auto-scaling and persistent storage options.", + "category": "GCP, OCI & Others" + }, + { + "url": "https://gaia-x.eu", + "title": "Gaia-X.eu", + "date": "2026-06-01", + "stars": 0, + "impact": "medium", + "why": "Shapes the European regulatory and technical standards for federated, sovereign multi-cloud data and compute architectures.", "category": "GCP, OCI & Others" }, { @@ -3605,8 +3605,8 @@ "title": "OpenShift in Azure", "date": "2026-06-01", "stars": 0, - "impact": "high", - "why": "Simplifies hybrid cloud operations by delivering a fully managed, jointly-engineered enterprise OpenShift platform directly integrated with Azure services.", + "impact": "medium", + "why": "Details a jointly engineered managed OpenShift platform critical for hybrid enterprise migrations requiring strict network boundaries.", "category": "GCP, OCI & Others" } ], @@ -3617,7 +3617,7 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "As the default industry-standard runtime for Kubernetes, containerd is foundational to modern cloud-native container execution.", + "why": "Industry-standard CNCF graduated container runtime powering modern Kubernetes node execution.", "category": "Containers & Runtime" }, { @@ -3626,7 +3626,7 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "The low-level canonical OCI container runtime that underpins nearly all major container engines and Kubernetes nodes globally.", + "why": "The canonical OCI runtime specification implementation that directly handles low-level Linux container execution.", "category": "Containers & Runtime" }, { @@ -3634,17 +3634,8 @@ "title": "buildkit", "date": "2026-06-14", "stars": 5, - "impact": "critical", - "why": "Replaces legacy builders with concurrent stage execution and advanced caching to drastically optimize container delivery pipelines.", - "category": "Containers & Runtime" - }, - { - "url": "https://github.com/cert-manager/cert-manager", - "title": "==cert-manager/cert-manager==", - "date": "2026-06-14", - "stars": 5, - "impact": "critical", - "why": "The de facto standard in Kubernetes for automating machine-to-machine identity and securing container network paths via TLS.", + "impact": "high", + "why": "Next-generation container build subsystem introducing high-concurrency execution and sophisticated layer caching.", "category": "Containers & Runtime" }, { @@ -3653,43 +3644,7 @@ "date": "2026-06-01", "stars": 5, "impact": "high", - "why": "Delivers a daemonless and natively rootless container engine that serves as a highly secure alternative to Docker.", - "category": "Containers & Runtime" - }, - { - "url": "https://knative.dev", - "title": "knative.dev", - "date": "2026-06-01", - "stars": 5, - "impact": "high", - "why": "Standardizes serverless workloads on Kubernetes by providing key primitives for scale-to-zero serving and decoupled eventing.", - "category": "Containers & Runtime" - }, - { - "url": "https://dapr.io", - "title": "Dapr", - "date": "2026-06-01", - "stars": 5, - "impact": "high", - "why": "Simplifies microservice development by providing platform-agnostic, event-driven sidecar APIs for state and messaging.", - "category": "Containers & Runtime" - }, - { - "url": "https://github.com/docker/build-push-action", - "title": "**GitHub build-push-action**", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "Represents the industry-standard GitHub Action for automating multi-platform OCI image builds and registry pushes.", - "category": "Containers & Runtime" - }, - { - "url": "https://buildah.io", - "title": "buildah", - "date": "2026-06-01", - "stars": 5, - "impact": "high", - "why": "Enables daemonless, unprivileged OCI container image creation, reducing security footprints in CI/CD build agents.", + "why": "Leading daemonless and rootless container engine providing secure, Kubernetes-compatible container management.", "category": "Containers & Runtime" }, { @@ -3698,36 +3653,72 @@ "date": "2026-05-30", "stars": 5, "impact": "high", - "why": "A high-performance, low-memory C-based alternative to runc that provides native support for advanced Linux features.", + "why": "High-performance, low-memory C-based OCI runtime delivering rapid startup and advanced Linux cgroup v2 support.", + "category": "Containers & Runtime" + }, + { + "url": "https://github.com/docker/build-push-action", + "title": "**GitHub build-push-action**", + "date": "2026-06-12", + "stars": 5, + "impact": "high", + "why": "The de facto standard CI/CD workflow action for orchestrating multi-platform OCI image builds and registry publication.", + "category": "Containers & Runtime" + }, + { + "url": "https://buildah.io", + "title": "buildah", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "Key daemonless tool for building OCI-compliant container images securely within unprivileged CI pipelines.", + "category": "Containers & Runtime" + }, + { + "url": "https://knative.dev", + "title": "knative.dev", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "The premiere Kubernetes-native serverless platform providing request-driven scaling and scale-to-zero container runtime execution.", + "category": "Containers & Runtime" + }, + { + "url": "https://github.com/containers/conmon", + "title": "Conmon", + "date": "2026-06-13", + "stars": 5, + "impact": "medium", + "why": "Essential daemonless supervisor that manages container I/O, lifecycle events, and OOM handling for CRI-O and Podman.", + "category": "Containers & Runtime" + }, + { + "url": "https://github.com/wagoodman/dive", + "title": "dive 🌟", + "date": "2025-12-15", + "stars": 5, + "impact": "medium", + "why": "Indispensable image analysis tool for exploring layer composition and optimizing container size and security.", "category": "Containers & Runtime" } ], "Networking & Service Mesh": [ - { - "url": "https://github.com/istio/istio", - "title": "github.com: Istio", - "date": "2026-06-14", - "stars": 5, - "impact": "critical", - "why": "As the de facto standard enterprise service mesh, Istio's unified control plane and ambient mode set the benchmark for zero-trust security and traffic management.", - "category": "Networking & Service Mesh" - }, { "url": "https://github.com/kubernetes-sigs/gateway-api", "title": "Kubernetes Gateway API", "date": "2026-06-12", "stars": 4, "impact": "critical", - "why": "The Gateway API is a major paradigm shift, offering an expressive, role-oriented, and extensible routing specification to succeed the legacy Ingress API.", + "why": "Defines the next-generation role-oriented standard superseding Kubernetes Ingress for expressive L4-L7 traffic management.", "category": "Networking & Service Mesh" }, { - "url": "https://github.com/containernetworking", - "title": "github.com/containernetworking 🌟", - "date": "2026-05-17", + "url": "https://github.com/istio/istio", + "title": "github.com: Istio", + "date": "2026-06-14", "stars": 5, "impact": "critical", - "why": "This repository hosts the foundational CNI specification and core plugins that drive all modern container and Kubernetes networking implementations.", + "why": "Serves as the enterprise standard service mesh control plane powering zero-trust mTLS and ambient mesh architectures.", "category": "Networking & Service Mesh" }, { @@ -3736,7 +3727,7 @@ "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "Linkerd is a CNCF-graduated service mesh that leverages a custom Rust-based data plane to deliver ultra-lightweight security and traffic management.", + "why": "Provides a high-performance, ultra-lightweight CNCF-graduated service mesh built with a zero-config Rust proxy.", "category": "Networking & Service Mesh" }, { @@ -3745,7 +3736,16 @@ "date": "2026-06-14", "stars": 5, "impact": "high", - "why": "Envoy Gateway unifies ingress and edge proxy configurations by natively implementing the Kubernetes Gateway API.", + "why": "Unifies edge proxy architectures by providing an official, production-ready Kubernetes Gateway API implementation built on Envoy.", + "category": "Networking & Service Mesh" + }, + { + "url": "https://github.com/containernetworking", + "title": "github.com/containernetworking 🌟", + "date": "2026-05-17", + "stars": 5, + "impact": "high", + "why": "Maintains the foundational CNI specification and core network plugins powering container networking across the ecosystem.", "category": "Networking & Service Mesh" }, { @@ -3754,34 +3754,7 @@ "date": "2026-06-02", "stars": 4, "impact": "high", - "why": "Consul 2.0 delivers major enterprise updates including multi-port support and enhanced multi-cloud security scale for hybrid deployments.", - "category": "Networking & Service Mesh" - }, - { - "url": "https://github.com/kubernetes/enhancements", - "title": "NodeLocal DNSCache", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "NodeLocal DNSCache resolves critical cluster-wide latency issues by caching DNS queries locally on each node via a DaemonSet.", - "category": "Networking & Service Mesh" - }, - { - "url": "https://github.com/AbsaOSS/k8gb", - "title": "K8GB - Kubernetes Global Balancer", - "date": "2026-02-20", - "stars": 4, - "impact": "high", - "why": "K8GB provides a Kubernetes-native Global Server Load Balancing solution to coordinate traffic across multi-region active-active clusters.", - "category": "Networking & Service Mesh" - }, - { - "url": "https://github.com/netbox-community/netbox", - "title": "NetBox IPAM 🌟", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "NetBox serves as the industry-standard programmable source of truth for enterprise IP Address Management and infrastructure automation.", + "why": "Introduces major architectural enhancements for multi-cloud service networking density, multi-port support, and control plane scaling.", "category": "Networking & Service Mesh" }, { @@ -3790,27 +3763,45 @@ "date": "2026-06-12", "stars": 5, "impact": "high", - "why": "Kiali provides critical, real-time interactive topology visualization and configuration validation for Istio service mesh environments.", + "why": "Delivers real-time topology visualization, health validation, and traffic routing wizards for service mesh observability.", + "category": "Networking & Service Mesh" + }, + { + "url": "https://github.com/AbsaOSS/k8gb", + "title": "K8GB - Kubernetes Global Balancer", + "date": "2026-02-20", + "stars": 4, + "impact": "high", + "why": "Solves multi-cluster ingress failover and geo-routing using a cloud-native Global Server Load Balancing architecture.", + "category": "Networking & Service Mesh" + }, + { + "url": "https://github.com/kubernetes/enhancements", + "title": "NodeLocal DNSCache", + "date": "2026-06-14", + "stars": 5, + "impact": "high", + "why": "Significantly optimizes cluster networking performance and stability by mitigating DNS latency and conntrack table exhaustion.", + "category": "Networking & Service Mesh" + }, + { + "url": "https://editor.networkpolicy.io", + "title": "editor.cilium.io 🌟", + "date": "2026-06-01", + "stars": 0, + "impact": "high", + "why": "Provides an indispensable interactive visualizer and authoring playground for validating Kubernetes and Cilium Network Policies.", "category": "Networking & Service Mesh" } ], "AWS": [ - { - "url": "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", - "date": "2026-06-02", - "stars": 4, - "impact": "critical", - "why": "Breaks Microsoft's exclusive hosting of OpenAI's frontier models, allowing enterprise teams to run GPT-5.5 securely inside Amazon Bedrock.", - "category": "AWS" - }, { "url": "https://github.com/localstack/localstack", "title": "github.com/localstack/localstack", "date": "2026-03-23", "stars": 5, "impact": "critical", - "why": "Serves as the industry-standard local cloud emulator, drastically improving local developer feedback loops and testing pipelines for AWS.", + "why": "LocalStack is the industry-standard local AWS cloud emulator, essential for shifting cloud-native integration testing left without incurring infrastructure costs.", "category": "AWS" }, { @@ -3818,26 +3809,17 @@ "title": "aws/containers-roadmap: AWS Containers Roadmap", "date": "2025-03-25", "stars": 5, - "impact": "high", - "why": "Provides critical transparency into the engineering roadmap of AWS container services (ECS/EKS), shaping how cloud-native operators plan infrastructure.", + "impact": "critical", + "why": "The public containers roadmap provides crucial engineering visibility into upstream AWS developments across EKS, ECS, and ECR.", "category": "AWS" }, { - "url": "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", + "url": "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", "date": "2026-06-02", "stars": 4, - "impact": "high", - "why": "Rebuilds the engine to completely separate compute from storage, offering true autoscaling perfect for resource-intensive, agentic AI workloads.", - "category": "AWS" - }, - { - "url": "https://etcd.io/blog/2026/etcd-370-beta", - "title": "Announcing etcd v3.7.0-beta.0", - "date": "2026-06-02", - "stars": 4, - "impact": "high", - "why": "Introduces significant performance and scaling enhancements to the core state store of Kubernetes, which directly optimizes AWS EKS workloads.", + "impact": "critical", + "why": "The general availability of OpenAI frontier models on Amazon Bedrock fundamentally alters enterprise multi-model AI architectures within AWS.", "category": "AWS" }, { @@ -3846,7 +3828,16 @@ "date": "2026-04-13", "stars": 5, "impact": "high", - "why": "Automates the tedious task of tracing AWS Access Denied errors back to the specific blocking policy, boundary, or Service Control Policy (SCP).", + "why": "Access Undenied streamlines cloud security operations by parsing complex CloudTrail events to identify the exact IAM policy or SCP causing authorization denials.", + "category": "AWS" + }, + { + "url": "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", + "date": "2026-06-02", + "stars": 4, + "impact": "high", + "why": "The next-generation OpenSearch Serverless architecture decouples compute and storage to scale dynamically for agentic AI workloads.", "category": "AWS" }, { @@ -3855,16 +3846,25 @@ "date": "2026-06-09", "stars": 4, "impact": "high", - "why": "Eliminates the security and operational overhead of running token-refresh cron jobs by natively securing Docker-to-ECR registry authentication.", + "why": "The ECR credential helper provides frictionless IAM-authenticated Docker operations essential for automated CI/CD and container runtime pipelines.", "category": "AWS" }, { - "url": "https://www.learnawsiam.com", - "title": "Learn AWS IAM Interactively", - "date": "2026-06-02", - "stars": 4, + "url": "https://github.com/open-guides/og-aws", + "title": "The Open Guide to Amazon Web Services", + "date": "2024-08-16", + "stars": 5, + "impact": "high", + "why": "A premier community-driven engineering reference that captures production gotchas, architectural tradeoffs, and unvarnished AWS operational realities.", + "category": "AWS" + }, + { + "url": "https://github.com/awslabs/aws-cloudsaga", + "title": "==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==", + "date": "2026-06-13", + "stars": 5, "impact": "medium", - "why": "Offers an interactive, browser-based simulator to master complex AWS IAM evaluation logic, reducing security misconfigurations in production.", + "why": "AWS CloudSaga enables DevSecOps teams to simulate realistic security breaches and validate cloud detection mechanisms directly in AWS environments.", "category": "AWS" }, { @@ -3873,36 +3873,36 @@ "date": "2024-04-20", "stars": 5, "impact": "medium", - "why": "Provides an intuitive, terminal-based user interface for navigating AWS resources, functioning as a valuable 'k9s' equivalent for AWS infrastructure.", + "why": "Cloudlens offers an interactive, terminal-based navigation tool modeled after k9s to rapidly inspect and troubleshoot AWS cloud resources.", "category": "AWS" }, { - "url": "https://github.com/open-guides/og-aws", - "title": "The Open Guide to Amazon Web Services", - "date": "2024-08-16", - "stars": 5, + "url": "https://www.learnawsiam.com", + "title": "Learn AWS IAM Interactively", + "date": "2026-06-02", + "stars": 4, "impact": "medium", - "why": "Delivers an invaluable, community-driven technical guide that exposes real-world engineering constraints and pricing pitfalls missing from official AWS docs.", + "why": "An interactive browser-based visualizer that drastically simplifies mastering complex AWS IAM policy evaluation logic.", "category": "AWS" } ], "Security & Compliance": [ - { - "url": "https://www.openpolicyagent.org", - "title": "OPA Open Policy Agent 🌟", - "date": "2026-05-17", - "stars": 5, - "impact": "critical", - "why": "It is the de facto CNCF graduated standard for unified, declarative policy-as-code enforcement across the entire cloud-native stack.", - "category": "Security & Compliance" - }, { "url": "https://github.com/hashicorp/vault", "title": "hashicorp/vault", "date": "2026-06-12", "stars": 5, "impact": "critical", - "why": "It remains the industry-standard secrets management engine and dynamic credential provider powering enterprise Zero Trust architectures.", + "why": "Vault remains the industry-standard backbone for secrets lifecycle management, zero trust workload identity, and dynamic credential broker operations across cloud native platforms.", + "category": "Security & Compliance" + }, + { + "url": "https://www.openpolicyagent.org", + "title": "OPA Open Policy Agent 🌟", + "date": "2026-05-17", + "stars": 5, + "impact": "critical", + "why": "As a CNCF graduated project, Open Policy Agent defines the industry standard for decoupled, declarative policy-as-code across Kubernetes clusters and microservices.", "category": "Security & Compliance" }, { @@ -3911,7 +3911,7 @@ "date": "2026-06-11", "stars": 5, "impact": "critical", - "why": "It is the highly versatile, lightning-fast standard for vulnerability, misconfiguration, and SBOM scanning across container images and IaC.", + "why": "Trivy is the ubiquitous, fast vulnerability and misconfiguration scanner embedded across enterprise container pipelines and IaC workflows.", "category": "Security & Compliance" }, { @@ -3919,35 +3919,8 @@ "title": "Tetragon (Cilium)", "date": "2026-06-14", "stars": 5, - "impact": "critical", - "why": "It represents a major paradigm shift in runtime security by using eBPF to monitor and block security events directly at the kernel level.", - "category": "Security & Compliance" - }, - { - "url": "https://www.tigera.io/project-calico", - "title": "Project Calico 🌟", - "date": "2026-06-18", - "stars": 5, "impact": "high", - "why": "An industry-standard networking and network security engine that provides high-performance eBPF-based policy enforcement for Kubernetes.", - "category": "Security & Compliance" - }, - { - "url": "https://github.com/getsops/sops", - "title": "sops: Simple and flexible tool for managing secrets 🌟", - "date": "2026-06-13", - "stars": 5, - "impact": "high", - "why": "An indispensable, widely adopted tool for GitOps pipelines to securely encrypt secrets at the file level within Git repositories.", - "category": "Security & Compliance" - }, - { - "url": "https://www.checkov.io", - "title": "checkov.io", - "date": "2026-05-17", - "stars": 5, - "impact": "high", - "why": "A leading static analysis tool that prevents security misconfigurations by scanning Infrastructure-as-Code prior to deployment.", + "why": "Tetragon leverages deep eBPF kernel instrumentation to provide real-time runtime security observability and synchronous threat prevention in Kubernetes.", "category": "Security & Compliance" }, { @@ -3956,7 +3929,43 @@ "date": "2026-06-13", "stars": 5, "impact": "high", - "why": "The industry standard for Cloud Security Posture Management (CSPM), automating multi-cloud compliance audits against major security frameworks.", + "why": "Prowler is an established open-source benchmark tool for multi-cloud security posture management (CSPM) and automated compliance auditing against CIS and regulatory frameworks.", + "category": "Security & Compliance" + }, + { + "url": "https://www.tigera.io/project-calico", + "title": "Project Calico 🌟", + "date": "2026-06-18", + "stars": 5, + "impact": "high", + "why": "Project Calico delivers foundational container networking and microsegmentation security through high-performance eBPF and Linux network policies.", + "category": "Security & Compliance" + }, + { + "url": "https://www.checkov.io", + "title": "checkov.io", + "date": "2026-05-17", + "stars": 5, + "impact": "high", + "why": "Checkov is a premier static analysis engine that prevents security misconfigurations before deployment across Terraform, Helm, and Kubernetes manifests.", + "category": "Security & Compliance" + }, + { + "url": "https://github.com/getsops/sops", + "title": "sops: Simple and flexible tool for managing secrets 🌟", + "date": "2026-06-13", + "stars": 5, + "impact": "high", + "why": "SOPS provides essential file-level cryptographic key management optimized for GitOps pipelines and declarative configuration files.", + "category": "Security & Compliance" + }, + { + "url": "https://github.com/cloud-custodian/cloud-custodian", + "title": "Cloud Custodian", + "date": "2026-06-10", + "stars": 5, + "impact": "high", + "why": "Cloud Custodian enables platform engineers to automate fleet-wide multi-cloud governance, security compliance, and remediation using declarative rules.", "category": "Security & Compliance" }, { @@ -3964,17 +3973,8 @@ "title": "kubernetes-sigs/security-profiles-operator", "date": "2026-06-12", "stars": 4, - "impact": "high", - "why": "The official Kubernetes SIG operator that drastically simplifies and automates the management of Seccomp, AppArmor, and SELinux profiles.", - "category": "Security & Compliance" - }, - { - "url": "https://github.com/kubescape/kubescape", - "title": "kubescape", - "date": "2026-06-12", - "stars": 5, - "impact": "high", - "why": "A prominent CNCF sandbox tool providing active, multi-framework security compliance and risk analysis natively inside Kubernetes clusters.", + "impact": "medium", + "why": "The official Kubernetes SIG Security Profiles Operator standardizes and simplifies the distributed management of Seccomp, SELinux, and AppArmor profiles across production clusters.", "category": "Security & Compliance" } ], @@ -3985,7 +3985,7 @@ "date": "2026-06-10", "stars": 4, "impact": "critical", - "why": "Provides the premier comprehensive catalog for microservices design patterns, API gateways, and event-streaming buses essential for distributed architectures.", + "why": "Serves as the quintessential reference catalog for microservice architecture patterns, distributed consensus, and API gateway design.", "category": "Architecture & Microservices" }, { @@ -3994,16 +3994,16 @@ "date": "2026-06-08", "stars": 5, "impact": "critical", - "why": "Systematically maps the CNCF cloud-native landscape, offering architects detailed blueprints for service meshes, dynamic storage, and logging setups.", + "why": "Delivers an extensive taxonomy of CNCF cloud-native architecture components, spanning service meshes, runtime engines, and distributed storage.", "category": "Architecture & Microservices" }, { - "url": "https://nubenetes.com/terraform", - "title": "Terraform Kubernetes Boilerplates 🌟", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "Delivers enterprise-grade Terraform templates specifically optimized for configuring secure, modern Kubernetes network and cluster architectures.", + "url": "https://developer.hashicorp.com", + "title": "developer.hashicorp.com 🌟", + "date": "2026-06-01", + "stars": 4, + "impact": "critical", + "why": "Provides the definitive architectural authority and documentation for foundational distributed tooling including Consul, Vault, and Nomad.", "category": "Architecture & Microservices" }, { @@ -4012,7 +4012,16 @@ "date": "2026-05-25", "stars": 5, "impact": "high", - "why": "Centralizes resources for Open Policy Agent (OPA), enabling architects to implement robust policy-as-code governance across cloud-native environments.", + "why": "Establishes practical policy-as-code standards using Open Policy Agent (OPA) for securing decoupled microservice architectures.", + "category": "Architecture & Microservices" + }, + { + "url": "https://github.com/calvin-puram/awesome-kubernetes-operator-resources", + "title": "github.com/calvin-puram: Awesome Kubernetes Operator Resources", + "date": "2026-04-25", + "stars": 5, + "impact": "high", + "why": "Catalogs essential design patterns and SDKs for building Kubernetes Operators to automate complex, domain-specific distributed workloads.", "category": "Architecture & Microservices" }, { @@ -4021,7 +4030,7 @@ "date": "2022-11-10", "stars": 5, "impact": "high", - "why": "Crucial resource for establishing API-first development architectures, API gateway configurations, and lifecycle management in microservice topologies.", + "why": "Details critical API gateway, lifecycle management, and OpenAPI tooling required for robust, contract-driven microservice communication.", "category": "Architecture & Microservices" }, { @@ -4030,16 +4039,7 @@ "date": "2026-06-09", "stars": 5, "impact": "high", - "why": "Enables cloud architects to programmatically define, version-control, and generate system architecture diagrams using Python code.", - "category": "Architecture & Microservices" - }, - { - "url": "https://developer.hashicorp.com", - "title": "developer.hashicorp.com 🌟", - "date": "2026-06-01", - "stars": 4, - "impact": "high", - "why": "Serves as the definitive technical hub for configuring multi-cloud declarative infrastructure, secrets management, and service discovery.", + "why": "Enables engineers to treat system architecture visualization as code, standardizing cloud-native infrastructure documentation pipelines.", "category": "Architecture & Microservices" }, { @@ -4048,25 +4048,25 @@ "date": "2026-05-30", "stars": 5, "impact": "high", - "why": "Introduces a highly novel search engine that simplifies multi-cluster Kubernetes resource tracking and synchronization for complex cloud deployments.", + "why": "Addresses multi-cluster architectural scalability by providing a unified, high-performance search engine for distributed Kubernetes resources.", "category": "Architecture & Microservices" }, { - "url": "https://github.com/veggiemonk/awesome-docker", - "title": "Awesome Docker 🌟", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "The industry-standard reference for container runtimes, base images, and build extensions critical for packaging microservices.", - "category": "Architecture & Microservices" - }, - { - "url": "https://github.com/Azure/AZVerify", - "title": "AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot", - "date": "2026-04-08", + "url": "https://github.com/docker/awesome-compose", + "title": "Awesome Compose 🌟", + "date": "2026-06-10", "stars": 5, "impact": "medium", - "why": "Pioneers the use of AI to bridge the gap between declarative IaC templates, live cloud resources, and interactive architecture diagrams.", + "why": "Provides production-tested declarative multi-container topologies and reference compositions for microservice workloads.", + "category": "Architecture & Microservices" + }, + { + "url": "https://nubenetes.com/terraform", + "title": "Terraform Kubernetes Boilerplates 🌟", + "date": "2026-06-14", + "stars": 5, + "impact": "medium", + "why": "Supplies enterprise-grade Terraform boilerplate blueprints for architecting secure and scalable multi-cloud Kubernetes environments.", "category": "Architecture & Microservices" } ], @@ -4261,7 +4261,7 @@ "date": "2026-06-01", "stars": 0, "impact": "critical", - "why": "Establishes a European standard for data sovereignty and federated cloud infrastructure, directly countering hyperscaler lock-in.", + "why": "Defines the strategic framework and standards for European cloud data sovereignty and federated infrastructure interoperability.", "category": "Europe" }, { @@ -4270,61 +4270,7 @@ "date": "2026-05-17", "stars": 0, "impact": "critical", - "why": "Implements crucial cloud-native supply chain security by combining container image signing with automated OPA policy enforcement.", - "category": "Europe" - }, - { - "url": "https://courses.mooc.fi/org/uh-cs/courses/devops-with-kubernetes", - "title": "devopswithkubernetes.com", - "date": "2026-06-01", - "stars": 0, - "impact": "high", - "why": "Provides a highly regarded, open-source academic curriculum to upskill teams in Kubernetes and cloud-native practices.", - "category": "Europe" - }, - { - "url": "https://versusmind.eu/blog/dapr-a-serverless-runtime-for-distributed-applications", - "title": "versusmind.eu: Dapr - a serverless runtime for distributed applications' 🌟", - "date": "2026-05-17", - "stars": 0, - "impact": "high", - "why": "Explores how Dapr abstracts distributed system complexities, enabling cloud-native developers to focus on core business logic.", - "category": "Europe" - }, - { - "url": "https://blog.knell.it/making-your-helm-chart-observable-for-prometheus", - "title": "blog.knell.it: Making your Helm Chart observable for Prometheus", - "date": "2026-05-17", - "stars": 0, - "impact": "high", - "why": "Bridges Helm deployment structures with Prometheus observability, enabling native and standardized application monitoring.", - "category": "Europe" - }, - { - "url": "https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1", - "title": "en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test", - "date": "2026-05-17", - "stars": 0, - "impact": "high", - "why": "Simplifies local Kubernetes environments with K3s and K3d, drastically accelerating development and integration testing cycles.", - "category": "Europe" - }, - { - "url": "https://ruuda.nl/2023/the-yaml-document-from-hell", - "title": "ruudvanasseldonk.com: The yaml document from hell", - "date": "2026-06-14", - "stars": 0, - "impact": "high", - "why": "Analyzes critical syntactical hazards in YAML, the primary configuration language for Kubernetes, helping developers avoid costly deployment errors.", - "category": "Europe" - }, - { - "url": "https://www.padok.fr/en/blog/finops-cloud", - "title": "padok.fr: FinOps, or the Culture of Cloud Cost Optimization", - "date": "2026-05-17", - "stars": 0, - "impact": "high", - "why": "Introduces cultural and operational shifts necessary to manage and optimize cloud expenditure within modern cloud-native infrastructures.", + "why": "Addresses vital software supply chain security by enforcing container image signatures via Cosign and OPA Gatekeeper admission control.", "category": "Europe" }, { @@ -4333,16 +4279,70 @@ "date": "2026-06-01", "stars": 0, "impact": "high", - "why": "Provides the definitive technical guide to HTTP/3 and QUIC, driving next-generation performance and security in cloud-native ingress architectures.", + "why": "Provides the definitive technical guide to HTTP/3 and QUIC, essential for modern cloud-native networking and ingress architectures.", "category": "Europe" }, { - "url": "https://difftastic.wilfred.me.uk", - "title": "difftastic.wilfred.me.uk", + "url": "https://courses.mooc.fi/org/uh-cs/courses/devops-with-kubernetes", + "title": "devopswithkubernetes.com", + "date": "2026-06-01", + "stars": 0, + "impact": "high", + "why": "Offers an extensive, community-driven academic curriculum covering modern DevOps, container scheduling, and Kubernetes administration.", + "category": "Europe" + }, + { + "url": "https://versusmind.eu/blog/dapr-a-serverless-runtime-for-distributed-applications", + "title": "versusmind.eu: Dapr - a serverless runtime for distributed applications' 🌟", + "date": "2026-05-17", + "stars": 0, + "impact": "high", + "why": "Explains how the Dapr distributed application runtime simplifies microservice development and multi-cloud portability.", + "category": "Europe" + }, + { + "url": "https://marcofranssen.nl/install-hashicorp-vault-on-kubernetes-using-helm-part-1", + "title": "==medium: Install Hashicorp Vault on Kubernetes using Helm - Part 1== |' Marco Franssen", + "date": "2026-06-14", + "stars": 0, + "impact": "high", + "why": "Demonstrates production-ready deployment patterns for enterprise secrets management using HashiCorp Vault and Helm on Kubernetes.", + "category": "Europe" + }, + { + "url": "https://blog.knell.it/making-your-helm-chart-observable-for-prometheus", + "title": "blog.knell.it: Making your Helm Chart observable for Prometheus", + "date": "2026-05-17", + "stars": 0, + "impact": "medium", + "why": "Provides practical instructions for instrumenting custom Helm charts with native Prometheus monitoring and observability.", + "category": "Europe" + }, + { + "url": "https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1", + "title": "en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test", + "date": "2026-05-17", + "stars": 0, + "impact": "medium", + "why": "Streamlines local developer workflows and CI testing cycles by utilizing lightweight k3s and k3d Kubernetes environments.", + "category": "Europe" + }, + { + "url": "https://blog.alterway.fr/en/building-a-continious-deployment-pipeline-with-kubernetes-and-concourse-ci.html", + "title": "Building a continious deployment pipeline with Kubernetes and Concourse-CI", "date": "2026-06-01", "stars": 0, "impact": "medium", - "why": "Introduces syntax-aware structural diffing, greatly improving code and Kubernetes manifest reviews compared to traditional line-based diffs.", + "why": "Illustrates secure continuous deployment patterns and role-based access controls interfacing CI pipelines directly with Kubernetes.", + "category": "Europe" + }, + { + "url": "https://ruuda.nl/2023/the-yaml-document-from-hell", + "title": "ruudvanasseldonk.com: The yaml document from hell", + "date": "2026-06-14", + "stars": 0, + "impact": "medium", + "why": "Highlights crucial edge cases and syntax hazards in YAML parsing that directly affect Kubernetes manifest reliability.", "category": "Europe" } ], @@ -5014,48 +5014,12 @@ ], "CI/CD & GitOps": [ { - "url": "https://nubenetes.com/helm", - "title": "Helm", - "date": "2026-06-14", + "url": "https://argoproj.github.io/argo-cd", + "title": "Argo CD", + "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "As the de facto package manager for Kubernetes, Helm remains the core standard for packaging and deploying cloud-native applications.", - "category": "CI/CD & GitOps" - }, - { - "url": "https://github.com/argoproj/argo-cd/pull/26601", - "title": "feat(ui): Add AppSet to Application Resource Tree in Argo CD", - "date": "2026-06-14", - "stars": 5, - "impact": "medium", - "why": "This enhancement resolves a major observability bottleneck by mapping complex, multi-tenant ApplicationSet topologies directly in the Argo CD dashboard.", - "category": "CI/CD & GitOps" - }, - { - "url": "https://github.com/tektoncd/pipeline", - "title": "github: Tekton Pipelines", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "Tekton provides the standard, highly scalable Kubernetes-native framework for building modular and declarative CI/CD pipelines.", - "category": "CI/CD & GitOps" - }, - { - "url": "https://github.com/dagger/dagger", - "title": "==dagger/dagger: Dagger is a portable devkit for CICD==", - "date": "2026-06-14", - "stars": 5, - "impact": "critical", - "why": "Dagger introduces a paradigm shift in CI/CD by replacing brittle YAML pipelines with portable, container-native code written in general-purpose languages.", - "category": "CI/CD & GitOps" - }, - { - "url": "https://github.com/glasskube/glasskube", - "title": "github.com/glasskube/glasskube", - "date": "2026-06-14", - "stars": 5, - "impact": "high", - "why": "Glasskube offers a next-generation approach to Kubernetes package management, streamlining installation, dependency resolution, and automated updates.", + "why": "Argo CD is the industry-standard CNCF graduated continuous delivery tool driving declarative GitOps adoption across enterprise Kubernetes clusters.", "category": "CI/CD & GitOps" }, { @@ -5064,7 +5028,34 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "Flux v2 is a foundational CNCF graduated project that defines modern GitOps continuous delivery through its powerful GitOps Toolkit controllers.", + "why": "Flux v2 provides the foundational GitOps Toolkit controllers enabling scalable, modular reconciliation of cloud-native infrastructure.", + "category": "CI/CD & GitOps" + }, + { + "url": "https://github.com/dagger/dagger", + "title": "==dagger/dagger: Dagger is a portable devkit for CICD==", + "date": "2026-06-14", + "stars": 5, + "impact": "critical", + "why": "Dagger introduces a major paradigm shift by enabling developers to build portable, containerized CI/CD pipelines in standard programming languages via BuildKit.", + "category": "CI/CD & GitOps" + }, + { + "url": "https://nubenetes.com/helm", + "title": "Helm", + "date": "2026-06-14", + "stars": 5, + "impact": "high", + "why": "Helm remains the core package manager and release orchestration standard for managing application lifecycle templates in Kubernetes.", + "category": "CI/CD & GitOps" + }, + { + "url": "https://github.com/tektoncd/pipeline", + "title": "github: Tekton Pipelines", + "date": "2026-06-14", + "stars": 5, + "impact": "high", + "why": "Tekton provides the CNCF standard specification and execution engine for declarative, Kubernetes-native CI/CD pipelines.", "category": "CI/CD & GitOps" }, { @@ -5073,25 +5064,7 @@ "date": "2026-06-08", "stars": 5, "impact": "high", - "why": "This controller natively bridges Infrastructure-as-Code and GitOps by enabling continuous, automated reconciliation of OpenTofu and Terraform resources.", - "category": "CI/CD & GitOps" - }, - { - "url": "https://argoproj.github.io/argo-cd", - "title": "Argo CD", - "date": "2026-06-01", - "stars": 5, - "impact": "critical", - "why": "Argo CD is the industry-standard declarative GitOps tool, vital for maintaining real-time alignment between Git configurations and active Kubernetes clusters.", - "category": "CI/CD & GitOps" - }, - { - "url": "https://www.jenkins.io/projects/jcasc", - "title": "Jenkins Configuration as Code", - "date": "2025-06-01", - "stars": 5, - "impact": "high", - "why": "Jenkins Configuration as Code modernizes traditional CI infrastructure by allowing entire Jenkins instances to be managed declaratively via YAML.", + "why": "Tofu-controller unites GitOps continuous delivery workflows with OpenTofu and Terraform infrastructure-as-code management inside Kubernetes.", "category": "CI/CD & GitOps" }, { @@ -5100,7 +5073,34 @@ "date": "2026-06-14", "stars": 4, "impact": "high", - "why": "Keptn shifts delivery quality-assurance left by providing a standardized, SLO-driven control plane for cloud-native application orchestration.", + "why": "Keptn establishes cloud-native control plane orchestration for SLO-driven releases, quality gates, and automated deployment strategies.", + "category": "CI/CD & GitOps" + }, + { + "url": "https://github.com/kubernetes/test-infra/tree/master/prow", + "title": "Prow", + "date": "2026-06-13", + "stars": 5, + "impact": "high", + "why": "Prow powers the massive-scale, event-driven CI/CD and policy enforcement infrastructure running the Kubernetes project ecosystem.", + "category": "CI/CD & GitOps" + }, + { + "url": "https://github.com/glasskube/glasskube", + "title": "github.com/glasskube/glasskube", + "date": "2026-06-14", + "stars": 5, + "impact": "medium", + "why": "Glasskube represents a novel next-generation approach to Kubernetes package management with automated updates and simplified dependency handling.", + "category": "CI/CD & GitOps" + }, + { + "url": "https://github.com/argoproj/argo-cd/pull/26601", + "title": "feat(ui): Add AppSet to Application Resource Tree in Argo CD", + "date": "2026-06-14", + "stars": 5, + "impact": "medium", + "why": "Integrating ApplicationSets directly into the Argo CD resource tree significantly improves enterprise visibility across complex multi-tenant GitOps topologies.", "category": "CI/CD & GitOps" } ], @@ -5203,7 +5203,7 @@ "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "Cgroups v2 is the foundational resource isolation layer for modern container runtimes and Kubernetes, making memory pressure stall tracking essential for cloud-native operations.", + "why": "Provides an essential deep dive into cgroup v2, PSI metrics, and resource hierarchy foundational to modern Linux container runtimes.", "category": "Linux & System Foundations" }, { @@ -5211,8 +5211,8 @@ "title": "bpftrace", "date": "2026-06-13", "stars": 5, - "impact": "high", - "why": "eBPF-powered tracing with bpftrace provides high-performance, dynamic kernel-level diagnostics crucial for modern cloud-native observability.", + "impact": "critical", + "why": "Serves as the standard high-level tracing language leveraging eBPF for deep kernel introspection, performance profiling, and system diagnostics.", "category": "Linux & System Foundations" }, { @@ -5221,7 +5221,7 @@ "date": "2026-06-01", "stars": 5, "impact": "high", - "why": "LWN.net serves as the premier authoritative resource for systems engineers tracking Linux kernel architectures and systems programming evolutions.", + "why": "The premier architectural journal covering Linux kernel subsystems, systems programming changes, and core OS developments.", "category": "Linux & System Foundations" }, { @@ -5230,7 +5230,7 @@ "date": "2026-03-05", "stars": 5, "impact": "high", - "why": "This comprehensive checklist provides production-grade hardening steps critical for securing modern Linux hosts against enterprise threats.", + "why": "A comprehensive operational baseline for hardening enterprise Linux servers across SSH, kernel parameters, and access controls.", "category": "Linux & System Foundations" }, { @@ -5239,7 +5239,16 @@ "date": "2024-04-30", "stars": 5, "impact": "high", - "why": "Termshark brings interactive packet analysis to headless systems and Kubernetes nodes over secure shell sessions, simplifying remote network debugging.", + "why": "Enables interactive, terminal-based packet analysis directly on headless remote Linux hosts and Kubernetes nodes without a graphical interface.", + "category": "Linux & System Foundations" + }, + { + "url": "https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux", + "title": "sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "Delivers practical diagnostic workflows comparing legacy netstat and modern ss for low-level TCP/UDP socket troubleshooting.", "category": "Linux & System Foundations" }, { @@ -5247,8 +5256,17 @@ "title": "github: Safe ways to do things in bash", "date": "2026-01-05", "stars": 5, - "impact": "medium", - "why": "Establishes rigorous safety standards and quoting best practices to prevent destructive failures in production automation and bash scripting.", + "impact": "high", + "why": "Establishes critical defensive programming standards to prevent variable expansion bugs, injection vulnerabilities, and silent failures in shell scripts.", + "category": "Linux & System Foundations" + }, + { + "url": "https://github.com/jlevy/the-art-of-command-line", + "title": "The Art of Command Line", + "date": "2026-06-18", + "stars": 5, + "impact": "high", + "why": "An exhaustive single-page reference for command-line mastery, process inspection, pipeline debugging, and terminal productivity.", "category": "Linux & System Foundations" }, { @@ -5257,34 +5275,16 @@ "date": "2026-06-01", "stars": 4, "impact": "medium", - "why": "Offers an aggregated, high-density reference guide for on-call systems administrators troubleshooting complex infrastructure failures.", + "why": "Offers an on-call operational reference for system administration, performance monitoring, and real-world Linux troubleshooting.", "category": "Linux & System Foundations" }, { - "url": "https://www.tecmint.com/control-systemd-services-on-remote-linux-server", - "title": "tecmint.com: How to Control Systemd Services on Remote Linux Server", + "url": "https://nikhilism.com/post/2020/mystery-knowledge-useful-tools", + "title": "nikhilism.com: Mystery Knowledge and Useful Tools", "date": "2026-06-01", "stars": 4, "impact": "medium", - "why": "Demonstrates native remote service management pattern using systemctl over SSH, avoiding the complexity of installing heavyweight management agents.", - "category": "Linux & System Foundations" - }, - { - "url": "https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux", - "title": "sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟", - "date": "2026-06-01", - "stars": 5, - "impact": "medium", - "why": "Explains the modern transition from legacy netstat to the highly efficient ss utility for real-time network socket diagnostics on modern Linux kernels.", - "category": "Linux & System Foundations" - }, - { - "url": "https://github.com/oils-for-unix/oils/wiki/Alternative-Shells", - "title": "oilshell: Alternative shells", - "date": "2026-05-31", - "stars": 5, - "impact": "medium", - "why": "Evaluates next-generation Unix shells, facilitating a paradigm shift towards structured JSON-first output and safer shell programming paradigms.", + "why": "Compiles critical esoteric Unix knowledge covering process lifecycles, signal handling quirks, and advanced system debugging utilities.", "category": "Linux & System Foundations" } ], @@ -5387,61 +5387,7 @@ "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "It is the official training and certification authority for open-source engineering, controlling the curricula and standards for the essential CKA, CKAD, and CKS benchmarks.", - "category": "Certification & Training" - }, - { - "url": "https://github.com/stefanprodan/podinfo", - "title": "==stefanprodan/podinfo==", - "date": "2026-06-08", - "stars": 4, - "impact": "critical", - "why": "This repository serves as the industry-standard Go microservice for teaching and demonstrating advanced Kubernetes orchestration, health checking, and progressive delivery.", - "category": "Certification & Training" - }, - { - "url": "https://skillbuilder.aws/", - "title": "skillbuilder.aws: AWS Skill Builder", - "date": "2026-06-25", - "stars": 5, - "impact": "critical", - "why": "As AWS's official unified digital learning portal, it defines the training paths, hands-on labs, and exam preparation resources for the world's largest cloud provider.", - "category": "Certification & Training" - }, - { - "url": "https://kube.academy", - "title": "kube.academy", - "date": "2026-06-01", - "stars": 4, - "impact": "high", - "why": "Sponsored by VMware Tanzu, this platform offers polished, highly detailed modular courses specifically targeting complex Kubernetes multi-tenancy, scaling, and control-plane metrics.", - "category": "Certification & Training" - }, - { - "url": "https://www.whizlabs.com", - "title": "Whizlabs", - "date": "2026-06-01", - "stars": 4, - "impact": "high", - "why": "A leading professional training platform that provides realistic cloud-based sandboxes and focused exam simulations for CKA, CKAD, and CKS certifications.", - "category": "Certification & Training" - }, - { - "url": "https://github.com/techiescamp/devops-projects", - "title": "==techiescamp/devops-projects==:Real-World DevOps Projects For Learning", - "date": "2026-06-18", - "stars": 5, - "impact": "high", - "why": "Provides highly valuable, end-to-end infrastructure blueprints and multi-tier pipelines that enable developers to learn DevOps through real-world scenarios.", - "category": "Certification & Training" - }, - { - "url": "https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS", - "title": "==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==", - "date": "2025-04-27", - "stars": 5, - "impact": "high", - "why": "An exceptional operational learning curriculum that forces engineers to build AWS infrastructure, pipelines, and security mechanisms from the ground up.", + "why": "The Linux Foundation provides the canonical curricula and certification authority for core cloud-native credentials including CKA, CKAD, and CKS.", "category": "Certification & Training" }, { @@ -5450,25 +5396,79 @@ "date": "2026-06-01", "stars": 5, "impact": "high", - "why": "The canonical CLI cheat sheet indispensable for learning syntax patterns, debugging clusters, and passing hands-on Kubernetes exams.", + "why": "The official kubectl reference serves as the indispensable command guide for real-world cluster operations and hands-on Kubernetes exams.", "category": "Certification & Training" }, { - "url": "https://github.com/redhat-developer-demos/knative-tutorial", - "title": "knative-tutorial", - "date": "2026-01-15", + "url": "https://skillbuilder.aws/", + "title": "skillbuilder.aws: AWS Skill Builder", + "date": "2026-06-25", "stars": 5, - "impact": "medium", - "why": "Delivers a structured, practical path to learning serverless orchestration, traffic splitting, and scale-to-zero capabilities with Knative.", + "impact": "high", + "why": "AWS's official digital learning platform delivers definitive exam readiness paths and hands-on cloud architecture labs.", "category": "Certification & Training" }, { - "url": "https://www.edx.org", - "title": "edx.org", + "url": "https://kube.academy", + "title": "kube.academy", "date": "2026-06-01", "stars": 4, + "impact": "high", + "why": "VMware Tanzu's Kube Academy provides modular, enterprise-focused educational tracks on Kubernetes scaling, multi-tenancy, and cluster security.", + "category": "Certification & Training" + }, + { + "url": "https://www.whizlabs.com", + "title": "Whizlabs", + "date": "2026-06-01", + "stars": 4, + "impact": "high", + "why": "A premier enterprise exam simulation platform offering practical sandbox environments tailored to CKA, CKAD, and CKS certification candidates.", + "category": "Certification & Training" + }, + { + "url": "https://github.com/stefanprodan/podinfo", + "title": "==stefanprodan/podinfo==", + "date": "2026-06-08", + "stars": 4, + "impact": "high", + "why": "Podinfo is the industry standard sample microservice used across tutorials to demonstrate Kubernetes deployment strategies, observability, and progressive delivery.", + "category": "Certification & Training" + }, + { + "url": "https://github.com/techiescamp/devops-projects", + "title": "==techiescamp/devops-projects==:Real-World DevOps Projects For Learning", + "date": "2026-06-18", + "stars": 5, + "impact": "high", + "why": "Delivers real-world, multi-tier infrastructure and CI/CD project templates essential for practical cloud-native skills building.", + "category": "Certification & Training" + }, + { + "url": "https://cheatsheetseries.owasp.org/index.html", + "title": "cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "The OWASP cheat sheet series is the definitive reference for security engineering, vulnerability mitigations, and container hardening.", + "category": "Certification & Training" + }, + { + "url": "https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS", + "title": "==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==", + "date": "2025-04-27", + "stars": 5, "impact": "medium", - "why": "Serves as the primary academic host for the Linux Foundation's official cloud-native course catalog, combining theoretical principles with CLI practice.", + "why": "Offers an intensive, production-oriented curriculum for building resilient AWS infrastructure and automation from the ground up.", + "category": "Certification & Training" + }, + { + "url": "https://developer.hashicorp.com/terraform/cli/commands", + "title": "terraform.io: Terraform Commands", + "date": "2026-06-01", + "stars": 5, + "impact": "medium", + "why": "HashiCorp's authoritative CLI documentation is essential for mastering state management and infrastructure as code certification competencies.", "category": "Certification & Training" } ], @@ -5571,7 +5571,7 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "Backstage drastically simplifies platform engineering by providing a unified internal developer portal framework to manage service catalogs and software templates.", + "why": "Backstage is the industry standard open-source framework for building internal developer portals, fundamentally reshaping platform engineering and developer autonomy.", "category": "DevOps & Culture" }, { @@ -5579,17 +5579,8 @@ "title": "Devtron", "date": "2026-06-10", "stars": 5, - "impact": "critical", - "why": "Devtron streamlines Kubernetes AppOps by consolidating GitOps, CI/CD, and observability into a single self-service dashboard for dev teams.", - "category": "DevOps & Culture" - }, - { - "url": "https://nubenetes.com/iac", - "title": "IaC Infrastructure as Code", - "date": "2026-06-14", - "stars": 5, "impact": "high", - "why": "This architectural reference outlines modern paradigm shifts in treating infrastructure state as code across complex multi-cloud and Kubernetes environments.", + "why": "Devtron delivers an all-in-one open-source AppOps platform for Kubernetes, streamlining GitOps, CI/CD, and operational visibility across clusters.", "category": "DevOps & Culture" }, { @@ -5598,7 +5589,16 @@ "date": "2026-06-12", "stars": 5, "impact": "high", - "why": "It bridges AI capabilities and DevOps management, allowing AI agents to natively coordinate, query, and automate Azure DevOps workflows.", + "why": "Integrates modern AI agents into enterprise Azure DevOps workflows using the Model Context Protocol to automate pipeline management and issue tracking.", + "category": "DevOps & Culture" + }, + { + "url": "https://nubenetes.com/iac", + "title": "IaC Infrastructure as Code", + "date": "2026-06-14", + "stars": 5, + "impact": "high", + "why": "Establishes core architectural patterns and declarative practices for treating multi-cloud and cluster infrastructure state as reliable software code.", "category": "DevOps & Culture" }, { @@ -5607,16 +5607,25 @@ "date": "2026-06-14", "stars": 4, "impact": "high", - "why": "This analysis highlights the evolution of DevOps into PlatformOps, treating internal tooling and infrastructure APIs as structured products to accelerate delivery.", + "why": "Defines the transition from traditional DevOps to PlatformOps, showing how treating internal infrastructure as a product drastically accelerates developer velocity.", "category": "DevOps & Culture" }, { - "url": "https://nubenetes.com/noops", - "title": "NoOps", + "url": "https://blogs.vmware.com/cloud-foundation", + "title": "blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟", "date": "2026-06-14", "stars": 4, "impact": "high", - "why": "The conceptual guide details the strategic migration toward NoOps, enabling cloud-native teams to offload infrastructure management entirely to automated platforms.", + "why": "Highlights the essential cultural principles of psychological safety, collaboration, and decentralized autonomy necessary for high-functioning engineering teams.", + "category": "DevOps & Culture" + }, + { + "url": "https://www.puppet.com/resources/state-of-devops-report", + "title": "puppet.com: The 2021 State of DevOps Report is here! 🌟", + "date": "2026-06-18", + "stars": 4, + "impact": "high", + "why": "A landmark industry benchmark report that established the quantitative correlation between platform engineering, self-service tools, and organizational DevOps maturity.", "category": "DevOps & Culture" }, { @@ -5625,34 +5634,25 @@ "date": "2026-05-29", "stars": 4, "impact": "high", - "why": "It solves a major CI/CD operational bottleneck by enabling developers to interactively debug failing GitHub Actions runners in real-time over SSH.", + "why": "Solves a major developer friction point by providing direct interactive SSH debugging for failing CI/CD runs on GitHub Actions runners.", "category": "DevOps & Culture" }, { - "url": "https://github.com/KusionStack/kusion", - "title": "github.com/KusionStack/kusion", - "date": "2026-01-04", - "stars": 3, - "impact": "high", - "why": "Kusion delivers an intent-driven declarative model to decouple application definitions from complex cloud-native infrastructure platforms.", - "category": "DevOps & Culture" - }, - { - "url": "https://cursor.com/download", - "title": "Download Cursor | AI-Powered Code Editor", - "date": "2026-06-02", - "stars": 4, - "impact": "high", - "why": "As a premier AI-first code editor, Cursor is redefining developer productivity and collaboration cultures through agentic coding workflows.", - "category": "DevOps & Culture" - }, - { - "url": "https://www.atlassian.com/blog/company-news/cursor-in-jira", - "title": "Introducing Cursor in Jira - Inside Atlassian", - "date": "2026-06-02", + "url": "https://nubenetes.com/noops", + "title": "NoOps", + "date": "2026-06-14", "stars": 4, "impact": "medium", - "why": "Integrating AI code generation with agile project management reduces context switching by linking Cursor agents directly to active Jira tasks.", + "why": "Explores the evolving paradigm of NoOps and how cloud-native automation and self-healing infrastructure minimize manual operations overhead.", + "category": "DevOps & Culture" + }, + { + "url": "https://vadimkravcenko.com/shorts/promotion-based-development", + "title": "Promotion-Based Development: A Fast Track to Mediocrity", + "date": "2026-06-18", + "stars": 4, + "impact": "medium", + "why": "Addresses a critical engineering culture anti-pattern by analyzing how promotion incentives can unintentionally drive architectural over-engineering over system reliability.", "category": "DevOps & Culture" } ], @@ -5663,16 +5663,7 @@ "date": "2026-06-01", "stars": 5, "impact": "critical", - "why": "Ray is the industry-standard distributed execution framework essential for scaling heavy AI training and inference workloads across cloud-native environments.", - "category": "MLOps & Data Science" - }, - { - "url": "https://github.com/Netflix/metaflow", - "title": "==github.com/Netflix/metaflow== 🌟", - "date": "2026-06-13", - "stars": 5, - "impact": "critical", - "why": "Metaflow seamlessly bridges local data science development with enterprise-scale cloud infrastructure, making it a premier pipeline framework.", + "why": "Ray has become the industry-standard distributed compute engine for scaling AI training and inference on Kubernetes.", "category": "MLOps & Data Science" }, { @@ -5681,7 +5672,16 @@ "date": "2026-05-17", "stars": 0, "impact": "critical", - "why": "This landmark case study outlines the critical infrastructure patterns required to scale Kubernetes to thousands of nodes for massive-scale ML training workloads.", + "why": "A foundational benchmark demonstrating how Kubernetes scales to massive multi-thousand node clusters for frontier AI workloads.", + "category": "MLOps & Data Science" + }, + { + "url": "https://github.com/Netflix/metaflow", + "title": "==github.com/Netflix/metaflow== 🌟", + "date": "2026-06-13", + "stars": 5, + "impact": "high", + "why": "Metaflow provides a battle-tested abstraction layer connecting Pythonic data science workflows seamlessly with enterprise cloud compute.", "category": "MLOps & Data Science" }, { @@ -5690,16 +5690,16 @@ "date": "2026-05-19", "stars": 5, "impact": "high", - "why": "It provides the foundational enterprise recipes for scaling, optimizing, and fine-tuning LLMs in production environments.", + "why": "Meta's standard reference recipes define best practices for enterprise PEFT fine-tuning, quantization, and LLM serving.", "category": "MLOps & Data Science" }, { - "url": "https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md", - "title": "==mikeroyal/Kubernetes-Guide: Machine Learning== 🌟", - "date": "2026-06-18", + "url": "https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems", + "title": "SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems", + "date": "2026-06-02", "stars": 4, "impact": "high", - "why": "This comprehensive guide serves as a vital blueprint for architecting, deploying, and managing complex machine learning platforms on Kubernetes.", + "why": "Introduces a novel architectural paradigm consolidating vector indexing, filtering, and retrieval into a unified GPU-native model.", "category": "MLOps & Data Science" }, { @@ -5708,7 +5708,25 @@ "date": "2026-06-08", "stars": 5, "impact": "high", - "why": "Argilla delivers crucial human-in-the-loop data curation capabilities necessary for continuously fine-tuning production LLM workflows.", + "why": "Argilla delivers critical data curation and human-in-the-loop feedback mechanisms required for production LLM alignment and fine-tuning.", + "category": "MLOps & Data Science" + }, + { + "url": "https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md", + "title": "==mikeroyal/Kubernetes-Guide: Machine Learning== 🌟", + "date": "2026-06-18", + "stars": 4, + "impact": "high", + "why": "A comprehensive cloud-native architectural guide mapping how machine learning workloads run efficiently on Kubernetes.", + "category": "MLOps & Data Science" + }, + { + "url": "https://medium.com/bakdata/scalable-machine-learning-with-kafka-streams-and-kserve-85308858d867", + "title": "medium.com/bakdata: Scalable Machine Learning with Kafka Streams and KServe", + "date": "2026-05-17", + "stars": 0, + "impact": "medium", + "why": "Demonstrates an end-to-end cloud-native pattern for real-time streaming ML inference using Kafka and KServe.", "category": "MLOps & Data Science" }, { @@ -5716,35 +5734,17 @@ "title": "tensorchord/envd: Reproducible development environment for AI/ML 🌟", "date": "2026-05-21", "stars": 3, - "impact": "high", - "why": "Envd dramatically simplifies cloud-native ML operations by translating Python definitions into reproducible, containerized GPU development environments.", + "impact": "medium", + "why": "Envd streamlines AI reproducibility by transforming Python declarations directly into isolated, CUDA-ready containerized environments.", "category": "MLOps & Data Science" }, { - "url": "https://github.com/aimhubio/aim", - "title": "github.com/aimhubio/aim", - "date": "2026-06-13", + "url": "https://github.com/XuehaiPan/nvitop", + "title": "==github.com/XuehaiPan/nvitop== 🌟", + "date": "2026-05-25", "stars": 4, "impact": "medium", - "why": "Aim offers a modern, highly responsive open-source alternative for tracking and visualizing massive volumes of ML experiment metrics.", - "category": "MLOps & Data Science" - }, - { - "url": "https://medium.com/workday-engineering/implementing-a-fully-automated-sharding-strategy-on-kubernetes-for-multi-tenanted-machine-learning-4371c48122ae", - "title": "medium.com/workday-engineering: Implementing a Fully Automated Sharding' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications", - "date": "2026-05-17", - "stars": 0, - "impact": "medium", - "why": "This presents an advanced architectural blueprint for automating database sharding for multi-tenant machine learning applications on Kubernetes.", - "category": "MLOps & Data Science" - }, - { - "url": "https://medium.com/@kevin30101999/machine-learning-pipeline-using-argo-workflow-be91feb07c41", - "title": "medium.com/@kevin30101999: Machine Learning Pipeline using Argo workflow' 🌟", - "date": "2026-05-17", - "stars": 0, - "impact": "medium", - "why": "It demonstrates how to orchestrate end-to-end machine learning pipelines natively on Kubernetes using Argo Workflows.", + "why": "An essential operational tool modernizing GPU utilization tracking, memory profiling, and process inspection across ML nodes.", "category": "MLOps & Data Science" } ], @@ -5939,7 +5939,7 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "It is the industry-standard OCI container runtime that directly powers Kubernetes nodes and modern enterprise cloud platforms.", + "why": "The industry-standard, CNCF-graduated container runtime underpinning modern Kubernetes clusters and production workloads.", "category": "Containers & Runtime" }, { @@ -5948,7 +5948,7 @@ "date": "2026-06-13", "stars": 5, "impact": "critical", - "why": "It serves as the canonical low-level OCI reference runtime responsible for spawning and executing Linux containers across the ecosystem.", + "why": "The canonical OCI low-level container runtime that directly interfaces with the Linux kernel to execute containers.", "category": "Containers & Runtime" }, { @@ -5956,8 +5956,8 @@ "title": "buildkit", "date": "2026-06-14", "stars": 5, - "impact": "high", - "why": "It redefines container image creation with concurrent execution, advanced caching, and high-performance build pipelines.", + "impact": "critical", + "why": "The foundational modern build engine enabling high-performance, concurrent, and secure container image construction.", "category": "Containers & Runtime" }, { @@ -5966,34 +5966,7 @@ "date": "2026-06-01", "stars": 5, "impact": "high", - "why": "It provides a daemonless, rootless container engine framework that enhances host security boundaries for enterprise workloads.", - "category": "Containers & Runtime" - }, - { - "url": "https://knative.dev", - "title": "knative.dev", - "date": "2026-06-01", - "stars": 5, - "impact": "high", - "why": "It is the leading Kubernetes-native serverless platform providing request-driven autoscaling and scale-to-zero application runtimes.", - "category": "Containers & Runtime" - }, - { - "url": "https://dapr.io", - "title": "Dapr", - "date": "2026-06-01", - "stars": 5, - "impact": "high", - "why": "It offers a standard cloud-native application runtime with pluggable sidecar APIs for microservices state and messaging.", - "category": "Containers & Runtime" - }, - { - "url": "https://buildah.io", - "title": "buildah", - "date": "2026-06-01", - "stars": 5, - "impact": "high", - "why": "It enables fine-grained, daemonless OCI image construction, ideal for unprivileged container creation in secure CI/CD pipelines.", + "why": "Provides a leading daemonless, rootless container management framework that improves host security and developer workflows.", "category": "Containers & Runtime" }, { @@ -6002,7 +5975,34 @@ "date": "2026-05-30", "stars": 5, "impact": "high", - "why": "It delivers a lightweight, ultra-fast C-based OCI runtime alternative to runc with low memory footprint and native cgroups v2 support.", + "why": "A lightweight, high-performance C-based OCI runtime offering superior speed and memory efficiency over traditional runtimes.", + "category": "Containers & Runtime" + }, + { + "url": "https://buildah.io", + "title": "buildah", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "Specializes in building daemonless, rootless OCI container images with fine-grained layer control in CI/CD environments.", + "category": "Containers & Runtime" + }, + { + "url": "https://knative.dev", + "title": "knative.dev", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "The premier Kubernetes-native platform for deploying scale-to-zero serverless container workloads and event-driven architectures.", + "category": "Containers & Runtime" + }, + { + "url": "https://dapr.io", + "title": "Dapr", + "date": "2026-06-01", + "stars": 5, + "impact": "high", + "why": "Delivers a cloud-native distributed application runtime using sidecar APIs to decouple application logic from infrastructure.", "category": "Containers & Runtime" }, { @@ -6011,16 +6011,16 @@ "date": "2026-06-12", "stars": 5, "impact": "high", - "why": "It is the dominant GitHub Action powering multi-architecture image compilation and caching via BuildKit in modern DevOps workflows.", + "why": "The definitive CI/CD action for building, caching, and pushing multi-platform container images across the industry.", "category": "Containers & Runtime" }, { - "url": "https://github.com/cert-manager/cert-manager", - "title": "==cert-manager/cert-manager==", - "date": "2026-06-14", + "url": "https://github.com/wagoodman/dive", + "title": "dive 🌟", + "date": "2025-12-15", "stars": 5, - "impact": "high", - "why": "It automates container runtime TLS certificate lifecycles to guarantee encrypted transport paths across cloud-native clusters.", + "impact": "medium", + "why": "An essential developer and CI utility for inspecting container image layers and optimizing overall image size.", "category": "Containers & Runtime" } ], @@ -6117,13 +6117,22 @@ } ], "AWS": [ + { + "url": "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", + "date": "2026-06-02", + "stars": 4, + "impact": "critical", + "why": "Marks a major industry milestone by bringing OpenAI frontier models directly to Amazon Bedrock for enterprise generative AI workloads.", + "category": "AWS" + }, { "url": "https://github.com/aws/containers-roadmap", "title": "aws/containers-roadmap: AWS Containers Roadmap", "date": "2025-03-25", "stars": 5, "impact": "critical", - "why": "Provides a direct public channel for cloud-native engineers to track, influence, and align with the official feature roadmap for AWS EKS, ECS, and ECR.", + "why": "Provides direct engineering visibility and community tracking for AWS's core cloud-native container ecosystem across EKS, ECS, and ECR.", "category": "AWS" }, { @@ -6132,43 +6141,7 @@ "date": "2026-03-23", "stars": 5, "impact": "critical", - "why": "Acts as the gold standard for offline cloud development, enabling high-fidelity local emulation of AWS container, database, and serverless APIs.", - "category": "AWS" - }, - { - "url": "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", - "date": "2026-06-02", - "stars": 4, - "impact": "critical", - "why": "Enables enterprise-grade orchestration of frontier OpenAI models directly within the secure, governed framework of Amazon Bedrock.", - "category": "AWS" - }, - { - "url": "https://netflixtechblog.com/from-silos-to-service-topology-why-netflix-built-a-real-time-service-map-0165ba13a7bc?source=rss----2615bd06b42e---4", - "title": "From Silos to Service Topology: Why Netflix Built a Real-Time Service Map", - "date": "2026-06-02", - "stars": 4, - "impact": "high", - "why": "Demonstrates the power of using eBPF telemetry to automatically map real-time service topologies and dependencies across massive microservice meshes.", - "category": "AWS" - }, - { - "url": "https://github.com/saml-to/assume-aws-role-action", - "title": "saml-to/assume-aws-role-action", - "date": "2024-01-09", - "stars": 5, - "impact": "high", - "why": "Hardens modern CI/CD pipelines by shifting authentication from static AWS access keys to secure, short-lived OIDC-based IAM roles.", - "category": "AWS" - }, - { - "url": "https://github.com/tenable/access-undenied-aws", - "title": "ermetic/access-undenied-aws 🌟", - "date": "2026-04-13", - "stars": 5, - "impact": "high", - "why": "Drastically reduces debugging overhead for security engineers by analyzing CloudTrail events to pinpoint the exact IAM policy or SCP causing an authorization block.", + "why": "Acts as the industry-standard local cloud emulator for testing and developing AWS cloud-native architectures without cloud spend.", "category": "AWS" }, { @@ -6177,25 +6150,25 @@ "date": "2026-06-02", "stars": 4, "impact": "high", - "why": "Re-architects OpenSearch Serverless with strict compute-storage separation, providing a highly scalable platform for modern agentic AI workloads.", + "why": "Introduces a disaggregated compute-storage architecture for OpenSearch Serverless to scale dynamic vector search in AI applications.", "category": "AWS" }, { - "url": "https://github.com/one2nc/cloudlens", - "title": "github.com/one2nc/cloudlens 🌟", - "date": "2024-04-20", - "stars": 5, - "impact": "high", - "why": "Brings a terminal-based, k9s-like interactive UI to cloud operators, simplifying visual navigation and monitoring of AWS cloud resources.", - "category": "AWS" - }, - { - "url": "https://github.com/awslabs/amazon-ecr-credential-helper", - "title": "awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper", - "date": "2026-06-09", + "url": "https://netflixtechblog.com/from-silos-to-service-topology-why-netflix-built-a-real-time-service-map-0165ba13a7bc?source=rss----2615bd06b42e---4", + "title": "From Silos to Service Topology: Why Netflix Built a Real-Time Service Map", + "date": "2026-06-02", "stars": 4, "impact": "high", - "why": "Secures container runtimes by automatically managing ECR login credentials, eliminating the operational risk of scheduling periodic token refresh scripts.", + "why": "Demonstrates advanced eBPF-driven network observability and real-time topology mapping for massive AWS microservice architectures.", + "category": "AWS" + }, + { + "url": "https://github.com/tenable/access-undenied-aws", + "title": "ermetic/access-undenied-aws 🌟", + "date": "2026-04-13", + "stars": 5, + "impact": "high", + "why": "Significantly accelerates cloud security operations by reverse-engineering AWS Access Denied errors to pinpoint policy boundaries and SCP blocks.", "category": "AWS" }, { @@ -6203,8 +6176,35 @@ "title": "Metabadger", "date": "2025-05-01", "stars": 5, + "impact": "high", + "why": "Automates enterprise-wide IMDSv2 enforcement on EC2 to mitigate critical SSRF risks and credential theft vulnerabilities.", + "category": "AWS" + }, + { + "url": "https://github.com/one2nc/cloudlens", + "title": "github.com/one2nc/cloudlens 🌟", + "date": "2024-04-20", + "stars": 5, "impact": "medium", - "why": "Mitigates high-risk Server-Side Request Forgery vulnerabilities in cloud workloads by automating the enforcement of EC2 IMDSv2.", + "why": "Provides an intuitive, k9s-style interactive terminal interface for managing and navigating AWS cloud infrastructure.", + "category": "AWS" + }, + { + "url": "https://github.com/awslabs/amazon-ecr-credential-helper", + "title": "awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper", + "date": "2026-06-09", + "stars": 4, + "impact": "medium", + "why": "Simplifies cloud-native container deployments by handling seamless IAM-authenticated Docker operations for Amazon ECR.", + "category": "AWS" + }, + { + "url": "https://github.com/awslabs/aws-cloudsaga", + "title": "==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==", + "date": "2026-06-13", + "stars": 5, + "impact": "medium", + "why": "Enables security engineering teams to simulate attack paths directly in AWS to validate detection engineering and incident response.", "category": "AWS" } ], @@ -6968,9 +6968,9 @@ "_meta": { "3_months": { "Kubernetes & Orchestration": { - "last_analyzed": "2026-08-01T10:15:31.800735+02:00", - "entry_hash": "d0e362fae4d0b59a", - "entry_count": 1387, + "last_analyzed": "2026-08-14T18:41:53.419675+02:00", + "entry_hash": "11737faafd48b0be", + "entry_count": 1378, "method": "gemini" }, "Observability, SRE & Testing": { @@ -6980,21 +6980,21 @@ "method": "gemini" }, "Azure": { - "last_analyzed": "2026-08-01T10:15:58.559729+02:00", - "entry_hash": "796c38770b931709", - "entry_count": 150, + "last_analyzed": "2026-08-14T18:41:59.501317+02:00", + "entry_hash": "fbdd8eaffe6768ab", + "entry_count": 149, "method": "gemini" }, "CI/CD & GitOps": { - "last_analyzed": "2026-07-13T17:43:40.953322+02:00", - "entry_hash": "5fdb5e0e1e567234", - "entry_count": 398, + "last_analyzed": "2026-08-14T18:42:06.668433+02:00", + "entry_hash": "3b130cab98e8ca65", + "entry_count": 396, "method": "gemini" }, "Python, Java & Developer Ecosystem": { - "last_analyzed": "2026-07-11T12:21:44.885026+02:00", - "entry_hash": "48ac1b2f1862a508", - "entry_count": 712, + "last_analyzed": "2026-08-14T18:42:12.224850+02:00", + "entry_hash": "218e5348c8b5e06c", + "entry_count": 709, "method": "gemini" }, "Linux & System Foundations": { @@ -7004,21 +7004,21 @@ "method": "gemini" }, "AI & Agents": { - "last_analyzed": "2026-08-01T10:16:28.897191+02:00", - "entry_hash": "ba272ef8a312d262", - "entry_count": 197, + "last_analyzed": "2026-08-14T18:42:22.827729+02:00", + "entry_hash": "0e88800b55e557b4", + "entry_count": 196, "method": "gemini" }, "Certification & Training": { - "last_analyzed": "2026-07-13T06:27:57.025267+02:00", + "last_analyzed": "2026-08-14T18:42:29.772992+02:00", "entry_hash": "40e6d2cbd3669ecc", "entry_count": 408, "method": "gemini" }, "Data, Messaging & Storage": { - "last_analyzed": "2026-07-13T17:43:55.204597+02:00", - "entry_hash": "cbc566c41d413c09", - "entry_count": 348, + "last_analyzed": "2026-08-14T18:42:35.739981+02:00", + "entry_hash": "83a8b726e4d2cd68", + "entry_count": 346, "method": "gemini" }, "Infrastructure as Code": { @@ -7028,7 +7028,7 @@ "method": "gemini" }, "DevOps & Culture": { - "last_analyzed": "2026-07-13T06:28:27.866764+02:00", + "last_analyzed": "2026-08-14T18:42:40.591647+02:00", "entry_hash": "65ab1eb6dc78f671", "entry_count": 182, "method": "gemini" @@ -7040,7 +7040,7 @@ "method": "gemini" }, "OpenShift / Red Hat": { - "last_analyzed": "2026-07-01T11:38:50.333327+02:00", + "last_analyzed": "2026-08-14T18:42:45.646646+02:00", "entry_hash": "1471ddd81b2976cd", "entry_count": 257, "method": "gemini" @@ -7070,9 +7070,9 @@ "method": "gemini" }, "Security & Compliance": { - "last_analyzed": "2026-07-01T11:39:05.002203+02:00", - "entry_hash": "e12489278321fa69", - "entry_count": 345, + "last_analyzed": "2026-08-14T18:42:51.500478+02:00", + "entry_hash": "e682f4fb07a0228f", + "entry_count": 343, "method": "gemini" }, "Architecture & Microservices": { @@ -7100,15 +7100,15 @@ "method": "gemini" }, "FinOps & Cloud Cost": { - "last_analyzed": "2026-07-11T12:22:56.273746+02:00", + "last_analyzed": "2026-08-14T18:42:57.422460+02:00", "entry_hash": "9d182c85ae35fb04", "entry_count": 41, "method": "gemini" }, "Virtualization & Private Cloud": { - "last_analyzed": "2026-08-01T10:18:46.883416+02:00", - "entry_hash": "5b270190d616e0ea", - "entry_count": 76, + "last_analyzed": "2026-08-14T18:43:04.010914+02:00", + "entry_hash": "e6bc69367bdb4e1c", + "entry_count": 74, "method": "gemini" }, "Asia-Pacific": { @@ -7126,33 +7126,33 @@ }, "6_months": { "Kubernetes & Orchestration": { - "last_analyzed": "2026-08-01T10:19:09.996373+02:00", - "entry_hash": "aafcc6e897a1dda2", - "entry_count": 1427, + "last_analyzed": "2026-08-14T18:43:10.373002+02:00", + "entry_hash": "982576799c3978c7", + "entry_count": 1425, "method": "gemini" }, "Observability, SRE & Testing": { - "last_analyzed": "2026-08-01T10:19:23.941119+02:00", - "entry_hash": "7d3c5d1a1a253139", - "entry_count": 529, + "last_analyzed": "2026-08-14T18:43:15.955261+02:00", + "entry_hash": "d022a490a905d150", + "entry_count": 528, "method": "gemini" }, "Azure": { - "last_analyzed": "2026-07-13T06:28:56.676186+02:00", + "last_analyzed": "2026-08-14T18:43:22.431867+02:00", "entry_hash": "bd13b6a87cb08ea1", "entry_count": 158, "method": "gemini" }, "CI/CD & GitOps": { - "last_analyzed": "2026-07-13T17:44:12.931260+02:00", + "last_analyzed": "2026-08-14T18:43:28.135312+02:00", "entry_hash": "0137860156e326fb", "entry_count": 400, "method": "gemini" }, "Python, Java & Developer Ecosystem": { - "last_analyzed": "2026-07-01T11:40:32.183040+02:00", - "entry_hash": "f4c85edd01978115", - "entry_count": 717, + "last_analyzed": "2026-08-14T18:43:34.848744+02:00", + "entry_hash": "50266904e0118e33", + "entry_count": 716, "method": "gemini" }, "Linux & System Foundations": { @@ -7162,9 +7162,9 @@ "method": "gemini" }, "AI & Agents": { - "last_analyzed": "2026-07-01T11:41:04.962413+02:00", - "entry_hash": "eb5cc344a8e62df4", - "entry_count": 201, + "last_analyzed": "2026-08-14T18:43:39.477767+02:00", + "entry_hash": "ef3c0dcf7650d432", + "entry_count": 200, "method": "gemini" }, "Certification & Training": { @@ -7180,13 +7180,13 @@ "method": "gemini" }, "Infrastructure as Code": { - "last_analyzed": "2026-07-13T06:29:40.799315+02:00", - "entry_hash": "09a1920edf2f9194", - "entry_count": 383, + "last_analyzed": "2026-08-14T18:43:49.443736+02:00", + "entry_hash": "e7652c806928ae24", + "entry_count": 382, "method": "gemini" }, "DevOps & Culture": { - "last_analyzed": "2026-07-13T06:29:55.721496+02:00", + "last_analyzed": "2026-08-14T18:43:55.069306+02:00", "entry_hash": "592647594667b3d6", "entry_count": 183, "method": "gemini" @@ -7198,43 +7198,43 @@ "method": "gemini" }, "OpenShift / Red Hat": { - "last_analyzed": "2026-07-11T12:23:58.401880+02:00", + "last_analyzed": "2026-08-14T18:44:00.276297+02:00", "entry_hash": "9590c00ca8b16239", "entry_count": 258, "method": "gemini" }, "GCP, OCI & Others": { - "last_analyzed": "2026-07-01T11:42:41.341683+02:00", + "last_analyzed": "2026-08-14T18:44:05.429831+02:00", "entry_hash": "04176211e9606861", "entry_count": 116, "method": "gemini" }, "Containers & Runtime": { - "last_analyzed": "2026-07-01T11:42:59.766181+02:00", + "last_analyzed": "2026-08-14T18:44:13.373997+02:00", "entry_hash": "a8675df16cd9fd35", "entry_count": 200, "method": "gemini" }, "Networking & Service Mesh": { - "last_analyzed": "2026-07-01T11:43:14.065393+02:00", + "last_analyzed": "2026-08-14T18:44:19.838900+02:00", "entry_hash": "9466ff2db3376cca", "entry_count": 244, "method": "gemini" }, "AWS": { - "last_analyzed": "2026-07-13T06:30:14.739154+02:00", - "entry_hash": "0b39aff5cc4dd26e", - "entry_count": 379, + "last_analyzed": "2026-08-14T18:44:26.018246+02:00", + "entry_hash": "dc39aac99440dfe2", + "entry_count": 378, "method": "gemini" }, "Security & Compliance": { - "last_analyzed": "2026-07-01T11:43:50.614977+02:00", - "entry_hash": "8f22fac9a5ef49dd", - "entry_count": 349, + "last_analyzed": "2026-08-14T18:44:38.945318+02:00", + "entry_hash": "8b921a1f337fcf6a", + "entry_count": 348, "method": "gemini" }, "Architecture & Microservices": { - "last_analyzed": "2026-07-11T12:24:16.341922+02:00", + "last_analyzed": "2026-08-14T18:44:44.170512+02:00", "entry_hash": "a3319ff172088f89", "entry_count": 235, "method": "gemini" @@ -7252,7 +7252,7 @@ "method": "gemini" }, "Europe": { - "last_analyzed": "2026-07-01T11:44:23.520740+02:00", + "last_analyzed": "2026-08-14T18:44:49.565252+02:00", "entry_hash": "6ae2f6a7eec2c6d0", "entry_count": 109, "method": "gemini" @@ -7308,7 +7308,7 @@ "method": "gemini" }, "CI/CD & GitOps": { - "last_analyzed": "2026-07-13T17:44:40.013113+02:00", + "last_analyzed": "2026-08-14T18:44:55.714621+02:00", "entry_hash": "f04d96b3a61338e2", "entry_count": 446, "method": "gemini" @@ -7320,7 +7320,7 @@ "method": "gemini" }, "Linux & System Foundations": { - "last_analyzed": "2026-07-13T06:30:47.883112+02:00", + "last_analyzed": "2026-08-14T18:45:01.238418+02:00", "entry_hash": "c30c20bf6bd9403b", "entry_count": 296, "method": "gemini" @@ -7332,7 +7332,7 @@ "method": "gemini" }, "Certification & Training": { - "last_analyzed": "2026-07-13T06:31:02.112931+02:00", + "last_analyzed": "2026-08-14T18:45:06.922526+02:00", "entry_hash": "ad730fc2ff15288f", "entry_count": 443, "method": "gemini" @@ -7344,13 +7344,13 @@ "method": "gemini" }, "DevOps & Culture": { - "last_analyzed": "2026-07-13T06:31:30.631056+02:00", + "last_analyzed": "2026-08-14T18:45:12.837347+02:00", "entry_hash": "431caf98d068db6c", "entry_count": 198, "method": "gemini" }, "MLOps & Data Science": { - "last_analyzed": "2026-07-01T14:54:30.476428+02:00", + "last_analyzed": "2026-08-14T18:45:18.477775+02:00", "entry_hash": "331739211353b187", "entry_count": 53, "method": "gemini" @@ -7368,9 +7368,9 @@ "method": "gemini" }, "Containers & Runtime": { - "last_analyzed": "2026-08-01T10:23:28.730232+02:00", - "entry_hash": "cd1ba556ba939c93", - "entry_count": 202, + "last_analyzed": "2026-08-14T18:45:25.369916+02:00", + "entry_hash": "c9295f9dc970d4ae", + "entry_count": 201, "method": "gemini" }, "Networking & Service Mesh": { @@ -7380,7 +7380,7 @@ "method": "gemini" }, "AWS": { - "last_analyzed": "2026-07-13T06:31:48.897368+02:00", + "last_analyzed": "2026-08-14T18:45:32.788152+02:00", "entry_hash": "6354c9a653dd6119", "entry_count": 396, "method": "gemini" @@ -7440,6 +7440,6 @@ "method": "fallback_small" } }, - "last_updated": "2026-08-01T10:25:29.642596+02:00" + "last_updated": "2026-08-14T18:45:33.790884+02:00" } } \ No newline at end of file diff --git a/v2-docs/ChromeDevTools.md b/v2-docs/ChromeDevTools.md index 076909fb..dbc3e672 100644 --- a/v2-docs/ChromeDevTools.md +++ b/v2-docs/ChromeDevTools.md @@ -24,7 +24,7 @@ description: "Curated, AI-ranked Chromedevtools resources for the 2026 Cloud Nat - **(2021)** [digitalocean.com: How To Debug Node.js with the Built-In Debugger and Chrome DevTools](https://www.digitalocean.com/community/tutorials/how-to-debug-node-js-with-the-built-in-debugger-and-chrome-devtools) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” A comprehensive tutorial on attaching Chrome DevTools directly to Node.js backend processes. Step-by-step guidance on setting execution break points, inspecting call stacks, and detecting memory leaks. --- -πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md) +πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/GoogleCloudPlatform.md b/v2-docs/GoogleCloudPlatform.md index c78b3524..cb77e006 100644 --- a/v2-docs/GoogleCloudPlatform.md +++ b/v2-docs/GoogleCloudPlatform.md @@ -16,13 +16,6 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat #### Command-line Tools - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) ⭐ 2853 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An official command-line tool from Google built to design, test, and deploy agentic AI workflows. Leveraging the Model Context Protocol (MCP) and Google LLM APIs, it facilitates automated task orchestration across local filesystems and remote cloud APIs. -## AI Engineering - -### Agentic Frameworks - -#### Google Cloud - - - **(2025)** [Level Up Your Agents: Announcing Google's Official Skills Repository](https://cloud.google.com/blog/topics/developers-practitioners/level-up-your-agents-announcing-googles-official-skills-repository) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Google Cloud's announcement of its official skills repository designed for AI agents. This resource provides ready-made functions, connectors, and tools that can be bound to Gemini-powered agents, enabling them to query enterprise databases, execute administrative tasks, and integrate with standard GCP APIs with strict security guarantees. ## Application Development ### API Management @@ -101,20 +94,6 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat #### Cloud Shell - **(2026)** [New Cloud Shell Editor: Get your first cloud-native app running in minutes](https://cloud.google.com/blog/products/application-development/introducing-cloud-shell-editor) [COMMUNITY-TOOL] β€” Introduces GCP's modernized web-based IDE powered by Eclipse Theia. It provides a preconfigured container workspace, dynamic terminal access, and direct integration with local source controls. -### GCP Ecosystem - -#### CICD - - - **(2026)** [Google Cloud Build](https://cloud.google.com/build) [YAML CONTENT] [COMMUNITY-TOOL] β€” Google Cloud's serverless continuous integration and continuous delivery platform, enabling high-performance builds across multiple languages. The curator highlights its deep integration with GKE and secure Docker artifact pipelines. Live telemetry confirms that Cloud Build is highly effective for cost-sensitive scaling operations due to its pay-as-you-go billing model. -#### DevOps Frameworks - - - **(2026)** [cloud.google.com: DevOps](https://cloud.google.com/devops) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Google Cloud's primary DevOps hub, anchoring its research around DORA (DevOps Research and Assessment) and native cloud capabilities like Cloud Build and GKE. Curator reviews emphasize high-velocity software delivery architectures. Modern GCP engineering patterns rely on these principles to deploy secure, distributed, and containerized architectures on Google Cloud Platform. -#### Developer Tools - - - **(2026)** [Cloud Developer Tools](https://cloud.google.com/products/tools) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A comprehensive directory of Google Cloud developer tools, spanning Cloud Shell, Artifact Registry, and Cloud Code extensions. The curator highlights its streamline-driven integration with local IDE environments. Live platform development metrics show these tools dramatically reduce local setup time for developers building serverless applications or microservices targeted at GCP. -#### IDE Integrations - - - **(2025)** [Google Cloud Code](https://cloud.google.com/code) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” A powerful suite of IDE plugins (VS Code, IntelliJ) designed to accelerate development of cloud-native systems on GCP. Curator highlights focus on debugging Kubernetes clusters directly from local workstations. Live engineering teams use Cloud Code to minimize the gap between local code changes and GCP deployment environments, driving faster development feedback loops. ### Google Cloud Platform (1) #### Product Catalog @@ -127,7 +106,7 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat - **(2026)** [thenewstack.io: Configuring the Google Cloud Platform for High Availability](https://thenewstack.io/configuring-for-high-availability-in-google-cloud-platform) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Architectural playbook on designing high-availability systems on GCP, describing regional failovers, managed instance groups, cloud load balancing strategies, and automated scaling policies. ### Microservices -#### Google Cloud (1) +#### Google Cloud - **(2026)** [cloud.google.com: Microservices architecture on Google Cloud](https://cloud.google.com/blog/topics/developers-practitioners/microservices-architecture-google-cloud) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Architect's blueprint for designing, deploying, and managing microservices topologies on GCP using GKE, Cloud Run, API gateways, Cloud SQL, and service mesh frameworks like Anthos Service Mesh. ### Networking @@ -148,7 +127,7 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat #### Analysis - **(2026)** [kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting](https://kinsta.com/blog/cloud-platform-for-developers) [COMMUNITY-TOOL] β€” Details key structural advantages of hosting sites and microservices on GCP, highlighting performance perks, live VM migration capabilities, cost-effective pricing models, and private global networks. -#### Google Cloud (2) +#### Google Cloud (1) - **(2026)** [cloud.google.com](https://cloud.google.com) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Google Cloud Platform (GCP) official portal. It features premium tier global networking, fully managed Kubernetes engines (GKE), advanced analytical and machine learning toolsets, and highly scalable data storage. #### Reference Sheets @@ -182,18 +161,6 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat #### VPC Networking - **(2021)** [Cloud Functions, meet VPC functionality](https://cloud.google.com/blog/products/serverless/learn-how-to-use-advanced-vpc-functionality-with-your-cloud-functions) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Explains how Google Cloud Functions natively interact with VPC resources using Serverless VPC Access connectors. This integration permits secure, private database queries, internal API routing, and system execution behind private networks without public IP exposure. -## Cloud Providers - -### GCP - -#### Product Catalog (1) - - - **(2026)** [**googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet**](https://cloud.google.com/products) [HTML CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Google's official product portal mapping its enterprise suite of cloud computing, data analytics, and machine learning services. Serves as a primary reference for system architects evaluating Google's managed offerings, providing documentation and pathing for product integration. -### Google Kubernetes Engine GKE - -#### GKE Core - - - **(2025)** [Google Kubernetes Engine](https://cloud.google.com/kubernetes-engine) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Core landing documentation for Google Kubernetes Engine (GKE), highlighting GKE's industry-standard capabilities. Specifically focuses on setting up node pools with custom kernel parameters, eliminating post-bootstrap script workarounds. Provides the baseline reference for standard-setting enterprise container management. ## Cloud Strategy ### Service Mapping @@ -201,23 +168,16 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat #### GCP Translation - **(2026)** [cloud.google.com: Compare AWS and Azure services to Google Cloud](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison) [COMMUNITY-TOOL] β€” Google Cloud's official engineering guide to translating AWS and Azure infrastructure paradigms into GCP equivalents. It describes VPC networks, database engines, and container services. Live grounding establishes its role as the industry-standard translation manual for cross-cloud architects. -## Cluster Management - -### Gitops - -#### Config Sync - - - **(2025)** [Config Sync](https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Config Sync is Google Cloud's GitOps-native configuration engine optimized for Anthos and GKE clusters. It securely syncs cluster state configurations and namespace boundaries directly from trusted Git, OCI, or Helm registries with continuous validation. ## Containers and Orchestration -### Gitops (1) +### Gitops #### Config Connector - **(2020)** [==github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector==](https://github.com/GoogleCloudPlatform/k8s-config-connector) ⭐ 1042 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Config Connector is a Kubernetes Custom Resource Definition (CRD) controller that allows operators to manage Google Cloud resources natively as if they were standard Kubernetes objects. It bridges GitOps configurations with physical cloud infrastructure provisioning. ## DevOps and Delivery -### CICD (1) +### CICD #### Containerization @@ -236,7 +196,7 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat #### Industry Assessment - **(2022)** [infoq.com: Google's Managed Continuous Delivery Service for Kubernetes Moves to GA](https://www.infoq.com/news/2022/02/google-cloud-deploy) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. -### Developer Tools (1) +### Developer Tools #### CLI Automation @@ -251,7 +211,7 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat - **(2021)** [cloud.google.com: Declarative Export. Build your perfect Google Cloud infrastructure using Terraform and the gcloud CLI](https://cloud.google.com/blog/products/application-development/google-cloud-cli-declarative-export-preview) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Outlines the gcloud CLI declarative export feature, allowing operators to automatically translate active GCP live resource states into production-ready Terraform configurations or Kubernetes Config Connector manifests. ## Devsecops -### CICD (2) +### CICD (1) #### Hybrid Cloud Architecture @@ -328,14 +288,14 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat - **(2021)** [cloud.google.com: What is Cloud Load Balancing?](https://cloud.google.com/blog/topics/developers-practitioners/what-cloud-load-balancing) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Explains the design of GCP's global, distributed Anycast Cloud Load Balancing system. Illustrates how Layer 4 and Layer 7 load balancers distribute traffic dynamically across regions with minimal latency, auto-scaling up to millions of requests per second. ## Public Cloud Providers -### GCP (1) +### GCP #### Enterprise Platform - **(2026)** [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform) [MULTI CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The master landing organization for Google Cloud Platform's open-source projects, APIs, and CLI utilities. Holds structural frameworks, SDKs, and enterprise infrastructure design tools. --- -πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md) +πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/about.md b/v2-docs/about.md index 08c046ab..5803c08b 100644 --- a/v2-docs/about.md +++ b/v2-docs/about.md @@ -1,5 +1,5 @@ --- -description: "Top About resources for 2026, AI-ranked: Postman, AWX and more β€” curated Cloud Native tools, guides and references." +description: "Top About resources for 2026, AI-ranked: Argo CD, Helm and more β€” curated Cloud Native tools, guides and references." --- # About Nubenetes @@ -206,7 +206,7 @@ While certifications like CKA are prominent on CVs, they are frequently utilized #### Terraform Boilerplates ??? note "Terraform Kubernetes Boilerplates 🌟" - **[Access Resource](https://nubenetes.com/terraform)** 🌟🌟🌟🌟🌟 | Level: Advanced + **[Access Resource](https://nubenetes.com/terraform/)** 🌟🌟🌟🌟🌟 | Level: Advanced A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, private nodes, and dynamic ingress setups. @@ -242,7 +242,7 @@ While certifications like CKA are prominent on CVs, they are frequently utilized - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==DZone: Defining Day-2 Operations== in the Kubernetes Tools ecosystem. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/ai-agents-mcp.md b/v2-docs/ai-agents-mcp.md index 17efd981..3586ad23 100644 --- a/v2-docs/ai-agents-mcp.md +++ b/v2-docs/ai-agents-mcp.md @@ -1,5 +1,5 @@ --- -description: "Top AI Agents MCP resources for 2026, AI-ranked: Claude Code Best Practice, Awesome MCP Servers and more β€” curated Cloud Native tools, guides and references." +description: "Top AI Agents MCP resources for 2026, AI-ranked: vLLM on Kubernetes, Claude Code Best Practice and more β€” curated Cloud Native tools, guides and references." --- # AI Agents and Model Context Protocol (MCP) for Kubernetes @@ -69,9 +69,9 @@ Live Grounding: Evaluation metrics on the OfficeQA Pro benchmark indicate that t - **(2025)** [==Skyvern==](https://github.com/Skyvern-ai/Skyvern) ⭐ 21899 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: An AI-powered web browser automation agent designed to extract data and execute workflows on complex interfaces. Live Grounding: Translates plain-text instructions into resilient selenium-style interactions, dynamically adapting to DOM mutations and bypassing rigid selector patterns. ### Agentic Frameworks -#### Developer Experience +#### Google Cloud (1) - - **(2025)** [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Kiro is a testing and engineering framework designed to bring traditional software disciplineβ€”such as regression testing, linting, and sandbox executingβ€”to LLM agents and multi-agent workflows. It establishes strict validation steps to ensure agent behaviors remain deterministic, secure, and aligned with standard corporate software engineering guidelines. + - **(2025)** [Level Up Your Agents: Announcing Google's Official Skills Repository](https://cloud.google.com/blog/topics/developers-practitioners/level-up-your-agents-announcing-googles-official-skills-repository) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Google Cloud's announcement of its official skills repository designed for AI agents. This resource provides ready-made functions, connectors, and tools that can be bound to Gemini-powered agents, enabling them to query enterprise databases, execute administrative tasks, and integrate with standard GCP APIs with strict security guarantees. ### Model Context Protocol #### Architecture @@ -80,10 +80,10 @@ Live Grounding: Evaluation metrics on the OfficeQA Pro benchmark indicate that t #### Awesome Lists - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) ⭐ 89112 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Curator Insight: A community-curated collection of servers implementing the Model Context Protocol. Live Grounding: Aggregates verified integrations linking AI models to tools like relational databases, enterprise APIs, version control providers, and local execution runtimes. -#### Developer Experience (1) +#### Developer Experience - **(2025)** [MCPBundles](https://www.mcpbundles.com) [TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” MCPBundles is a discovery and packaging platform designed to bundle various Model Context Protocol servers for rapid deployment. It simplifies agentic application building by providing curated, pre-configured groupings of tools (e.g., database drivers, git utilities, API endpoints) that can be integrated into AI hosts in a single setup operation. -#### Google Cloud (1) +#### Google Cloud (2) - **(2025)** [Google Cloud Managed MCP](https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-managed-mcp-for-gemini) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Google Cloud's managed solution for Model Context Protocol, allowing enterprise Gemini models to safely interact with local data sources and external enterprise systems. By hosting and scaling MCP servers inside Google's managed environment, it minimizes operational overhead while securing transactional agentic workflows with native cloud IAM. #### Official Servers @@ -314,13 +314,6 @@ 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. -## Automation - -### Agentic Systems - -#### MCP Server - - - **(2026)** [Announcing Azure MCP Server 2.0 Stable Release for Self-Hosted Agentic Cloud Automation](https://devblogs.microsoft.com/azure-sdk/announcing-azure-mcp-server-2-0-stable-release) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details the stable release of Azure MCP (Model Context Protocol) Server 2.0, enabling secure, self-hosted agentic automation workflows. It provides architectural patterns for running local AI agents with direct, API-driven access to Azure resource management, optimizing operational automation via language model integrations. ## Cloud Native Operations ### AI Aiops @@ -328,14 +321,13 @@ Core technical aims: #### Kubernetes Troubleshooting - **(2025)** [HolmesGPT (Robusta)](https://github.com/HolmesGPT/holmesgpt) ⭐ 2623 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: An AI-driven troubleshooting assistant for Kubernetes clusters by Robusta. Live Grounding: Utilizes LLM agents to autonomously parse Prometheus alerts, collect pod logs, inspect live status, and deliver actionable remediation steps for infrastructure incidents. -## Developer Experience (2) +## Developer Experience (1) ### Ai-assisted Coding #### Claude Code - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) ⭐ 57660 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuration optimizations, shell integration strategies, and secure execution configurations in local and remote environments. - - **(2025)** [Claude Code in Action](https://anthropic.skilljar.com/claude-code-in-action) [NONE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An official hands-on tutorial and demonstration course by Anthropic showing the real-world utility of Claude Code. It covers basic terminal setups, interactive file refactoring, automated git commit orchestration, and contextual testing loops. Highly valuable for teams integrating terminal-based AI agents directly into daily engineering pipelines. ## Enterprise Software ### Generative AI @@ -411,7 +403,7 @@ Core technical aims: * **Technical Significance**: Redefines open-source collaboration, demonstrating a paradigm where human and AI agents securely build and maintain a massive public codebase. --- -πŸ’‘ **Explore Related:** [AI](./ai.md) | [ChatGPT](./chatgpt.md) | [MLOps](./mlops.md) +πŸ’‘ **Explore Related:** [AI](./ai.md) | [MLOps](./mlops.md) | [ChatGPT](./chatgpt.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/ai.md b/v2-docs/ai.md index e5c01779..dd73510c 100644 --- a/v2-docs/ai.md +++ b/v2-docs/ai.md @@ -1,5 +1,5 @@ --- -description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claude Code Best Practice and more β€” curated Cloud Native tools, guides and references." +description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Skills for Real Engineers and more β€” curated Cloud Native tools, guides and references." --- # Artificial Intelligence @@ -9,13 +9,6 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud !!! info "Architectural Context" Detailed reference for Artificial Intelligence in the context of AI. -## AI and Agents - -### Environments - -#### Cloud Agents - - - **(2025)** [Development Environments for Cloud Agents](https://cursor.com/blog/cloud-agent-development-environments) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analysis of building custom sandboxes and isolated development runtimes for LLM-based autonomous cloud agents. Discusses secure API mocking, resource isolation, and state rollbacks. ## AI and Orchestration ### Agentic Workflows @@ -23,13 +16,6 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud #### Command-line Tools - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) ⭐ 2853 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An official command-line tool from Google built to design, test, and deploy agentic AI workflows. Leveraging the Model Context Protocol (MCP) and Google LLM APIs, it facilitates automated task orchestration across local filesystems and remote cloud APIs. -## AI and Platform Engineering - -### AI Assistants - -#### Developer Productivity - - - **(2024)** [Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous Free Tier](https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” 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. ## AI Engineering ### Model Context Protocol @@ -43,17 +29,10 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud #### General Reference - - [guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI 🌟🌟🌟](https://www.guru99.com/ai-tutorial.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI== 🌟🌟🌟 in the Kubernetes Tools ecosystem. - - [Docker for LLMs](https://www.docker.com/llm) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker for LLMs in the Kubernetes Tools ecosystem. - [Discussion: Where is AI Still Completely Useless?](https://www.reddit.com/r/Terraform/comments/1l7my1x/where_is_ai_still_completely_useless_for) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Discussion: Where is AI Still Completely Useless? in the Kubernetes Tools ecosystem. - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Tech companies cutting devs for AI in the Kubernetes Tools ecosystem. -## Architecture and Visualization - -### Interactive Diagramming - -#### AI Integration - - - **(2025)** [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using) [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Implements the Model Context Protocol (MCP) to dynamically generate and modify Draw.io structures directly via conversational AI interfaces. Seamlessly links large language models with visual blueprint execution, allowing real-time canvas updates and automated layout formatting based on conversational technical specs. + - [guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI 🌟🌟🌟](https://www.guru99.com/ai-tutorial.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI== 🌟🌟🌟 in the Kubernetes Tools ecosystem. + - [Docker for LLMs](https://www.docker.com/llm) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker for LLMs in the Kubernetes Tools ecosystem. ## Artificial Intelligence (1) ### AI Strategy @@ -140,19 +119,9 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud ### Prompt Engineering -#### Developer Productivity (1) +#### Developer Productivity - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) ⭐ 3761 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A master curation of system-level prompt templates specifically optimized for Google NotebookLM. It accelerates complex source material ingestions, contextual extractions, and structured summarizing processes for technical architects. (Live Grounding: Highlights the 2026 intersection of AI workflow orchestration and engineering documentation maintenance). -## CICD - -### AI and Automation - -#### AI PR Automation - - - **(2025)** [Automate Pull Request Descriptions in Azure DevOps with Azure OpenAI](https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-devops-with-azure-openai) [YAML CONTENT] [COMMUNITY-TOOL] β€” A tutorial showing how to automate the generation of pull request descriptions within Azure DevOps pipelines using Azure OpenAI APIs. Streamlines developer velocity and documentation standards. -#### Model Context Protocol (1) - - - **(2025)** [Azure DevOps MCP Server Public Preview](https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview) [NONE CONTENT] [COMMUNITY-TOOL] β€” Official Microsoft announcement outlining the preview release of the Azure DevOps MCP Server. Details how developer agents leverage safe API contexts to build and deploy complex assets. ## Cloud Infrastructure ### CICD and DevOps @@ -176,7 +145,6 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud #### Kubernetes Troubleshooting (1) - - **(2023)** [k8sgpt.ai](https://k8sgpt.ai) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An innovative, community-driven tool that integrates LLMs directly with Kubernetes diagnostic commands. By parsing cluster states, configuration anomalies, and system logs, k8sgpt provides clear explanations and automated remediation commands. It is a premier tool in the shift towards AI-powered autonomous operations (AIOps). - **(2023)** [collabnix.com: The Rise of Kubernetes and AI – Kubectl OpenAI plugin](https://collabnix.com/the-rise-of-kubernetes-and-ai-kubectl-openai-plugin) [GO CONTENT] [COMMUNITY-TOOL] β€” Focuses on the Kubectl OpenAI plugin, showing how natural language commands can be compiled directly into active Kubernetes cluster API calls. It simplifies YAML definition generation and debugging workflows, lowering barrier-to-entry. A great case study in operations-focused developer tooling. ### Infrastructure As Code (1) @@ -203,13 +171,6 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud #### ML Notebooks - **(2023)** [==github.com/jupyterlab/jupyter-ai==](https://github.com/jupyterlab/jupyter-ai) ⭐ 4272 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An official JupyterLab extension that brings generative AI capabilities to interactive notebooks. It supports inline code synthesis, explanation, and error correction across multiple model APIs. -## Container Orchestration - -### Azure Kubernetes Service - -#### AKS Fleet Manager - - - **(2025)** [Limitless Kubernetes Scaling for AI and Data-intensive Workloads: The AKS Fleet Strategy](https://blog.aks.azure.com/2025/04/02/Scaling-Kubernetes-for-AI-and-Data-intensive-Workloads) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Focuses on utilizing Azure Kubernetes Service (AKS) Fleet Manager to coordinate multi-cluster scaling for modern AI and data-heavy services. It details multi-cluster updates, global load balancing, and orchestration patterns that bypass single-cluster scaling bottlenecks, supporting highly distributed deep learning and large-scale analytical runtimes. ## DevOps ### Automation @@ -219,7 +180,7 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud - **(2023)** [Quiz Grader](https://github.com/ned1313/quiz-grader) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. Processes markdown-based inputs to generate structured performance assessments, supporting classroom and self-assessment operations. ### Infrastructure As Code (2) -#### AI Integration (1) +#### AI Integration ##### Terraform @@ -231,7 +192,8 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud #### Claude Code - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) ⭐ 57660 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuration optimizations, shell integration strategies, and secure execution configurations in local and remote environments. -## Developer Productivity (2) + - **(2025)** [Claude Code in Action](https://anthropic.skilljar.com/claude-code-in-action) [NONE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An official hands-on tutorial and demonstration course by Anthropic showing the real-world utility of Claude Code. It covers basic terminal setups, interactive file refactoring, automated git commit orchestration, and contextual testing loops. Highly valuable for teams integrating terminal-based AI agents directly into daily engineering pipelines. +## Developer Productivity (1) ### Ides @@ -242,9 +204,6 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud ### AI Code Assistants -#### Effort Frameworks - - - **(2026)** [Cursor Bugbot Effort Levels Documentation](https://cursor.com/docs/bugbot) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” 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. #### Prompt Templates - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) ⭐ 28036 [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Claude Code Templates is an extensive community library containing structured system designs, context guidelines, and prompt schemas optimized for Anthropic's Claude Code and CLI. It helps teams configure context-aware coding agents that integrate smoothly into microservice development cycles. @@ -271,11 +230,6 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud - **(2023)** [thenewstack.io: The Urgency Driving AIOps into Your Enterprise](https://thenewstack.io/the-urgency-driving-aiops-into-your-enterprise) [COMMUNITY-TOOL] β€” 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. ## Finops and Cloud Cost -### Azure Optimization - -#### AI Cost Management - - - **(2025)** [**Learn to Manage Investments and Cost Efficiency of Azure and AI Workloads**](https://techcommunity.microsoft.com/blog/finopsblog/learn-to-manage-investments-and-cost-efficiency-of-azure-and-ai-workloads/4396862) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Addresses cost-optimization techniques for AI and large language model (LLM) workloads running on Azure. Discusses GPU node autoprovisioning, vector database optimization, and Azure OpenAI API consumption pricing models. ### IaC Finops #### AI Optimization @@ -286,25 +240,11 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud #### Automated Optimization - **(2025)** [==CAST AI==](https://cast.ai) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces CAST AI, an automated cost-reduction system for EKS, AKS, and GKE. Highlights how its real-time algorithms adjust cluster sizing, configure spot instances, and scale down resources without manual developer effort. -## Infrastructure - -### Artificial Intelligence (2) - -#### Hardware Acceleration - - - **(2025)** [Cerebras AI](https://www.cerebras.ai) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Dedicated AI computer systems utilizing Wafer-Scale Engine (WSE) technology. Delivers unprecedented compute density and memory bandwidth to train large-scale neural networks without the distributed communication overhead of traditional GPU clusters. -## Infrastructure As Code (3) - -### AI Integrations - -#### Validation and Testing - - - **(2024)** [AI Meets Terraform: Prompt Strategies for Test Generation](https://masterpoint.io/blog/ai-meets-tf-prompt-strategies-for-test-generation) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores LLM prompting strategies designed to automatically generate high-quality integration testing assertions for Terraform infrastructure codebases. Outlines systematic framework specifications to minimize manual testing overhead. ## Kubernetes and Platform Engineering ### Platform Engineering Trends -#### AI Integration (2) +#### AI Integration (1) - **(2024)** [platformengineering.org: AI is changing the future of platform engineering. Are you ready?](https://platformengineering.org/blog/ai-is-changing-the-future-of-platform-engineering-are-you-ready) [COMMUNITY-TOOL] β€” Discusses how generative AI is shifting internal developer platform (IDP) dynamics. Details how AI assistance simplifies configuration management, infrastructure provisioning, and self-service portals for developer teams. ## Software Engineering @@ -322,7 +262,7 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud - **(2023)** [computerhoy.com: GitHub Copilot X: asΓ­ es la nueva IA parecida a ChatGPT y destinada a ayudar a programadores](https://computerhoy.20minutos.es) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Analyzes the technical specifications of Copilot X, including terminal tool integration, automated PR description synthesis, and integrated chat widgets. Examines the performance gains from switching to OpenAI's GPT-4 framework. ### Database Management -#### Model Context Protocol (2) +#### Model Context Protocol (1) - **(2024)** [==Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration==](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) ⭐ 2422 [SPANISH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source desktop database client featuring Model Context Protocol (MCP) integrations. This compliance allows local LLMs to safely query, analyze, and update database schemas within strict user security boundaries. ### Professional Development @@ -330,16 +270,9 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Claud #### Core Architectures - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) ⭐ 128202 [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on career advancement, live engineering practice indicates that mastering these fundamentals is vital to surviving rapid AI development shifts. It represents an elite reference for engineering standardizations. -## Specialized AI Applications - -### Healthcare Systems - -#### Voice Assistants - - - **(2025)** [Microsoft Dragon Copilot: Unified Voice AI Assistant for Healthcare](https://news.microsoft.com/source/2025/03/03/microsoft-dragon-copilot-provides-the-healthcare-industrys-first-unified-voice-ai-assistant-that-enables-clinicians-to-streamline-clinical-documentation-surface-information-and-automate-task) [COMMUNITY-TOOL] β€” Examines Microsoft's Dragon Copilot, the healthcare industry's first unified voice AI assistant. It streamlines clinical documentation, automates repetitive administrative tasks, and securely surfaces critical patient records within strict HIPAA compliance parameters. --- -πŸ’‘ **Explore Related:** [AI Agents MCP](./ai-agents-mcp.md) | [ChatGPT](./chatgpt.md) | [MLOps](./mlops.md) +πŸ’‘ **Explore Related:** [MLOps](./mlops.md) | [ChatGPT](./chatgpt.md) | [AI Agents MCP](./ai-agents-mcp.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/angular.md b/v2-docs/angular.md index 01451b73..7d864f09 100644 --- a/v2-docs/angular.md +++ b/v2-docs/angular.md @@ -9,13 +9,6 @@ description: "Curated, AI-ranked Angular resources for the 2026 Cloud Native arc !!! info "Architectural Context" Detailed reference for Angular framework in the context of Developer Ecosystem. -## App Development - -### Frontend - -#### Continuous Delivery - - - **(2019)** [developers.redhat.com: Handling Angular environments in continuous delivery with Red Hat OpenShift](https://developers.redhat.com/blog/2019/11/27/handling-angular-environments-in-continuous-delivery-with-red-hat-openshift) [TYPESCRIPT CONTENT] [ENTERPRISE-STABLE] [GUIDE] β€” Details clean patterns for deploying Angular-based web applications on OpenShift. Demonstrates injecting environment variables at container start time instead of packaging distinct, static bundles for each target environment. ## Frontend Development ### Web Frameworks @@ -28,7 +21,7 @@ description: "Curated, AI-ranked Angular resources for the 2026 Cloud Native arc - **(2026)** [angular.io: Building and serving Angular apps](https://angular.dev/guide/build) [DOCUMENTATION] [COMMUNITY-TOOL] β€” 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. --- -πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md) +πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/ansible.md b/v2-docs/ansible.md index b676bd66..715919b4 100644 --- a/v2-docs/ansible.md +++ b/v2-docs/ansible.md @@ -1,5 +1,5 @@ --- -description: "Top Ansible resources for 2026, AI-ranked: AWX, Gradle Cheat Sheets and more β€” curated Cloud Native tools, guides and references." +description: "Top Ansible resources for 2026, AI-ranked: AWX, jinja and more β€” curated Cloud Native tools, guides and references." --- # Configuration Management. Ansible @@ -19,10 +19,10 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, Gradle Cheat Sheet #### General Reference + - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible Playbooks From Jenkins in the Kubernetes Tools ecosystem. - [Dzone: Part 2: Deploying Applications](https://dzone.com/articles/part-2-deploying-applications) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Part 2: Deploying Applications in the Kubernetes Tools ecosystem. - [Dzone: 10 easy to use modules in ansible](https://dzone.com/articles/10-easy-to-use-modules-in-ansible-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 10 easy to use modules in ansible in the Kubernetes Tools ecosystem. - [Dzone: Running Ansible at Scale](https://dzone.com/articles/running-ansible-at-scale) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible at Scale in the Kubernetes Tools ecosystem. - - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible Playbooks From Jenkins in the Kubernetes Tools ecosystem. - [stackoverflow.com: Ansible playbook to execute Oracle script](https://stackoverflow.com/questions/41796466/ansible-playbook-to-execute-oracle-script) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Ansible playbook to execute Oracle script in the Kubernetes Tools ecosystem. - [stackoverflow.com: Running Oracle SQL scripts with Ansible playbook](https://stackoverflow.com/questions/41341823/running-oracle-sql-scripts-with-ansible-playbook) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Running Oracle SQL scripts with Ansible playbook in the Kubernetes Tools ecosystem. ## Automation @@ -282,9 +282,6 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, Gradle Cheat Sheet - **(2021)** [maquinasvirtuales.eu: Docker Swarm: Instalar Ansible AWX](https://www.maquinasvirtuales.eu/docker-swarm-instalar-ansible-awx) [N/A CONTENT] [LEGACY] β€” Spanish language guide detailing the installation and configuration of Ansible AWX on Docker Swarm. Since modern AWX development has strictly pivoted to Kubernetes/AWX Operator, this resource serves primarily as a legacy reference for swarm-based topologies. ### Kubernetes (1) -#### Ansible Integration (2) - - - **(2025)** [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. #### Deployments (1) - **(2022)** [linuxsysadmins.com: Install Ansible AWX on Kubernetes in 5 minutes](https://www.linuxsysadmins.com/install-ansible-awx-on-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” A rapid deployment guide demonstrating how to bootstrap an instance of Ansible AWX on a Kubernetes cluster using the AWX Operator. It covers namespace preparation, applying the custom resource manifest, and verifying initial service exposures. @@ -301,13 +298,6 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, Gradle Cheat Sheet #### Operators - **(2026)** [**AWX Operator**](https://github.com/ansible/awx-operator) ⭐ 1487 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The AWX Operator is a cloud-native Kubernetes Operator designed to automate the deployment, lifecycle management, scaling, and upgrades of AWX. By leveraging Custom Resource Definitions (CRDs), it simplifies complex Postgres and web-app state management inside K8s. -## Continuous Integration - -### Jenkins - -#### Automation Server - - - **(2026)** [Jenkins](https://www.jenkins.io) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Jenkins remains the foundational open-source automation server supporting highly extensible CI/CD pipelines. Its exhaustive plugin ecosystem allows seamless orchestration of Ansible runs, Git operations, and target-system provisioning as part of delivery loops. ## DevOps and Learning Resources ### Video Courses @@ -315,25 +305,10 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, Gradle Cheat Sheet #### Ansible (3) - **(2023)** [youtube playlist: Ansible Tutorial - by Infra Xpertzz 🌟](https://www.youtube.com/playlist?list=PLOwxB_PX3s3WSfhzVtwhxXwy7QpkmtnzR) [COMMUNITY-TOOL] β€” Video-driven learning path focusing on task controls and failure remediation. Teaches handlers, block-rescue operations, and robust error management patterns within unstable systems. - - **(2022)** [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p) [COMMUNITY-TOOL] β€” An extensive video tutorial series mapping out foundational DevOps patterns using Ansible. Progresses from single-target ad-hoc commands to complex corporate role orchestration. - **(2021)** [youtube: Ansible for beginners - by XavkiEn](https://www.youtube.com/playlist?list=PLWZKNB9waqIXEL-NIapWwIADPtkspe9vk) [FRENCH CONTENT] [COMMUNITY-TOOL] β€” An introductory video tutorial cataloging infrastructure automation concepts in French. Perfect for engineering teams building foundational declarative syntax and control loop capabilities. #### Practical Labs - **(2021)** [youtube: Exercises / Monitoring : How to install node exporter 🌟](https://www.youtube.com/watch?v=NgRuap0MmZw&ab_channel=XavkiEn) [FRENCH CONTENT] [COMMUNITY-TOOL] β€” Practical lab illustrating the deployment of Prometheus Node Exporter. Details how to utilize modular Ansible roles to dynamically configure, enable, and monitor Linux targets. -## Devsecops and Registry - -### Java Tools - -#### Gradle Reference - - - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times. -## Hybrid Cloud and Enterprise - -### Openshift - -#### Data Management - - - **(2024)** [**redhat.com: OpenShift Backup and Recovery with Kasten K10**](https://www.redhat.com/es/blog) [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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. ## Infrastructure As Code (1) ### Ansible (4) @@ -392,7 +367,6 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, Gradle Cheat Sheet #### Core Concepts - **(2024)** [docs.ansible.com: Working With Playbooks](https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks.html) [YAML CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official reference documentation for writing and executing Ansible Playbooks. This standard manual explains YAML syntax, task execution flows, variable precedence, and handler behaviors, forming the fundamental baseline for all Ansible-driven infrastructure automation. - - **(2022)** [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory) [N/A CONTENT] [COMMUNITY-TOOL] β€” A comprehensive primer exploring how to declare, structure, and organize Ansible inventories. Covers standard INI and YAML file declarations, host-group structures, nested grouping, and introductory dynamic inventory strategies. #### Curated Lists - **(2022)** [**https://github.com/jdauphant/awesome-ansible**](https://github.com/jdauphant/awesome-ansible) ⭐ 1004 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A curated repository listing valuable Ansible tools, libraries, playbooks, roles, and learning materials. Ideal for discovering community extensions, monitoring integrations, and operational best-practices. @@ -488,7 +462,6 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, Gradle Cheat Sheet - **(2021)** [linuxtechlab.com: Ansible Tutorial: Introduction to simple Ansible commands](https://linuxtechlab.com/ansible-tutorial-simple-commands) [SHELL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Focuses on instant-impact shell execution using Ansible ad hoc commands. Details fast syntax constructs for basic file copying, service manipulation, shell executions, and quick state analysis without the overhead of writing full-scale playbooks. #### Releases (1) - - **(2021)** [ansible.com: Announcing the Community Ansible 3.0.0 Package 🌟](https://www.redhat.com/en/blog/channel/open-source-communities) [COMMUNITY-TOOL] β€” Details the structural transition introduced in Ansible 3.0.0. Focuses on the architectural split that separated 'ansible-core' engine components from 'collections' packages, resolving dependency bottlenecks and streamlining modern community module delivery. - **(2021)** [Ansible 3.3.0 released](https://groups.google.com/g/ansible-devel/c/CdQ7eWUUm8k?pli=1) [COMMUNITY-TOOL] β€” Release analysis for Ansible 3.3.0. Details backward compatibility constraints, system engine integration tests, updated community collections, and critical bug fixes mapped back to the underlying 'ansible-core' codebase. #### Scheduling And Automation @@ -582,7 +555,7 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, Gradle Cheat Sheet - **(2021)** [vagrant: centos-awx](https://portal.cloud.hashicorp.com/vagrant/discover/krlex/centos-awx) [RUBY CONTENT] [COMMUNITY-TOOL] β€” A specific Vagrant box packaging AWX pre-installed on CentOS. Provides a historical self-contained laboratory for testing old iterations of AWX before the modern, mandatory transition to Kubernetes-based runtime platforms. --- -πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Pulumi](./pulumi.md) | [Kubernetes Security](./kubernetes-security.md) +πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/api.md b/v2-docs/api.md index b666353f..afe842ba 100644 --- a/v2-docs/api.md +++ b/v2-docs/api.md @@ -357,7 +357,7 @@ description: "Top API resources for 2026, AI-ranked: gRPC, GraphQL and more β€” - **(2021)** [dev.to: 7 API Tools for REST Developers and Testers](https://dev.to/javinpaul/7-api-tools-for-rest-developers-and-testers-n67) [NONE CONTENT] [COMMUNITY-TOOL] β€” Reviews seven essential REST API validation and design tools, analyzing the runtime capabilities and payload assertion performance of modern desktop clients and command-line instruments. --- -πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md) +πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/appointment-scheduling.md b/v2-docs/appointment-scheduling.md index c2ad6b59..efbca8bb 100644 --- a/v2-docs/appointment-scheduling.md +++ b/v2-docs/appointment-scheduling.md @@ -35,7 +35,7 @@ description: "Top Appointment Scheduling resources for 2026, AI-ranked: Calendly - **(2021)** [Google Calendar appointment slots](https://support.google.com/calendar/answer/190998) [DOCUMENTATION] [LEGACY] β€” Legacy Google Calendar booking block system. Live grounding shows this feature was officially retired in late 2024, fully replaced by Google's newer 'Appointment Schedules' tool. --- -πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Remote Tech Jobs](./remote-tech-jobs.md) +πŸ’‘ **Explore Related:** [Interview Questions](./interview-questions.md) | [HR](./hr.md) | [Recruitment](./recruitment.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/argo.md b/v2-docs/argo.md index e2725585..557ae769 100644 --- a/v2-docs/argo.md +++ b/v2-docs/argo.md @@ -142,11 +142,6 @@ description: "Curated, AI-ranked Argo resources for the 2026 Cloud Native archit ##### Terraform Integration - **(2022)** [seraf.dev: ArgoCD Tutorial β€” (with Terraform)](https://seraf.dev/argocd-tutorial-with-terraform-af77ddea2e6e) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Guides engineers on bootstrapping an entire ArgoCD installation, including repositories, projects, and application instances, declaratively via the official HashiCorp Terraform provider for ArgoCD. -#### Authentication and SSO (1) - -##### Openshift - - - **(2022)** [**openshift.com: OpenShift Authentication Integration with ArgoCD**](https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” 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. #### Github Actions ##### AWS EKS (1) @@ -207,7 +202,7 @@ description: "Curated, AI-ranked Argo resources for the 2026 Cloud Native archit - **(2022)** [securityaffairs.co: Argo CD flaw could allow stealing sensitive data from Kubernetes Apps](https://securityaffairs.com/127708/hacking/kubernetes-argo-cd-flaw.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Highlights the threat landscape exposed by vulnerability CVE-2022-24348 in multi-tenant environments. Emphasizes why prompt patching of GitOps controllers is critical when handling multi-tenant repositories on shared control planes. --- -πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [CI/CD](./cicd.md) | [Registries](./registries.md) +πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/aws-architecture.md b/v2-docs/aws-architecture.md index 2a864630..a82c4226 100644 --- a/v2-docs/aws-architecture.md +++ b/v2-docs/aws-architecture.md @@ -32,7 +32,7 @@ description: "Curated, AI-ranked AWS Architecture resources for the 2026 Cloud N - **(2023)** [==github.com/ministryofjustice: Modernisation Platform - Architecture Decisions==](https://github.com/ministryofjustice/modernisation-platform/tree/main/architecture-decision-record) ⭐ 724 [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The public collection of Architecture Decision Records (ADRs) from the UK Ministry of Justice Modernisation Platform. This serves as a key reference for cloud governance, public sector IT standards, and clear decision documentation. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-backup.md b/v2-docs/aws-backup.md index 8924e794..ecae1d59 100644 --- a/v2-docs/aws-backup.md +++ b/v2-docs/aws-backup.md @@ -95,7 +95,7 @@ description: "Top AWS Backup resources for 2026, AI-ranked: Chaos Monkey, AWS Ba - **(2016)** [Design for failure lessons learnt from the Sydney AWS outage](https://www.hava.io/blog/design-for-failure-lessons-learnt-from-the-sydney-aws-outage) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An architectural retrospective analyzing service failures during a historic AWS Sydney region outage. Live Grounding highlights how this post underscores the vital design-for-failure paradigm, proving that high availability requires cross-region failovers, active-active topologies, and robust client retry configurations. --- -πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [Ibm_Cloud](./ibm_cloud.md) +πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-containers.md b/v2-docs/aws-containers.md index 473c47f2..3ea52db5 100644 --- a/v2-docs/aws-containers.md +++ b/v2-docs/aws-containers.md @@ -21,7 +21,7 @@ description: "Curated, AI-ranked AWS Containers resources for the 2026 Cloud Nat - **(2025)** [**awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper**](https://github.com/awslabs/amazon-ecr-credential-helper) ⭐ 2703 [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Docker credential helper that handles seamless, transparent IAM-based authentication for Amazon ECR. By removing the need to run periodic 'aws ecr get-login-password' cron jobs, it enhances runtime security by integrating directly with standard IAM Instance Profiles and local AWS config files. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-databases.md b/v2-docs/aws-databases.md index 745069f3..948cfb35 100644 --- a/v2-docs/aws-databases.md +++ b/v2-docs/aws-databases.md @@ -87,7 +87,7 @@ description: "Curated, AI-ranked AWS Databases resources for the 2026 Cloud Nati - [Easily model your app data in a NoSQL database with AWS Mobile Hub](https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data-in-a-nosql-database-with-aws-mobile-hub) [SPANISH CONTENT] [LEGACY] β€” Curator Insight details a legacy utility tool (AWS Mobile Hub) that assisted developers in bootstrapping NoSQL data layers. Live Grounding highlights that AWS Mobile Hub has been replaced by the more powerful AWS Amplify framework. Included for legacy archeological reference. [SPANISH CONTENT] --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-devops.md b/v2-docs/aws-devops.md index 232ae4de..869c8471 100644 --- a/v2-docs/aws-devops.md +++ b/v2-docs/aws-devops.md @@ -15,7 +15,7 @@ description: "Curated, AI-ranked AWS DevOps resources for the 2026 Cloud Native --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-iac.md b/v2-docs/aws-iac.md index 62083f3f..84d62ea0 100644 --- a/v2-docs/aws-iac.md +++ b/v2-docs/aws-iac.md @@ -17,14 +17,7 @@ description: "Curated, AI-ranked AWS IaC resources for the 2026 Cloud Native arc - **(None)** [](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/doc-history.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. - **(None)** [](https://docs.aws.amazon.com/AWSCloudFormation/latest/TemplateReference/aws-template-resource-type-ref.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. -## Cloud Computing - -### AWS - -#### Infrastructure As Code - - - **(2022)** [youtube.com: AWS Cloud Complete Bootcamp Course - CloudFormation | freeCodeCamp 🌟](https://www.youtube.com/watch?v=zA8guDqfv40) [COMMUNITY-TOOL] β€” A comprehensive, open-access video bootcamp by freeCodeCamp focusing on AWS CloudFormation. Teaches declarative resource provisioning, nested templates, drift detection, and deployment strategies for managing large AWS architectures as code. -## Infrastructure As Code (1) +## Infrastructure As Code ### Automated Generation @@ -74,7 +67,7 @@ description: "Curated, AI-ranked AWS IaC resources for the 2026 Cloud Native arc - **(2022)** [cloudkatha.com: How to Create an S3 Bucket using CloudFormation](https://cloudkatha.com/how-to-create-an-s3-bucket-using-cloudformation) [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A foundational tutorial detailing the YAML patterns required to create and lock down basic AWS S3 buckets inside CloudFormation templates. It details parameters for versioning rules, basic access controls, and server-side encryption. --- -πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md) +πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-miscellaneous.md b/v2-docs/aws-miscellaneous.md index b94cf2e4..07862093 100644 --- a/v2-docs/aws-miscellaneous.md +++ b/v2-docs/aws-miscellaneous.md @@ -24,7 +24,7 @@ description: "Curated, AI-ranked AWS Miscellaneous resources for the 2026 Cloud - **(2021)** [github.com/omenking/localstack-gitpod-template: LocalStack Gitpod Template](https://github.com/omenking/localstack-gitpod-template) [SHELL CONTENT] [COMMUNITY-TOOL] β€” Curator Insight introduces a Gitpod configuration template for bootstrapping LocalStack development environments instantly in the browser. Live Grounding highlights this as an efficient template for cloud-native training, though production teams in 2026 typically leverage official Dev Container or LocalStack-supported cloud environments. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [DevOps Tools](./devops-tools.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-monitoring.md b/v2-docs/aws-monitoring.md index 90a107b7..94a23bb8 100644 --- a/v2-docs/aws-monitoring.md +++ b/v2-docs/aws-monitoring.md @@ -32,7 +32,7 @@ description: "Curated, AI-ranked AWS Monitoring resources for the 2026 Cloud Nat - **(2024)** [==github: ElectricEye==](https://github.com/jonrau1/ElectricEye/blob/master/README.md) ⭐ 1043 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated cloud security assessment framework designed to continually monitor AWS environments for configuration drift, vulnerabilities, and deviations from industry standards. Outputs findings directly to AWS Security Hub. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-networking.md b/v2-docs/aws-networking.md index 01ebc561..09ce6e9f 100644 --- a/v2-docs/aws-networking.md +++ b/v2-docs/aws-networking.md @@ -32,11 +32,6 @@ description: "Top AWS Networking resources for 2026, AI-ranked: Application Load ##### Edge Security - **(2021)** [aws.amazon.com: Authorization@Edge using cookies: Protect your Amazon CloudFront content from being downloaded by unauthenticated users](https://aws.amazon.com/de/blogs/networking-and-content-delivery/authorizationedge-using-cookies-protect-your-amazon-cloudfront-content-from-being-downloaded-by-unauthenticated-users) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Presents edge security patterns leveraging Lambda@Edge or CloudFront Functions to validate cookies and JWTs. This approach prevents unauthorized downloads of static content directly at the CDN tier, dramatically reducing backend origin load. -#### DNS and Domain Management - -##### Route 53 - - - **(2021)** [How do I transfer a domain to AWS from another registrar?](https://repost.aws/knowledge-center) [DOCUMENTATION] [COMMUNITY-TOOL] β€” A granular tutorial on migrating DNS management to Amazon Route 53 from external registrars. While straightforward, real-world deployment requires careful TTL planning and nameserver transition strategies to prevent query dropouts and route interruptions during migration. #### Direct Connect ##### BGP Routing @@ -79,9 +74,6 @@ description: "Top AWS Networking resources for 2026, AI-ranked: Application Load ##### Serverless Integration - **(2020)** [dashbird.io: AWS Elastic Load Balancing from a Serverless perspective](https://dashbird.io/blog/aws-application-load-balancer) [COMMUNITY-TOOL] β€” Analyzes Application Load Balancer configurations when integrated with serverless backends like AWS Lambda. Details pricing, cold-starts, and architectural trade-offs compared to API Gateway. Live systems often choose ALB for cost-effective, high-volume HTTP routing. -#### Network Management - - - **(2019)** [aws.amazon.com: Network operations with AWS Network Manager](https://aws.amazon.com/products) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Focuses on AWS Network Manager as a single pane of glass for monitoring global hybrid networks. Live cloud architectures utilize Network Manager to synthesize telemetry from AWS Transit Gateway, SD-WAN devices, and on-premises branch offices into actionable alerts. #### Networking Concepts - **(2020)** [AWS Networking for Developers](https://aws.amazon.com/es/blogs/apn/aws-networking-for-developers) [COMMUNITY-TOOL] β€” Synthesizes AWS's core networking constructs for software engineers. While early guides treat VPC and subnetting as peripheral, modern development architectures position these as foundational security boundaries. The guide details CIDR blocks, VPC structure, and security groups. @@ -149,7 +141,7 @@ description: "Top AWS Networking resources for 2026, AI-ranked: Application Load - **(2021)** [Fine-tuning blue/green deployments on application load balancer](https://aws.amazon.com/blogs/devops/blue-green-deployments-with-application-load-balancer) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Focuses on ALB's advanced routing capabilities to orchestrate safe blue/green deployments by shifting traffic percentages between target groups. A crucial operational pattern for continuous delivery pipelines, minimizing deployment blast radius. --- -πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md) +πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-newfeatures.md b/v2-docs/aws-newfeatures.md index a2328d1d..8eac15f3 100644 --- a/v2-docs/aws-newfeatures.md +++ b/v2-docs/aws-newfeatures.md @@ -111,9 +111,6 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na #### ECS Deployments - **(2022)** [Amazon ECS now integrates with Amazon CloudWatch alarms to improve safety for deployments](https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-ecs-cloudwatch-alarms-safety-deployments) [NONE CONTENT] [COMMUNITY-TOOL] β€” 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. -#### EKS Security - - - **(2023)** [Amazon EKS introduces EKS Pod Identity](https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” EKS Pod Identity simplifies the association of IAM roles with Kubernetes service accounts. This model bypasses the complexities of OIDC trust configurations, offering highly scalable, secure, and isolated credential structures for containers. #### EKS Windows - **(2022)** [Amazon EKS launches automated provisioning and lifecycle management for Windows containers](https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-eks-automated-provisioning-lifecycle-management-windows-containers) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. @@ -314,7 +311,7 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na #### EKS Networking - **(2021)** [==Amazon VPC CNI plugin increases pods per node limits==](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-vpc-cni-plugin-increases-pods-per-node-limits) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” 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 problem in enterprise Kubernetes deployments on AWS. -#### EKS Security (1) +#### EKS Security - **(2021)** [==Amazon EKS clusters now support user authentication with OIDC compatible identity providers==](https://aws.amazon.com/about-aws/whats-new/2021/02/amazon-eks-clusters-support-user-authentication-oidc-compatible-identity-providers) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Enables EKS clusters to utilize external OpenID Connect (OIDC) compatible identity providers for user authentication. This decouples Kubernetes RBAC from direct IAM identity mappings, allowing developers to leverage existing SSO solutions like Okta or Keycloak. It simplifies security governance by maintaining enterprise identity standards at the cluster API level. ### Market Analysis (1) @@ -408,7 +405,7 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na - **(2021)** [Introducing new self-paced courses to improve Java and Python code quality with Amazon CodeGuru](https://aws.amazon.com/blogs/devops/new-self-paced-courses-to-improve-java-and-python-code-quality-with-amazon-codeguru) 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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. --- -πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md) +πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-pricing.md b/v2-docs/aws-pricing.md index b448768b..8729acda 100644 --- a/v2-docs/aws-pricing.md +++ b/v2-docs/aws-pricing.md @@ -65,7 +65,7 @@ description: "Curated, AI-ranked AWS Pricing resources for the 2026 Cloud Native - **(2022)** [thenewstack.io: 7 Tips for Cutting Down Your AWS Kubernetes Bill](https://thenewstack.io/kubernetes/7-tips-for-cutting-down-your-aws-kubernetes-bill) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Evaluates architectural techniques to trim EKS clusters expenditures, describing auto-scalers (Karpenter), spot instances usage, strict namespace limits, and FinOps practices to optimize CPU allocation. --- -πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [Faq](./faq.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-security.md b/v2-docs/aws-security.md index 9f4ebe17..6e6d157d 100644 --- a/v2-docs/aws-security.md +++ b/v2-docs/aws-security.md @@ -111,13 +111,6 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul - **(2024)** [Organizing Your AWS Environment Using Multiple Accounts (white paper for best practices)](https://docs.aws.amazon.com/whitepapers/latest/organizing-your-aws-environment/organizing-your-aws-environment.html) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The official AWS framework defining multi-account best practices using AWS Organizations and AWS Control Tower. It outlines critical isolation patterns for security, billing, and operational autonomy. Architecturally, it serves as the foundation for modern enterprise landing zones, ensuring strict blast-radius limitation. - **(2024)** [blog.wut.dev: Moving AWS Accounts and OUs Within An Organization - Not So Simple!](https://wut.dev/blog/2024/07/05/moving-aws-accounts-within-organization.html) [NONE CONTENT] [COMMUNITY-TOOL] β€” A highly practical analysis of the pitfalls and administrative hurdles encountered when migrating AWS accounts between Organizational Units (OUs) or organizations. It examines the operational impact on Service Control Policies (SCPs), resource shares, CloudFormation StackSets, and global integrations during transition phases. -### Certification - -#### AWS (2) - -##### Solutions Architect Professional - - - **(2020)** [Tips on Passing AWS Certified Solutions Architect - Professional Level](https://www.linkedin.com/top-content/?trk=article_not_found) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A strategic study guide for passing the AWS Certified Solutions Architect - Professional exam. The content focuses on advanced architectural design patterns, multi-tier application migration, cost optimization, and high-availability setups across complex AWS environments. Curator Insight: Highly structured blueprint for enterprise AWS exam prep. Live Grounding: Real-world value lies in understanding multi-account strategies, organizational governance, and security at scale. ## Cloud Engineering ### Devsecops @@ -125,13 +118,6 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul #### Security - **(2024)** [Avoiding Mistakes with AWS OIDC Integration Conditions](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A security deep dive into AWS IAM OIDC trust relationships. Explains how misconfigured OIDC settings can allow unauthorized actions in GitHub Actions pipelines and outlines steps to prevent account compromise. -## Cloud Native Platforms - -### Azure - -#### Security Automation - - - **(2024)** [Automated Let's Encrypt Certificates in Azure Key Vault with ACME Bot](https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide) [NONE CONTENT] [COMMUNITY-TOOL] β€” Step-by-step instructional resource on deploying ACME Bot inside Azure. Automates key lifecycles of Let's Encrypt certificates directly into secure Key Vaults. ## Devsecops (1) ### Policy As Code @@ -153,13 +139,6 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul #### System Administration - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) ⭐ 27773 [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly comprehensive, widely reference-validated repository providing detailed, step-by-step instructions for securing enterprise Linux installations. Key configurations cover SSH daemon hardening, secure user boundaries, kernel performance optimizations, and automated intrusion monitoring. In modern 2026 operations, this guide remains a vital source for building secure base golden images inside automated IaC pipelines. -## Security and Governance - -### CICD - -#### Azure and Github Integration - - - **(2022)** [Deploying to Azure: Secure Your GitHub Workflow with OIDC](https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc) [YAML CONTENT] [COMMUNITY-TOOL] β€” 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. ## Security and Identity ### AWS IAM (1) @@ -208,7 +187,7 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul - **(2021)** [k21academy.com: AWS Secrets Manager](https://k21academy.com/aws-cloud/aws-secrets-manager) [NONE CONTENT] [COMMUNITY-TOOL] β€” A foundational technical guide to the architecture and operational model of AWS Secrets Manager. The article discusses integration mechanics with AWS RDS, IAM authorization policies, automated rotation via pre-configured Lambda templates, and encryption envelope methods using KMS. --- -πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md) +πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-serverless.md b/v2-docs/aws-serverless.md index f8c01506..5f55f779 100644 --- a/v2-docs/aws-serverless.md +++ b/v2-docs/aws-serverless.md @@ -178,7 +178,7 @@ description: "Curated, AI-ranked AWS Serverless resources for the 2026 Cloud Nat - **(2024)** [AWS Step Functions](https://aws.amazon.com/step-functions) [N/A CONTENT] [COMMUNITY-TOOL] β€” A managed serverless orchestration service that simplifies state machine design for multi-step microservices. It coordinates complex distributed workflows, manages execution state, handles built-in retries, and integrates natively with over 200 AWS services to prevent deep nesting of Lambda functions. --- -πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md) +πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-storage.md b/v2-docs/aws-storage.md index 6dfcf53c..1444ec57 100644 --- a/v2-docs/aws-storage.md +++ b/v2-docs/aws-storage.md @@ -101,7 +101,7 @@ description: "Top AWS Storage resources for 2026, AI-ranked: S3 FAQ, EFS Elastic - **(2023)** [blog.awsfundamentals.com: AWS S3 Sync - An Extensive Guide](https://awsfundamentals.com/blog/aws-s3-sync) [N/A CONTENT] [COMMUNITY-TOOL] β€” An extensive guide on using AWS S3 Sync commands, showing how to achieve efficient filesystems syncs between local storage and S3 targets. It explains multi-threading optimization, inclusion/exclusion rules, and integrity checks. This reference is highly valuable for system administrators maintaining basic backup and sync pipelines. --- -πŸ’‘ **Explore Related:** [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md) | [Ibm_Cloud](./ibm_cloud.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-tools-scripts.md b/v2-docs/aws-tools-scripts.md index b8c06045..6ce54df6 100644 --- a/v2-docs/aws-tools-scripts.md +++ b/v2-docs/aws-tools-scripts.md @@ -69,7 +69,7 @@ description: "Top AWS Tools Scripts resources for 2026, AI-ranked: Metabadger, e - **(2024)** [==Floci - An AWS Local Emulator Alternative==](https://github.com/floci-io/floci) ⭐ 14064 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An active and highly performant local alternative to localstack. Emulates AWS cloud service behavior locally using specialized lightweight container footprints. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws-training.md b/v2-docs/aws-training.md index a47f28b1..705ac8a9 100644 --- a/v2-docs/aws-training.md +++ b/v2-docs/aws-training.md @@ -18,7 +18,7 @@ description: "Curated, AI-ranked AWS Training resources for the 2026 Cloud Nativ - **(2023)** [A curated list of AWS resources to prepare for the AWS Certifications](https://gist.github.com/leonardofed) [COMMUNITY-TOOL] β€” A comprehensive, community-maintained GitHub Gist featuring a structured registry of mock exams, official whitepapers, and cloud design cheatsheets. It provides a reliable directory for self-directed preparation across multiple AWS credentials. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/aws.md b/v2-docs/aws.md index f9806e60..5bcda9ab 100644 --- a/v2-docs/aws.md +++ b/v2-docs/aws.md @@ -48,14 +48,14 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### General Reference - **(None)** [](https://docs.aws.amazon.com/AmazonECR/latest/userguide) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. - - **(None)** [](https://aws.amazon.com/blogs/big-data/using-spark-sql-for-etl) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - **(None)** [](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateDBInstance.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. - - **(None)** [](https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. - **(None)** [](https://aws.amazon.com/blogs/devops/aws-codedeploy-deploying-from-a-development-account-to-a-production-account) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - **(None)** [](https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-quotas.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - **(None)** [](https://aws.amazon.com/blogs/big-data/using-spark-sql-for-etl) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - [dzone: AWS Basics](https://dzone.com/articles/aws-basics) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: AWS Basics in the Kubernetes Tools ecosystem. - [dzone: AWS Basics: Bastion Hosts and NAT](https://dzone.com/articles/aws-basics-bastian-hosts-and-nat) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: AWS Basics: Bastion Hosts and NAT in the Kubernetes Tools ecosystem. - [dzone: Five Different Ways to Build AWS Infrastructure](https://dzone.com/articles/five-different-ways-to-build-aws-infrastructure) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Five Different Ways to Build AWS Infrastructure in the Kubernetes Tools ecosystem. + - **(None)** [](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateDBInstance.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - **(None)** [](https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - **(None)** [](https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-quotas.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. ## Artificial Intelligence ### Developer Agents @@ -114,6 +114,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2026)** [Building highly resilient applications with on-premises interdependencies using AWS Local Zones](https://aws.amazon.com/blogs/compute/building-highly-resilient-applications-with-on-premises-interdependencies-using-aws-local-zones) [N/A CONTENT] [ADVANCED LEVEL] [LEGACY] β€” 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. #### Infrastructure As Code + - **(2022)** [youtube.com: AWS Cloud Complete Bootcamp Course - CloudFormation | freeCodeCamp 🌟](https://www.youtube.com/watch?v=zA8guDqfv40) [COMMUNITY-TOOL] β€” A comprehensive, open-access video bootcamp by freeCodeCamp focusing on AWS CloudFormation. Teaches declarative resource provisioning, nested templates, drift detection, and deployment strategies for managing large AWS architectures as code. - **(2021)** [New digital course and lab: AWS Cloud Development Kit (CDK) Primer](https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aws-cloud-development-kit-cdk-primer) [COMMUNITY-TOOL] [GUIDE] β€” Introduction to the AWS Cloud Development Kit (CDK) framework. Teaches developers how to define cloud infrastructure using familiar programming languages (TypeScript, Python) rather than declarative JSON or YAML, maximizing code reusability and CI/CD integration. #### Learning and News @@ -185,6 +186,11 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Continuous Deployment - **(2021)** [Automate rollbacks for Amazon ECS rolling deployments with CloudWatch alarms](https://aws.amazon.com/blogs/containers/automate-rollbacks-for-amazon-ecs-rolling-deployments-with-cloudwatch-alarms) [N/A CONTENT] [COMMUNITY-TOOL] β€” 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. +#### DNS and Domain Management + +##### Route 53 + + - **(2021)** [How do I transfer a domain to AWS from another registrar?](https://repost.aws/knowledge-center) [DOCUMENTATION] [COMMUNITY-TOOL] β€” A granular tutorial on migrating DNS management to Amazon Route 53 from external registrars. While straightforward, real-world deployment requires careful TTL planning and nameserver transition strategies to prevent query dropouts and route interruptions during migration. #### ETL - **(2025)** [==AWS Data Pipeline==](https://aws.amazon.com/glue) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official page of AWS Glue, a fully managed serverless data integration service. Identifies structural discovery using AWS Glue Data Catalog, PySpark ETL execution, and schema registry controls. @@ -219,6 +225,9 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Messaging Services (1) - **(2022)** [dev.to: When to SNS or SQS](https://dev.to/aws-builders/when-to-sns-or-sqs-2aji) [N/A CONTENT] [COMMUNITY-TOOL] β€” A technical comparison of Amazon Simple Notification Service (SNS) and Simple Queue Service (SQS) within event-driven architectures. It details SNS's pub-sub push mechanism versus SQS's pull-based queueing model, analyzing throughput characteristics and decoupling strategies. This guide clarifies architectural patterns for integrating microservices via point-to-point and fan-out message routing. +#### Network Management + + - **(2019)** [aws.amazon.com: Network operations with AWS Network Manager](https://aws.amazon.com/products) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Focuses on AWS Network Manager as a single pane of glass for monitoring global hybrid networks. Live cloud architectures utilize Network Manager to synthesize telemetry from AWS Transit Gateway, SD-WAN devices, and on-premises branch offices into actionable alerts. #### Paas Architecture - **(2016)** [Deploying a High-Availability PHP Application with an External Amazon RDS Database to Elastic Beanstalk](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/php-ha-tutorial.html) [DOCUMENTATION] [COMMUNITY-TOOL] β€” AWS deployment blueprint detailing how to structure a multi-availability zone PHP application using Beanstalk. Integrates an external multi-AZ Amazon RDS configuration to build failover resilience. @@ -244,9 +253,6 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Audio Learning - **(2026)** [Stitcher AWS Podcasts](https://www.stitcher.com/podcast/amazon-web-services/aws-podcast) [COMMUNITY-TOOL] β€” Stitcher repository hosting the AWS Podcast network. Features architectural retrospectives, engineering deep-dives, and service evolution analyses presented by active cloud product managers. -#### Cloud Services - - - **(2026)** [AWS DevOps 🌟](https://aws.amazon.com/devops) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” AWS’s primary DevOps portal, presenting their native continuous delivery and infrastructure management stack, including CodePipeline, CodeBuild, and CloudFormation. While curator listings highlight frictionless integration with EC2 and ECS, live architectural patterns in 2026 showcase teams frequently combining AWS-native compute with cloud-agnostic deployment runtimes to avoid platform lock-in. #### Open Source Strategy - **(2026)** [infoworld.com: Amazon’s quiet open source revolution](https://www.infoworld.com/article/2338356/amazon-s-quiet-open-source-revolution.html) [COMMUNITY-TOOL] β€” An analytical exploration detailing AWS's transition from open-source software consumer to an active co-developer and primary maintainer. Discusses strategic projects like OpenSearch and Valkey, examining the structural tension and evolving relationships between public clouds and software vendors. @@ -404,11 +410,6 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel ##### AWS Organizations - **(2024)** [AWS Organizations: The Key to Managing Your Cloud Infrastructure Effectively](https://awsfundamentals.com/blog/aws-organizations-the-key-to-managing-your-cloud-infrastructure-effectively) [COMMUNITY-TOOL] β€” Explores core configuration benefits of AWS Organizations for multi-account governance. Highlights service control policies (SCPs), unified billing, and secure programmatic account instantiation using IaC. -### Kubernetes - -#### Rancher Management - - - **(2022)** [aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference Deployment](https://aws-quickstart.github.io/quickstart-eks-rancher) [HCL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Official AWS Quick Start reference guide for standing up Rancher on AWS. This architecture installs Rancher on an Amazon EKS cluster, giving enterprise operations teams a unified interface to govern multiple downstream clusters, enforce unified RBAC models, and manage complex multi-tenant environments. ## Cloud Native Infrastructure ### Service Mesh @@ -447,7 +448,6 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2026)** [AWS Management Tools Blog](https://aws.amazon.com/blogs/mt) [N/A CONTENT] [COMMUNITY-TOOL] β€” 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 AWS best practices. - **(2023)** [aws.amazon.com/blogs: Introducing Amazon CodeWhisperer for command line](https://aws.amazon.com/blogs/devops/introducing-amazon-codewhisperer-for-command-line) [N/A CONTENT] [COMMUNITY-TOOL] β€” An AWS Developer blog introducing automated command-line capabilities for Amazon CodeWhisperer. It highlights AI-driven command completion and automatic CLI parameter translation directly in modern terminal emulators. Essential for platform engineers aiming to dramatically accelerate shell and infrastructure-as-code scripting efficiency. - **(2022)** [genbeta.com: Amazon lanza CodeWhisperer, su propia alternativa a GitHub Copilot… que no insertarΓ‘ cΓ³digo ya licenciado sin avisar](https://www.genbeta.com/desarrollo/amazon-lanza-codewhisperer-su-propia-alternativa-a-github-copilot-que-no-insertara-codigo-licenciado-avisar) [N/A CONTENT] [COMMUNITY-TOOL] β€” 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. - - **(2021)** [AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code) [N/A CONTENT] [COMMUNITY-TOOL] β€” An AWS announcement highlighting the release of updated AWS Toolkits for popular IDEs (Cloud9, JetBrains, VS Code), expanding interaction capabilities 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. #### Identity Management - **(2022)** [dev.to/franciscogm: AWS CLI SSO made easy](https://dev.to/franciscogm/aws-cli-sso-made-easy-3bh9) [N/A CONTENT] [COMMUNITY-TOOL] β€” A developer-focused guide showing how to simplify multi-account authorization using the AWS CLI and AWS IAM Identity Center (formerly AWS Single Sign-On). It demonstrates optimal config profile structures to enable rapid terminal-based authentication. Highly valued by security administrators striving to eliminate long-term credentials on local workstations. @@ -488,9 +488,6 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Operations (1) - **(2008)** [AWS Support](https://aws.amazon.com/premiumsupport) [NONE CONTENT] [COMMUNITY-TOOL] β€” Detailed directory of AWS premium tier services, offering technical case routing, cloud guidance, and access to Trusted Advisor tools to maintain cluster health and SLA commitments. -#### Security and IAM - - - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) [HTML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The definitive AWS reference for constructing fine-grained IAM policies. It outlines exact service actions, resource types, and condition context keys required to enforce the principle of least privilege in enterprise architectures. This resource is indispensable for security engineers building cloud access models. #### Status Monitoring - **(2006)** [status.aws.amazon.com: Service Health Dashboard](https://health.aws.amazon.com/health/status) [NONE CONTENT] [COMMUNITY-TOOL] β€” 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. @@ -542,13 +539,6 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Architectural Concepts - **(2026)** [What is Streaming Data?](https://aws.amazon.com/what-is/streaming-data) [COMMUNITY-TOOL] β€” An AWS conceptual guide delineating the architecture of real-time streaming data pipelines. Compares high-throughput, sequential processing mechanisms against traditional batch structures, referencing Amazon Kinesis and Apache Kafka as key streaming backplanes. -## DevOps - -### Continuous Delivery - -#### Release Strategies - - - **(2020)** [cloudacademy.com: Blog / DevOpsDevOps: Why Is It Important to Decouple Deployment From Release?](https://platform.qa.com/login) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Architectural analysis of separating physical code deployment from logical user release. Examines the use of feature flag systems and proxy-level traffic management to perform risk-free production promotions. ## Edge and Iot ### AWS (6) @@ -592,7 +582,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2024)** [**Cloudburn: An Open-Source Policy Engine for AWS Spending**](https://github.com/towardsthecloud/cloudburn) ⭐ 1765 [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces Cloudburn, an open-source command-line tool designed to audit AWS resource groups. By using declarative policies, it alerts teams to idle resources, non-standard instance types, and unassigned Elastic IPs to keep real-world deployments within budget limits. ## Infrastructure (1) -### DevOps (1) +### DevOps #### Command Line Utilities @@ -620,11 +610,6 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### AWS Templates - **(2024)** [AWS Samples (Boilerplates)](https://nubenetes.com/demos/#aws-samples-boilerplates) [MULTI-LANGUAGE CONTENT] [COMMUNITY-TOOL] β€” 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. -### CICD (2) - -#### Self-hosted Runners - - - **(2025)** [RunsOn: Self-hosted GitHub Actions Runners in AWS](https://runs-on.com) [GO CONTENT] [COMMUNITY-TOOL] β€” An innovative open-source self-hosting solution that provisions fast, secure, on-demand EC2 single-use runners for GitHub Actions on AWS. Offers extreme cost reductions (up to 10x) utilizing EC2 spot instances with minimal boot delays. ## Kubernetes and Platform Engineering ### Modernization Tools @@ -695,13 +680,6 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Grafana - **(2024)** [Amazon Managed Service for Grafana](https://aws.amazon.com/grafana) [N/A CONTENT] [COMMUNITY-TOOL] β€” Managed visualization console offering direct enterprise integrations with SSO and IAM setups. Allows telemetry aggregation from diverse cloud datasources (S3, Prometheus, CloudWatch, Opensearch) under unified dynamic views. -## Operations (2) - -### Local Environment Setup - -#### Package Management - - - **(2023)** [DevOps Made Easy: Install AWS CLI, ECS CLI, Docker & Terraform Using Chocolatey](https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terraform-using-chocolatey-2lld) [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step local workstation bootstrapping guide using the Windows Chocolatey package manager. Instructs how to quickly establish consistent local administration tooling, installing docker-cli, terraform, aws-cli, and ecs-cli to prepare for cloud resource management. ## Organizational Culture ### Migration Journeys @@ -749,7 +727,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2026)** [localstack.cloud](https://www.localstack.cloud) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Curator Insight highlights the enterprise cloud platform offering advanced local emulation of AWS services. Live Grounding reinforces that LocalStack has become the industry standard for offline AWS cloud development, supporting complex services like IAM, EKS, and RDS, which radically reduces cloud spend and speeds up inner-loop iteration cycles. --- -πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md) +πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Azure](./azure.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/azure.md b/v2-docs/azure.md index 2bbd6362..d2049771 100644 --- a/v2-docs/azure.md +++ b/v2-docs/azure.md @@ -101,9 +101,13 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ### AI and Automation +#### AI PR Automation + + - **(2025)** [Automate Pull Request Descriptions in Azure DevOps with Azure OpenAI](https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-devops-with-azure-openai) [YAML CONTENT] [COMMUNITY-TOOL] β€” A tutorial showing how to automate the generation of pull request descriptions within Azure DevOps pipelines using Azure OpenAI APIs. Streamlines developer velocity and documentation standards. #### Model Context Protocol - **(2025)** [==Azure DevOps MCP Server==](https://github.com/microsoft/azure-devops-mcp) ⭐ 1813 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orchestrate pipeline runs. + - **(2025)** [Azure DevOps MCP Server Public Preview](https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview) [NONE CONTENT] [COMMUNITY-TOOL] β€” Official Microsoft announcement outlining the preview release of the Azure DevOps MCP Server. Details how developer agents leverage safe API contexts to build and deploy complex assets. ### DevOps Platforms #### Devtest Labs @@ -129,11 +133,6 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Azure DevOps Platform - **(2023)** [zartis.com: Simplify Your SDLC with Azure DevOps 🌟](https://www.zartis.com/simplify-your-sdlc-with-azure-devops) [NONE CONTENT] [COMMUNITY-TOOL] β€” Explores structural methods to decrease release lead-times by leveraging integrated boards, automated tests, and deployment gates inside the Azure DevOps ecosystem. -### Security - -#### Network Access Control - - - **(2024)** [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) [NONE CONTENT] [COMMUNITY-TOOL] β€” Official update outlining changes in public IP routing paths for Azure DevOps hosted agents. Crucial information for maintaining zero-trust firewall configurations. ### Security and Compliance #### Access Control @@ -181,7 +180,6 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2026)** [==learn.microsoft.com: Environment variables and app settings in Azure App Service==](https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings) [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official reference detailing how App Settings and Connection Strings map directly to environment variables at container execution time. It covers critical security aspects, including referencing Key Vault secrets natively to prevent plaintext credential leaks in code. This configuration framework forms the architectural baseline for deploying portable, 12-factor cloud-native applications. #### App Service Diagnostics - - **(2025)** [**Azure App Service Auto-Heal: Capturing Relevant Data During Performance Issues**](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical breakdown of the Azure App Service Auto-Heal capability, showing how to trigger automated mitigation actions during performance regressions. It explains how to collect diagnostic artifacts, such as thread dumps, memory dumps, and profiler traces, right before an instance restarts. This proactive debugging practice prevents transient microservice failures from escalating into major outages. - **(2024)** [azure.github.io/AppService: General availability of Diagnostics tools for App Service on Linux Node.js apps](https://azure.github.io/AppService/2024/01/05/Diagnose-Tools-for-NodeJs-Linux-apps.html) [NODE.JS CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Announcement and documentation highlighting advanced diagnostic tools built specifically for Node.js workloads running on Linux-based Azure App Services. It explains the integration of CPU profiling, memory allocation tracking, and automated core dump collection. These tools enable real-time analysis of single-threaded event loop blockages and memory leaks directly from the Azure portal. #### Custom Containers @@ -240,6 +238,11 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Azure Pipelines Architecture - **(2022)** [thinksys.com: Azure DevOps Pipeline Complete Guide 2022](https://thinksys.com/azure/azure-devops-pipeline-complete-guide) 🌟🌟🌟 [LEGACY] β€” Provides a comprehensive guide to Azure Pipelines, examining agent pools, environment gates, YAML schemas, and artifact generation. Modern engineering patterns in 2026 have completely deprecated classic visual release pipelines. Modern deployment strategies mandate programmatic YAML-only architectures that incorporate pipeline decorators and secure agent injection. +#### Build Environments + +##### Runtime Configuration + + - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demonstrates how to dynamically install Java 23 onto Azure DevOps pipeline agents using automated setup tasks. In 2026, using localized runtime installation tasks is preferred over relying on pre-baked VM images, allowing pipelines to remain flexible and easily adapt to new framework versions. #### Conditional Logic And Expressions - **(2023)** [**techcommunity.microsoft.com: Azure DevOps Pipelines: If Expressions and Conditions 🌟**](https://techcommunity.microsoft.com/blog/healthcareandlifesciencesblog/azure-devops-pipelines-if-expressions-and-conditions/3737159) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Breaks down the syntax and runtime evaluation of conditional if-expressions in Azure Pipelines' YAML parser. Masterful command of compile-time versus execution-time evaluation is crucial in 2026 for building dynamic pipelines that auto-adjust steps based on branch targets, variables, or system telemetry. @@ -364,6 +367,33 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2024)** [techcommunity.microsoft.com: New feature: easily assign regulatory compliance policies to your Azure Landing Zone](https://techcommunity.microsoft.com/blog/azurearchitectureblog/new-feature-easily-assign-regulatory-compliance-policies-to-your-azure-landing-z/4074957) [NONE CONTENT] [COMMUNITY-TOOL] β€” Outlines simplified mechanisms to assign regulatory compliance policies to Azure Landing Zone hierarchy trees. The feature enables platform administrators to quickly map PCI-DSS, ISO 27001, or FedRAMP benchmarks to specific landing zones, ensuring automated, non-disruptive governance across all workloads. ## Cloud Infrastructure +### Azure Networking + +#### Cost Optimization + + - **(2026)** [Which Azure Network is Cheaper?](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” This cost-analysis guide scrutinizes the pricing structures of Azure networking patterns, contrasting VNet Peering, Private Link, Virtual WAN, and ExpressRoute. It provides system architects with actionable formulas to optimize egress and internal data transfer fees, which are critical for high-throughput, multi-region distributed microservices. + - **(2025)** [A Guide to Azure Data Transfer Pricing](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538) [N/A CONTENT] [COMMUNITY-TOOL] β€” A deep analysis of the financial implications of Azure data transit. The guide breaks down costs associated with intra-region, inter-region, availability zone traversal, and internet egress. It is highly valuable for designing cost-efficient microservices that utilize high-frequency data synchronizations. +#### Hybrid Connectivity + + - **(2025)** [Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines best practices for designing resilient Azure ExpressRoute topologies to safeguard production-critical hybrid cloud environments. Architects are guided through configuring dual-homing, active-active paths, BFD (Bidirectional Forwarding Detection), and automated failover strategies to prevent network isolation. +#### Latency Optimization + + - **(2025)** [Reduce Latency with Azure Proximity Placement Groups](https://hansencloud.com/2025/02/24/reduce-latency-with-azure-proximity-placement-groups) [N/A CONTENT] [COMMUNITY-TOOL] β€” Analyzes the utility of Azure Proximity Placement Groups (PPGs) to achieve sub-millisecond physical latency for interdependent compute resources. It outlines design considerations for co-locating VMs, Virtual Machine Scale Sets, and Kubernetes nodes within the same physical data center boundary to support high-performance microservices. +#### Multi-tenant Topology + + - **(2025)** [Deploying Virtual Networks Across Tenants Using Azure Virtual Network Manager](https://techcommunity.microsoft.com/blog/azurenetworkingblog/deploying-virtual-networks-across-tenants-using-azure-virtual-network-manager-ip/4410161) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” An official exploration of Azure Virtual Network Manager (AVNM) capabilities for coordinating network topologies across distinct enterprise Entra ID tenants. Architects learn how to leverage AVNM to scale governance, enforce global security rules, and simplify cross-tenant hub-and-spoke peerings programmatically. +#### Network Topology + + - **(2025)** [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The foundational blueprint for Azure Hub-and-Spoke network design patterns. This guide details how to centralize shared infrastructure servicesβ€”such as firewalls, DNS, and ExpressRoute gatewaysβ€”within a hub VNet, while separating distinct microservice workloads into isolated spoke VNets. +#### Private Access + + - **(2025)** [Private Link Reality Bites: Service Endpoints vs Private Link](https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endpoints-vs-private-link) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep-dive comparison of Azure Service Endpoints versus Private Link. The author details critical architectural trade-offs: while Service Endpoints are simple to configure and leverage public IPs, Private Link allocates private endpoints within your virtual network, enhancing the security posture of microservice deployments by blocking data exfiltration channels, albeit with increased cost and complexity. +#### Security + + - **(2025)** [Building a DDoS Response Plan with Azure DDoS Protection](https://techcommunity.microsoft.com/blog/azurenetworksecurityblog/building-a-ddos-response-plan/4372256) [N/A CONTENT] [COMMUNITY-TOOL] β€” A technical operational playbook on structuring a rapid-response plan using Azure DDoS Protection. It details integration with Azure Firewall, Web Application Firewall (WAF), and automated telemetry routing to mitigate distributed attack vectors while ensuring business continuity for microservice APIs. +#### Subnet Peering + + - **(2025)** [Introducing Subnet Peering in Azure](https://techcommunity.microsoft.com/blog/azurenetworkingblog/introducing-subnet-peering-in-azure/4383841) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Introduces the architectural paradigm of Subnet Peering in Azure, bypassing the traditional resource-heavy requirements of full Virtual Network (VNet) peering. This feature allows network engineers to establish direct, localized communication paths between designated subnets, optimizing security boundaries and address space usage. ### Container Orchestration (2) #### AKS Fleet Manager @@ -418,6 +448,9 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2022)** [github.com/nnellans/bicep-guide](https://github.com/nnellans/bicep-guide) ⭐ 36 [BICEP CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A structured walkthrough repository outlining best practices, modular structures, and orchestration techniques in Azure Bicep. It acts as a reference for constructing scalable, reusable IaC configurations with built-in parameterization and deployment scopes. - **(2022)** [build5nines.com: Get Started with Azure Bicep – Alternative to ARM Templates](https://build5nines.com/get-started-with-azure-bicep) [BICEP CONTENT] [COMMUNITY-TOOL] β€” Introduces Azure Bicep as Microsoft's strategic evolution beyond JSON-based ARM templates. It contrasts the language's simplified abstraction layer, compilation mechanics, and automatic dependency resolution against traditional enterprise patterns. - **(2021)** [github.com/johnlokerse/azure-bicep-cheat-sheet: Azure Bicep Cheat Sheet](https://github.com/johnlokerse/azure-bicep-cheat-sheet) [BICEP CONTENT] [COMMUNITY-TOOL] β€” A comprehensive quick-reference guide designed to accelerate Azure Bicep development. It provides syntax mappings, parameter declarations, and deployment command structures to streamline the transition from ARM JSON to domain-specific language architectures. +#### Azure IPAM + + - **(2025)** [Manage Azure IPAM with Terraform](https://mattias.engineer/blog/2025/azure-ipam-with-terraform) [TERRAFORM CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A comprehensive guide to automating Azure IP Address Management (IPAM) using Terraform. It outlines strategies for programmatic subnet delegation, non-overlapping address space allocation, and enterprise-wide IP tracking to prevent resource collision in complex hub-and-spoke virtual architectures. #### Azure Verified Modules - **(2024)** [azure.github.io/Azure-Verified-Modules 🌟](https://azure.github.io/Azure-Verified-Modules) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The central documentation portal for Azure Verified Modules (AVM), Microsoft's standardized, validated IaC building blocks. Supports both Bicep and Terraform, guaranteeing reliable, hardened, and highly consistent deployments at enterprise scale. @@ -534,6 +567,9 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Portal Core - **(2026)** [Microsoft Azure](https://azure.microsoft.com/en-us) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The master platform portal link for Microsoft Azure services. Used by enterprise architects to model global computing resources, secure network rings, and Kubernetes nodes. +#### Security Automation + + - **(2024)** [Automated Let's Encrypt Certificates in Azure Key Vault with ACME Bot](https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide) [NONE CONTENT] [COMMUNITY-TOOL] β€” Step-by-step instructional resource on deploying ACME Bot inside Azure. Automates key lifecycles of Let's Encrypt certificates directly into secure Key Vaults. #### Visualization and Insights - **(2026)** [azurecharts.com: Azure Charts](https://azurecharts.com) [TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” An interactive, visual tracking tool detailing Azure services. Dynamically graphs compliance updates, service availability maps, and feature changes in real-time. @@ -630,7 +666,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2022)** [argonsys.com: How to query Azure resources using the Azure CLI](https://argonsys.com/microsoft-cloud/library/how-to-query-azure-resources-using-the-azure-cli) [NONE CONTENT] [COMMUNITY-TOOL] β€” Shows how to build and execute JMESPath expressions within standard Azure CLI inputs, enabling programmatic array sorting and resource discovery. #### Azure Storage (1) -##### Cost Optimization +##### Cost Optimization (1) - **(2022)** [techcommunity.microsoft.com: Azure Storage Blob Count & Capacity usage Calculator](https://techcommunity.microsoft.com/blog/azurepaasblog/azure-storage-blob-count--capacity-usage-calculator/3516855) [POWERSHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Presents dynamic automation options to calculate blob count and physical storage requirements across premium Azure Storage containers, facilitating cost modeling operations. #### Inventory Auditing @@ -734,13 +770,11 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2021)** [teacdmin.net: How To Enable Multiple RDP Sessions on Windows Server](https://tecadmin.net/how-to-enable-multiple-rdp-sessions-on-windows-server) [COMMUNITY-TOOL] [GUIDE] β€” System engineering guide detailing how to bypass the standard session limit constraints on Windows Server platforms by configuring Remote Desktop Services (RDS) policies. Explains licensing requirements, group policy objects (GPO), and host configurations to enable multi-user concurrent administrative operations within infrastructure-as-a-service (IaaS) instances. ## Container Orchestration (3) -### AKS Labs - -#### Hands-on Learning - - - **(2026)** [AKS Labs - Introduction](https://azure-samples.github.io/aks-labs/docs/intro) [MARKDOWN CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Hands-on, engineer-designed technical playground for AKS configurations. Deep dives into Advanced CNI options, Cilium-driven security schemas, network boundaries, and workload identity bindings. ### Azure Kubernetes Service +#### AKS Fleet Manager (1) + + - **(2025)** [Limitless Kubernetes Scaling for AI and Data-intensive Workloads: The AKS Fleet Strategy](https://blog.aks.azure.com/2025/04/02/Scaling-Kubernetes-for-AI-and-Data-intensive-Workloads) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Focuses on utilizing Azure Kubernetes Service (AKS) Fleet Manager to coordinate multi-cluster scaling for modern AI and data-heavy services. It details multi-cluster updates, global load balancing, and orchestration patterns that bypass single-cluster scaling bottlenecks, supporting highly distributed deep learning and large-scale analytical runtimes. #### Well-architected Framework (1) - **(2026)** [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official technical guide mapping Azure Well-Architected Framework (WAF) principles to Azure Kubernetes Service (AKS). It details architectural guidance on cluster networking, high availability, node pools, security integration, and cost management. This serves as the definitive reference for engineering enterprise-grade, highly resilient Kubernetes control and data planes on Azure. @@ -846,13 +880,6 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Windows Tooling - **(2024)** [==Windows Package Manager CLI (aka winget)==](https://github.com/microsoft/winget-cli) ⭐ 26023 [C++ CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official open-source repository for winget-cli, Microsoft's Windows Package Manager. Standardizes command-line app deployment, installation, dependency discovery, and workspace updates. -## Developer Tools - -### IDE Extensions - -#### Azure Learning - - - **(2024)** [marketplace.visualstudio.com: Learn Cloud 🌟](https://marketplace.visualstudio.com/items?itemName=azurepaas-tools.vscode-learncloud) [TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” Visual Studio Code extension designed to accelerate cloud onboarding directly within the developer workspace. It streamlines access to Azure training modules and sandboxed labs, reducing cognitive context switching during technical training. ## Devsecops and Platform Engineering ### CICD and DevOps @@ -908,6 +935,9 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ### Azure Optimization +#### AI Cost Management + + - **(2025)** [**Learn to Manage Investments and Cost Efficiency of Azure and AI Workloads**](https://techcommunity.microsoft.com/blog/finopsblog/learn-to-manage-investments-and-cost-efficiency-of-azure-and-ai-workloads/4396862) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Addresses cost-optimization techniques for AI and large language model (LLM) workloads running on Azure. Discusses GPU node autoprovisioning, vector database optimization, and Azure OpenAI API consumption pricing models. #### Landing Zones (2) - **(2025)** [==Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for Cost Optimization==](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Details how to configure a FinOps-compliant Azure Landing Zone. Uses Azure Policy and management groups to enforce resource tag policies, mandate budget limits at subscription boundaries, and automate continuous cost governance. @@ -1134,7 +1164,6 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ##### Azure Application Gateway - **(2025)** [==Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs==](https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A deep-dive technical investigation of Azure's next-generation Application Gateway for Containers (AGC) running atop AKS Overlay Networking. Details the setup, logging mechanics, and network telemetry capture. - - **(2025)** [**Introduction to Azure Application Gateway for Containers (AGC)**](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An introductory architecture guide covering the capabilities of Azure's modern Application Gateway for Containers (AGC). Illustrates how it integrates natively via Gateway API parameters to deliver low-latency application routing. ## Infrastructure and Platform ### Tenant Governance (1) @@ -1173,9 +1202,6 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Azure Verified Modules (2) - **(2025)** [Announcing General Availability of Terraform Azure Verified Modules for Platform Landing Zone (ALZ)](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-general-availability-of-terraform-azure-verified-modules-for-platform/4366027) [TERRAFORM CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. -#### Entra ID Integration - - - **(2024)** [Terraform: Get User Principal Name (UPN) of User Running Deployment without Entra ID Read Permissions](https://build5nines.com/terraform-get-user-principal-name-upn-of-user-running-deployment-without-entra-id-read-permissions) [HCL CONTENT] [COMMUNITY-TOOL] β€” 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. #### Export Utility - **(2025)** [Export Terraform Code from the Azure Portal](https://mattias.engineer/blog/2025/azure-portal-export-terraform) [NONE CONTENT] [LEGACY] β€” A practical exploration of the Azure Portal's feature for exporting active cloud resource configurations directly into functional HashiCorp Terraform modules. Decreases setup friction for legacy system migrations. @@ -1192,7 +1218,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2025)** [Terraform Azure Resource IPAM Module](https://registry.terraform.io/modules/hlokensgard/res-ipam/azure/latest) [HCL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Specialized Terraform registry module designed to automate IP Address Management (IPAM) inside multi-VNet architectures. Standardizes subnetworking allocations dynamically to prevent prefix overlapping. ### Terraform Providers -#### Azure IPAM +#### Azure IPAM (1) - **(2024)** [==Terraform Provider for Azure IPAM==](https://github.com/XtratusCloud/terraform-provider-azureipam) ⭐ 10 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Custom open-source Terraform provider built to automate cloud IP address allocation directly from centralized Azure IPAM solutions. Ensures smooth networking configuration inside containerized setups. ### Verification and AI @@ -1455,18 +1481,18 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Azure Firewall - **(2024)** [==github.com/nicolgit/azure-firewall-mon: az-firewall-mon==](https://github.com/nicolgit/azure-firewall-mon) ⭐ 91 [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Real-time log viewer utility for Azure Firewall. Parses JSON diagnostic streams directly from Log Analytics, providing colorized output detailing connection actions (allow/deny) on live terminals. -### Secrets Management - -#### Cloud Integrations - -##### Azure (2) - - - **(2025)** [Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)](https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662) [COMMUNITY-TOOL] β€” Explores key architectural patterns for integrating Azure Key Vault (AKV) with Azure Kubernetes Service (AKS). Reviews Azure AD Workload Identity federation, the Secrets Store CSI Driver, and AKS-native mechanisms. Enables engineering teams to eliminate static cloud credentials from cluster runtime contexts. ### Threat Hunting #### Active Directory (1) - **(2025)** [==github.com/JPCERTCC/LogonTracer==](https://github.com/JPCERTCC/LogonTracer) ⭐ 3182 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Incident response tool mapping Active Directory authentication logs onto Neo4j graph databases. Visually identifies anomalous domain login correlations, pass-the-hash movements, and identity exploitation attacks. +## Security and Governance + +### CICD (6) + +#### Azure and Github Integration + + - **(2022)** [Deploying to Azure: Secure Your GitHub Workflow with OIDC](https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc) [YAML CONTENT] [COMMUNITY-TOOL] β€” 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. ## Security and Identity ### API Security @@ -1484,7 +1510,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Continuous Security - **(2023)** [devops.com: DevSecOps in Azure](https://devops.com/devsecops-in-azure) [NONE CONTENT] [COMMUNITY-TOOL] β€” 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. -### Hybrid Connectivity +### Hybrid Connectivity (1) #### Point-to-site VPN @@ -1561,7 +1587,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2020)** [commandline.ninja: Use Powershell to find windows services configured to run as another user](https://commandline.ninja/use-powershell-to-find-services-configured-to-run-as-another-user) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Outlines an automated auditing solution leveraging custom WMI queries to locate active background services configured with custom service-account parameters rather than default LocalSystem context pools. ## Software Engineering -### CICD (6) +### CICD (7) #### Mobile DevOps @@ -1575,7 +1601,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2024)** [==Azure-Samples/jmeter-aci-terraform==](https://github.com/Azure-Samples/jmeter-aci-terraform) ⭐ 119 [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” IaC template leveraging Terraform to provision distributed Apache JMeter load testing engines within Azure Container Instances (ACI). Allows engineers to spin up high-throughput parallel load agents in serverless environments without cluster maintenance. --- -πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md) +πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/caching.md b/v2-docs/caching.md index efd54604..6af5aae6 100644 --- a/v2-docs/caching.md +++ b/v2-docs/caching.md @@ -51,13 +51,6 @@ description: "Top Caching resources for 2026, AI-ranked: Red Hat Data Grid, Varn #### Tau Edge - **(2025)** [==github.com/taubyte/tau: Tau==](https://github.com/taubyte/tau) ⭐ 5051 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” 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 without standard cloud overhead. -## Infrastructure - -### Caching - -#### Redis - - - **(2023)** [Redis](https://redis.io) [C CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The documentation portal for Redis, an in-memory data store used as a cache, database, and message broker. It highlights key features like replication, clustering, and data structures (such as Streams and Sorted Sets) that power real-time apps. ## Infrastructure and Caching ### Database and Storage @@ -110,14 +103,14 @@ description: "Top Caching resources for 2026, AI-ranked: Red Hat Data Grid, Varn - **(2023)** [haproxy.com: The HAProxy Enterprise WAF 🌟](https://www.haproxy.com/blog/the-haproxy-enterprise-waf) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Product portal for HAProxy's Enterprise Web Application Firewall (WAF). It reviews native layer 7 filtering options, custom protection rule sets, and performance profiles designed to mitigate OWASP risks at high traffic volume. ## Performance -### Caching (1) +### Caching #### Varnish On RHEL - **(2021)** [varnish-cache.org: Installation on RedHat](https://vinyl-cache.org/docs/trunk/installation/index.html) [C CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” 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. --- -πŸ’‘ **Explore Related:** [Networking](./networking.md) | [Web Servers](./web-servers.md) | [Cloudflare](./cloudflare.md) +πŸ’‘ **Explore Related:** [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) | [Web Servers](./web-servers.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/chaos-engineering.md b/v2-docs/chaos-engineering.md index a21a5131..9c20ebde 100644 --- a/v2-docs/chaos-engineering.md +++ b/v2-docs/chaos-engineering.md @@ -21,13 +21,6 @@ description: "Top Chaos Engineering resources for 2026, AI-ranked: chaosblade, C ### Awesome Lists - **(2023)** [==Awesome Chaos Engineering==](https://github.com/dastergon/awesome-chaos-engineering) ⭐ 6589 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier curated directory of resources, tools, and papers dedicated to the practice of Chaos Engineering. It indexes tools for simulating network latency, injecting resource stress, and terminating instances across various platforms, with a strong focus on cloud-native environments. This is a must-have reference for engineering teams building self-healing, fault-tolerant distributed systems. -## Platform Engineering - -### Design Methodology - -#### Platform Democracy - - - **(2023)** [Platform Democracy: Rethinking Who Builds and Consumes Your Internal Platform](https://www.syntasso.io/post/platform-democracy-rethinking-who-builds-and-consumes-your-internal-platform) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores the shift from top-down platform imposition to a collaborative platform democracy model where users actively influence platform features. Focuses on Kratix-style platform design that co-creates platform capabilities to better align with actual developer workflows and organizational requirements. ## Resilience ### Chaos Engineering (1) @@ -85,7 +78,7 @@ description: "Top Chaos Engineering resources for 2026, AI-ranked: chaosblade, C - **(2021)** [thenewstack.io: Develop a Daily Reporting System for Chaos Mesh to Improve System Resilience](https://thenewstack.io/develop-a-daily-reporting-system-for-chaos-mesh-to-improve-system-resilience) [COMMUNITY-TOOL] β€” 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. --- -πŸ’‘ **Explore Related:** [Developerportals](./developerportals.md) | [QA](./qa.md) | [Project Management Tools](./project-management-tools.md) +πŸ’‘ **Explore Related:** [Project Management Tools](./project-management-tools.md) | [Project Management Methodology](./project-management-methodology.md) | [DevOps](./devops.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/chatgpt.md b/v2-docs/chatgpt.md index 7d289328..2d1c3d33 100644 --- a/v2-docs/chatgpt.md +++ b/v2-docs/chatgpt.md @@ -1,5 +1,5 @@ --- -description: "Top ChatGPT resources for 2026, AI-ranked: LLMs-from-scratch, Think Python and more β€” curated Cloud Native tools, guides and references." +description: "Top ChatGPT resources for 2026, AI-ranked: LLMs-from-scratch, Cerebras AI and more β€” curated Cloud Native tools, guides and references." --- # ChatGPT @@ -15,7 +15,7 @@ description: "Top ChatGPT resources for 2026, AI-ranked: LLMs-from-scratch, Thin #### Developer Productivity - - **(2025)** [GitHub Copilot Now Explains Failed Actions Jobs (GA)](https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga) [COMMUNITY-TOOL] β€” General availability announcement detailing Copilot's integration into the GitHub Actions run logs. Empowers engineers to ask AI to interpret errors, trace failures, and propose immediate pipeline repair steps. + - **(2024)** [Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous Free Tier](https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” 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. ## Architectural Foundations ### Kubernetes Tools @@ -53,6 +53,13 @@ description: "Top ChatGPT resources for 2026, AI-ranked: LLMs-from-scratch, Thin #### Declarative Manifests - [github.com/robusta-dev/chatgpt-yaml-generator](https://github.com/robusta-dev/chatgpt-yaml-generator) ⭐ 117 [COMMUNITY-TOOL] β€” A tailored schema wizard matching generative prompts to robust Kubernetes structures. Generates production-ready configurations containing service boundaries, volume bindings, and routing structures. +## Cloud Native Operations + +### Ai-powered Operations aiops + +#### Kubernetes Troubleshooting + + - **(2023)** [k8sgpt.ai](https://k8sgpt.ai) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An innovative, community-driven tool that integrates LLMs directly with Kubernetes diagnostic commands. By parsing cluster states, configuration anomalies, and system logs, k8sgpt provides clear explanations and automated remediation commands. It is a premier tool in the shift towards AI-powered autonomous operations (AIOps). ## Data Analysis ### Spreadsheet Automation @@ -77,15 +84,34 @@ description: "Top ChatGPT resources for 2026, AI-ranked: LLMs-from-scratch, Thin #### Workplace Automation - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) [SPANISH CONTENT] 🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” Reportaje de carΓ‘cter prΓ‘ctico que expone la incorporaciΓ³n intensiva de agentes de IA conversacional dentro del flujo de trabajo corporativo diario, ilustrando la aceleraciΓ³n de tareas de sΓ­ntesis y redacciΓ³n tΓ©cnica. [SPANISH CONTENT] -## Market Analysis +## Infrastructure ### Artificial Intelligence (2) +#### Hardware Acceleration + + - **(2025)** [Cerebras AI](https://www.cerebras.ai) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Dedicated AI computer systems utilizing Wafer-Scale Engine (WSE) technology. Delivers unprecedented compute density and memory bandwidth to train large-scale neural networks without the distributed communication overhead of traditional GPU clusters. +## Infrastructure As Code (1) + +### Ansible + +#### Releases + + - **(2021)** [ansible.com: Announcing the Community Ansible 3.0.0 Package 🌟](https://www.redhat.com/en/blog/channel/open-source-communities) [COMMUNITY-TOOL] β€” Details the structural transition introduced in Ansible 3.0.0. Focuses on the architectural split that separated 'ansible-core' engine components from 'collections' packages, resolving dependency bottlenecks and streamlining modern community module delivery. +## Market Analysis + +### Artificial Intelligence (3) + #### Industry Dynamics - [genbeta.com: En la era de la inteligencia artificial, Microsoft es el nuevo' Google](https://www.genbeta.com/a-fondo/era-inteligencia-artificial-microsoft-nuevo-google) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Analiza la evoluciΓ³n de Microsoft como lΓ­der de la revoluciΓ³n de IA generativa a travΓ©s de su alianza con OpenAI, contrastΓ‘ndolo con la postura reactiva de Google ante los modelos de lenguaje transformadores. [SPANISH CONTENT] ## Software Engineering +### Ai-assisted Development + +#### LLM Prompting + + - **(2025)** [Claude 101: Free Guides to Master Claude](https://claude101.com) [COMMUNITY-TOOL] [GUIDE] β€” A curated reference hub containing structured tutorials, system prompting templates, and context optimization strategies for leveraging Anthropic's Claude models. Focuses on maximizing the quality of complex reasoning pipelines and architectural code reviews. ### Ai-assisted Operations #### Code Generation Quality @@ -96,9 +122,16 @@ description: "Top ChatGPT resources for 2026, AI-ranked: LLMs-from-scratch, Thin #### Computer Science Foundations - **(2024)** [Think Python](https://allendowney.github.io/ThinkPython) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” An industry-standard manual detailing computer science foundations using Python. Progresses through data structures, algorithms, functional routines, and object-oriented modeling with highly verified, elegant coding conventions. +## Specialized AI Applications + +### Healthcare Systems + +#### Voice Assistants + + - **(2025)** [Microsoft Dragon Copilot: Unified Voice AI Assistant for Healthcare](https://news.microsoft.com/source/2025/03/03/microsoft-dragon-copilot-provides-the-healthcare-industrys-first-unified-voice-ai-assistant-that-enables-clinicians-to-streamline-clinical-documentation-surface-information-and-automate-task) [COMMUNITY-TOOL] β€” Examines Microsoft's Dragon Copilot, the healthcare industry's first unified voice AI assistant. It streamlines clinical documentation, automates repetitive administrative tasks, and securely surfaces critical patient records within strict HIPAA compliance parameters. --- -πŸ’‘ **Explore Related:** [AI Agents MCP](./ai-agents-mcp.md) | [AI](./ai.md) | [MLOps](./mlops.md) +πŸ’‘ **Explore Related:** [AI](./ai.md) | [MLOps](./mlops.md) | [AI Agents MCP](./ai-agents-mcp.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/cheatsheets.md b/v2-docs/cheatsheets.md index 91d78a36..d572bca8 100644 --- a/v2-docs/cheatsheets.md +++ b/v2-docs/cheatsheets.md @@ -29,11 +29,6 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee #### Change Data Capture - **(2026)** [developers.redhat.com: Debezium on OpenShift Cheat Sheet](https://developers.redhat.com/cheat-sheets/debezium-openshift-cheat-sheet) [SHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An integration cheat sheet for configuring Debezium CDC within OpenShift pipelines. Curator Insight underscores real-time event streaming advantages. Live Grounding verifies Debezium's critical role in decoupling microservice databases without code changes. -### Kubernetes Operators - -#### Java Quarkus - - - **(2026)** [developers.redhat.com: Writing a Kubernetes Operator in Java using Quarkus - **Cheat Sheet** 🌟](https://developers.redhat.com/cheat-sheets/writing-kubernetes-operator-java) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An advanced developer reference for implementing custom Kubernetes Operators in Java using Quarkus. Curator Insight highlights Quarkus' small memory footprint. Live Grounding shows a significant surge in Java Operator SDK adoption for enterprise platforms. ## Automation ### Configuration Management @@ -45,6 +40,9 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee ### AWS +#### Security and IAM + + - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) [HTML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The definitive AWS reference for constructing fine-grained IAM policies. It outlines exact service actions, resource types, and condition context keys required to enforce the principle of least privilege in enterprise architectures. This resource is indispensable for security engineers building cloud access models. #### Storage - **(2023)** [awsgeek.com/Amazon-S3](https://www.awsgeek.com/Amazon-S3) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly visual architectural breakdown of Amazon S3 features, storage classes, and lifecycle policies. This resource maps complex cloud storage abstractions into readable visual cheat sheets, clarifying performance tiers and security boundaries. Excellent for quick architectural onboarding and design sessions. @@ -53,6 +51,9 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee #### Architecture Reference - **(2024)** [==The Google Cloud Developer's Cheat Sheet 🌟==](https://github.com/priyankavergadia/google-cloud-4-words) ⭐ 8225 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptionally popular developer's directory translating Google Cloud's extensive product portfolio into four-word functional summaries accompanied by visual flowcharts. It simplifies GCP's architectural choices across compute, database, and machine learning domains. +#### Product Catalog + + - **(2026)** [**googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet**](https://cloud.google.com/products) [HTML CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Google's official product portal mapping its enterprise suite of cloud computing, data analytics, and machine learning services. Serves as a primary reference for system architects evaluating Google's managed offerings, providing documentation and pathing for product integration. ## Collaboration ### Documentation @@ -166,13 +167,6 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee #### Admin Shortcuts - **(2023)** [cmcrowell.com/cheat-sheet 🌟](https://cmcrowell.com/cheat-sheet) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A concise aggregate cheat sheet mapping Linux sysadmin syntax, database queries, and cloud orchestration scripts. Simplifies multi-tool engineering routines by locating key operations under a single landing page. -## Developer Tooling - -### Developer Knowledge - -#### Cheat Sheets (4) - - - **(2025)** [**QuickRef.ME - Quick Reference Cheat Sheets**](https://quickref.me/index.html) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” QuickRef.ME offers highly organized cheat sheets covering major programming languages, CLI utilities, databases, and platform architectures. It serves as a rapid reference dashboard that reduces lookup overhead during continuous programming cycles. ## Development ### Version Control @@ -239,7 +233,7 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee ### Developer Education (1) -#### Cheat Sheets (5) +#### Cheat Sheets (4) - **(2024)** [cheatography.com](https://cheatography.com) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collaborative platform dedicated to creating and downloading structured cheat sheets across multiple developer domains. It offers rapid summaries for command-line tools, frameworks, programming languages, and system diagnostics. ### OSINT @@ -283,7 +277,7 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2026)** [developers.redhat.com: Buildah Cheat Sheet](https://developers.redhat.com/cheat-sheets/buildah-cheat-sheet) [SHELL CONTENT] [COMMUNITY-TOOL] β€” A command reference for Buildah, Red Hat's daemonless container image builder. Curator Insight values security improvements from not requiring docker sockets. Live Grounding verifies Buildah's central position in secure enterprise-grade CI pipelines. ### Developer Education (2) -#### Cheat Sheets (6) +#### Cheat Sheets (5) - **(2024)** [==wizardzines.com 🌟==](https://wizardzines.com) [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A series of hand-illustrated, highly educational booklets explaining complex infrastructure, networking, and systems administration concepts. Authored by Julia Evans, they simplify complex debugging processes like DNS routing and system tracing. ### Infrastructure As Code @@ -311,7 +305,7 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2023)** [developers.redhat.com: Advanced Linux commands cheat sheet for developers](https://developers.redhat.com/cheat-sheets/advanced-linux-commands) [BASH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” An intensive guide addressing advanced Linux system diagnostic and telemetry commands (e.g., lsof, strace, ss, ip). It equips systems engineers to quickly troubleshoot process bottlenecks, kernel states, and network connections. ### Messaging Systems -#### Kubernetes Operators (1) +#### Kubernetes Operators - **(2023)** [blog.jromanmartin.io: ActiveMQ, Kafka, Strimzi and CodeReady Containers](https://blog.jromanmartin.io/cheat-sheets) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An architecture-focused blog explaining how to coordinate Apache ActiveMQ, Kafka, Strimzi operators, and CodeReady Containers in Kubernetes environments. It provides real-world patterns for building resilient, event-driven microservices. ### Networking @@ -330,21 +324,9 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2026)** [linuxhandbook.com: Yum Command Cheat Sheet](https://linuxhandbook.com/cheatsheets/yum) [SHELL CONTENT] [LEGACY] β€” A targeted documentation reference detailing Yellowdog Updater, Modified (YUM) CLI syntax. Curator Insight underscores its convenience for RHEL-based systems. Live Grounding clarifies its transition to DNF in modern corporate OS environments, positioning this as vital legacy knowledge. ### Shell Scripting -#### Cheat Sheets (7) +#### Cheat Sheets (6) - **(2023)** [developers.redhat.com: Bash Shell Scripting Cheat Sheet](https://developers.redhat.com/cheat-sheets/bash-shell-cheat-sheet) [BASH CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A production-grade reference sheet covering variable handling, stream redirections, array controls, and error handling behaviors inside POSIX-compliant terminal environments. It is a vital reference for building robust infrastructure automation scripts. -## Infrastructure and Operations - -### Shell Scripting (1) - -#### Best Practices - - - **(2015)** [==Bash Pitfalls 🌟==](https://mywiki.wooledge.org/BashPitfalls) [BASH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical compendium of syntax traps, variable-expansion failures, and execution hazards in GNU Bash. This reference provides deep architectural insight into bash process substitution, globbing, and pipeline evaluation. Live Grounding verifies this wiki as the definitive industry guide for engineering resilient, non-deterministic system scripts. -### Terminal Environment - -#### Tricks and Tweaks - - - **(2008)** [**CommandLineFu 🌟**](https://www.commandlinefu.com/commands/browse) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive, crowd-sourced catalog of advanced Linux command execution scripts, categorized by utility and syntax goals. Live Grounding confirms it is widely used by system administrators to query fast fixes and operational bash templates. ## Kubernetes and Scaling ### Resource Management @@ -453,7 +435,7 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2023)** [teamhood.com: scrum cheat sheet](https://teamhood.com/agile/scrum-cheat-sheet) [COMMUNITY-TOOL] β€” A practical guide outlining Scrum frameworks, detailing sprint cycles, key delivery templates, user-story estimation rules, and standard agile metrics to optimize development velocity. ## Reference Portal -### Cheat Sheets (8) +### Cheat Sheets (7) #### General IT @@ -551,7 +533,6 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2025)** [hackingcpp.com: C++ Cheat Sheets](https://hackingcpp.com/cpp/cheat_sheets) [C++ CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An advanced Modern C++ reference targeting specifications up to C++23. Explains smart memory management, standard template library algorithms, and modern concurrency features. #### Go - - **(2025)** [devhints.io/go: Go cheatsheet](https://devhints.io/go) [GO CONTENT] [COMMUNITY-TOOL] β€” A high-density Go interface dashboard providing rapid syntactical access. Highlights slice memory operations, struct compositions, dynamic channels, and concurrency waitgroups to speed up systems programming. - **(2025)** [github.com: golang-cheat-sheet](https://github.com/a8m/golang-cheat-sheet) ⭐ 8800 [GO CONTENT] [ADVANCED LEVEL] [ENTERPRISE-STABLE] β€” A high-density Go reference database. It details Go core syntaxes, standard library definitions, channels, interface rules, and concurrency patterns to accelerate systems-level software development. #### Javascript @@ -628,7 +609,7 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2025)** [**blog.gitguardian.com: Docker Security Best Practices & Cheat Sheet 🌟**](https://blog.gitguardian.com/how-to-improve-your-docker-containers-security-cheat-sheet) [HTML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/cicd-kubernetes-plugins.md b/v2-docs/cicd-kubernetes-plugins.md index 69e7f75d..3451647c 100644 --- a/v2-docs/cicd-kubernetes-plugins.md +++ b/v2-docs/cicd-kubernetes-plugins.md @@ -44,7 +44,7 @@ description: "Top CI/CD Kubernetes Plugins resources for 2026, AI-ranked: Jenkin - **(2021)** [about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation Policies](https://docs.gitlab.com/releases) [MARKDOWN CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Details the GitLab 14.1 release, highlighting its integrated Helm chart registry and custom escalation policies. Explains how teams can store and manage Kubernetes deployment packaging files directly alongside their application source code. --- -πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [CI/CD](./cicd.md) | [Registries](./registries.md) +πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Flux](./flux.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/cicd.md b/v2-docs/cicd.md index 776d688f..79ae9ce7 100644 --- a/v2-docs/cicd.md +++ b/v2-docs/cicd.md @@ -1,5 +1,5 @@ --- -description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, Purposeful Commits and more β€” curated Cloud Native tools, guides and references." +description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Engineering Pipeline)." --- # Software Delivery Pipeline. CI/CD @@ -30,13 +30,6 @@ description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, - [dzone.com: An Overview of CI/CD Pipelines With Kubernetes](https://dzone.com/articles/an-overview-of-cicd-pipelines-with-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: An Overview of CI/CD Pipelines With Kubernetes== in the Kubernetes Tools ecosystem. - [devopslearners.com: Blue-Green vs Canary Deployment](https://devopslearners.com/blue-green-vs-canary-deployment-76436d7f6bc1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearners.com: Blue-Green vs Canary Deployment in the Kubernetes Tools ecosystem. - [dzone: DevOps: CI/CD Tools to Watch Out for in 2022](https://dzone.com/articles/devops-cicd-tools-to-watch-out-for-in-2022) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: DevOps: CI/CD Tools to Watch Out for in 2022 in the Kubernetes Tools ecosystem. -## Architecture - -### Patterns - -#### Twelve-factor App - - - **(2023)** [The 12-Factor App: An Updated Guide](https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide) [COMMUNITY-TOOL] [GUIDE] β€” Revisits the classic 12-Factor app principles through a modern cloud-native lens. Analyzes how declarations like declarative formats, clean environment parity, and port binding apply to contemporary container networks. ## CICD ### AI and Automation @@ -65,7 +58,7 @@ description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, - **(2020)** [aws.amazon.com: Automating safe, hands-off deployments 🌟🌟](https://aws.amazon.com/es/builders-library/automating-safe-hands-off-deployments) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟 [COMMUNITY-TOOL] β€” A highly technical AWS Builders Library analysis detailing Amazon's safe, automated deployment methodologies. Highlights pipeline design using fractional wave rollouts, automated synthetic testing, and automated rollbacks triggered by alarm thresholds. ### CICD (2) -#### Architecture (1) +#### Architecture - **(2022)** [thenewstack.io: Are Monolith CI/CD Pipelines Killing Quality in Your Software?](https://thenewstack.io/are-monolith-ci-cd-pipelines-killing-quality-in-your-software) [COMMUNITY-TOOL] β€” Analyses the risks of monolithic pipelines on deployment safety. Recommends aligning decoupled micro-pipelines with distinct microservice models to avoid pipeline dependency bottlenecks. ### Cloud Native @@ -99,15 +92,6 @@ description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, #### Cloud Native (1) - **(2023)** [groundcover.com: Cloud-native CI/CD? Yeah, that’s a thing 🌟](https://www.groundcover.com/blog/ci-cd-kubernetes) [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Examines the shift to Kubernetes-native continuous delivery models. Compares Tekton and declarative GitOps runtimes like Argo CD and Flux to highlight the safety benefits of in-cluster loops. -## Cloud Native (2) - -### Application Delivery - -#### Package Management - -##### Introductory - - - **(2021)** [harness.io: Introduction to Helm: Charts, Deployments, & More 🌟](https://www.harness.io/blog) [COMMUNITY-TOOL] β€” High-impact breakdown of Helm core components including Chart.yaml, value overriding mechanics, and templating practices. Details how modern continuous delivery engines natively incorporate Helm to optimize release logic. ## Continuous Delivery (1) ### CICD (5) @@ -139,15 +123,6 @@ description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, #### Developer Productivity (1) - **(2025)** [**action-tmate: Debug GitHub Actions via SSH**](https://github.com/mxschmitt/action-tmate) ⭐ 3550 [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential interactive troubleshooting tool that opens a secure tmate SSH session directly into active GitHub Actions runners, enabling real-time terminal diagnostics of failing pipeline runs. -#### Enterprise Tooling - - - **(2025)** [PMEase QuickBuild](https://www.pmease.com) [JAVA CONTENT] [ADVANCED LEVEL] [LEGACY] β€” A powerful commercial build and configuration management tool geared towards large enterprises. Combines high-capacity agents, visual dependency chains, and precise audit trails for legacy and cloud-native workloads. -#### Industry Reports - - - **(2024)** [GigaOm's Radar for Enterprise CI/CD 🌟](https://jfrog.com/pipelines) [CASE STUDY] [COMMUNITY-TOOL] β€” An industry analyst review of enterprise CI/CD solutions. Highlights the positioning of systems like JFrog Pipelines on parameters including multi-cloud portability, automated governance, secure distribution, and hybrid scalability. -#### Jenkins - - - **(2023)** [Back of the Napkin Guide to Updating Jenkins](https://www.jenkins.io/blog/2023/10/31/marc-s-napkin-upgrade-guide) [GUIDE] [LEGACY] β€” 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. #### Kubernetes Native - **(2024)** [harness.io: Kubernetes CI/CD Best Practices](https://www.harness.io/blog/kubernetes-ci-cd-best-practices) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A professional guide detailing best practices for Kubernetes-native CI/CD. Emphasizes image tag immutability, secure namespace configuration, automated GitOps pull routines, secrets orchestration, and strict readiness validations. @@ -160,14 +135,10 @@ description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, #### Resource Portals - **(2025)** [Awesome CI/CD 🌟](https://github.com/cicdops/awesome-ciandcd) ⭐ 1999 [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An extensive curated list capturing modern DevOps platforms, delivery engines, automated linting, security scanning, and container validation tools, acting as a foundational technical index for engineering teams. -#### Self-hosted Runners - - - **(2025)** [Buildbot](https://buildbot.net) [PYTHON CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A Python-based framework designed for continuous integration testing. Although largely surpassed by Kubernetes-native engines, Buildbot remains a robust, highly extensible platform for complex, non-standard compilation requirements. ### Deployment Strategies (1) #### Blue-green and Canary (1) - - **(2024)** [semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes) [COMMUNITY-TOOL] [GUIDE] β€” Technical tutorial illustrating native implementation of blue-green deployments on Kubernetes. Demonstrates how to manipulate service selectors, manage ingress controllers, and swap traffic dynamically with zero application downtime. - **(2023)** [blog.container-solutions.com: Deployment Strategies 🌟](https://blog.container-solutions.com/deployment-strategies) [COMMUNITY-TOOL] β€” In-depth guide comparing core deployment topologies: recreate, rolling update, blue/green, canary, and shadow. Focuses on the trade-offs of budget, state management, infrastructure replication overhead, and traffic routing mechanisms. - **(2023)** [opsmx.com: What is Blue Green Deployment ?](https://www.opsmx.com/blog/blue-green-deployment) [COMMUNITY-TOOL] β€” An introductory primer defining the operational mechanics of blue-green architectures. Focuses on setting up mirrored hosting environments, routing configurations, and robust database rollback plans. #### Education @@ -183,7 +154,6 @@ description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, #### Kubernetes Management - **(2025)** [Devtron Labs: Devtron provides a 'seamless,’ 'implementation agnostic uniform interface' across Kubernetes Life Cycle integrated with most Opensource and commercial tools](https://devtron.ai) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An open-source, tool-agnostic application management platform for Kubernetes. Unifies discrete CI/CD workflows, GitOps, observability tooling, and cluster resource debugging into a single visual interface, drastically lowering cognitive load. - - **(2025)** [Canine: A Developer-friendly PaaS for Kubernetes](https://canine.sh) [GO CONTENT] [COMMUNITY-TOOL] β€” A developer-centric, lightweight PaaS layer running directly on top of Kubernetes. Canine simplifies native container deployments and configurations, reducing cognitive load and shortening inner-loop development iterations. ### Progressive Delivery #### Feature Flags @@ -221,24 +191,23 @@ description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, - **(2023)** [infoworld.com: What is CI/CD? Continuous integration and continuous delivery explained](https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html) [COMMUNITY-TOOL] β€” 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. - **(2023)** [harness.io: CI/CD Pipeline: Everything You Need to Know 🌟](https://www.harness.io/blog/ci-cd-pipeline) 🌟 [COMMUNITY-TOOL] β€” Comprehensive architectural analysis of enterprise CI/CD systems. Evaluates core lifecycle phases from repository check-ins to automated canary strategies and active rollback mechanisms in production environments. - **(2022)** [kodekloud.com: What is CI/CD Pipeline in DevOps](https://kodekloud.com/blog/ci-cd-pipeline-in-devops) [COMMUNITY-TOOL] β€” A learner-focused pipeline design overview. Analyzes build automation systems, continuous testing stages, and how pipeline stages are sequenced to achieve robust, rapid cloud application deployments. - - **(2022)** [cloudbees.com: Key Components of a CI/CD Pipeline](https://www.cloudbees.com/blog/ci-cd-pipeline) [COMMUNITY-TOOL] β€” Breaks down core structural parts of pipeline delivery workflows. Details standard roles for source version managers, build runtimes, package registries, and staging environments. - **(2022)** [opsmx.com: What is a CI/CD Pipeline ?](https://www.opsmx.com/blog/what-is-a-ci-cd-pipeline) [COMMUNITY-TOOL] β€” Details CI/CD pipeline structures with a strong focus on verification gates and multi-environment promotion. Highlights techniques used to scale deployments securely while mitigating environmental divergence. - **(2021)** [techuz.com: What is CI/CD? An Introduction to Continuous Integration, Continuous Deployment and CI/CD Pipeline](https://www.techuz.com/blog/what-is-ci-cd-an-introduction-to-continuous-integration-continuous-deployment-and-ci-cd-pipeline) [COMMUNITY-TOOL] β€” Introduction to structural components of continuous delivery environments. Details standard pipeline phases, source control integrations, and tooling selections to transition from manual builds to automated pipelines. - **(2021)** [linkedin pulse: Enabling CI/CD to Boost DevOps | Pavan Belagatti](https://www.linkedin.com/pulse/enabling-cicd-boost-devops-pavan-belagatti) [COMMUNITY-TOOL] β€” Explains the foundational role of automated integration and delivery loops in boosting developer velocity. Emphasizes collaborative automation and fast failure recovery. - **(2019)** [opensource.com: A beginner's guide to building DevOps pipelines with open source tools](https://opensource.com/article/19/4/devops-pipeline) [COMMUNITY-TOOL] [GUIDE] β€” 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. +#### Kubernetes Orchestration + + - **(2021)** [devopsdigest.com: CI/CD Deployments: How to Expedite Across a Kubernetes Environment With DevOps Orchestration](https://www.devopsdigest.com/cicd-deployments-how-to-expedite-across-a-kubernetes-environment-with-devops-orchestration) [COMMUNITY-TOOL] β€” Accelerating release cycles in Kubernetes environments requires modernizing the CI/CD pipeline with cloud-native orchestration techniques. By automating build, test, and container promotion workflows, teams can minimize deployment errors and configuration drift. The focus is on implementing progressive delivery strategies such as canary and blue-green deployments to de-risk production releases. #### State Of DevOps - **(2023)** [sdtimes.com: The State of CI/CD](https://sdtimes.com/cicd/the-state-of-ci-cd) [COMMUNITY-TOOL] β€” Analyzes broad trends in delivery pipelines, detailing modern bottlenecks and the rising use of platform engineering teams to provide standardized templates for developer consumption. - **(2021)** [stackoverflow.blog: Fulfilling the promise of CI/CD](https://stackoverflow.blog/2021/12/20/fulfilling-the-promise-of-ci-cd) [COMMUNITY-TOOL] β€” Addresses the operational gap between implementing automation tooling and achieving mature continuous deployment. Focuses on continuous test suite reliability and pipeline performance data. -#### Tooling - - - **(2021)** [devops.com: 7 Popular Open Source CI/CD Tools](https://devops.com/7-popular-open-source-ci-cd-tools) [COMMUNITY-TOOL] β€” Compares seven dominant open-source CI/CD frameworks, assessing execution speed, plugin ecosystems, maintenance overhead, and architectural fitness for hybrid and Kubernetes configurations. #### Troubleshooting - **(2023)** [lambdatest.com: Top 10 CI/CD Pipeline Implementation Challenges And Solutions](https://www.testmuai.com/blog/cicd-pipeline-challenges) [COMMUNITY-TOOL] β€” Examines the top ten bottlenecks slowing down enterprise CI/CD systems, offering structural fixes for issues such as flaky tests, fragile environment setups, and security gate friction. ### Continuous Delivery (2) -#### Patterns (1) +#### Patterns - **(2020)** [continuousdelivery.com: Patterns 🌟](https://continuousdelivery.com/implementing/patterns) [ADVANCED LEVEL] [DOCUMENTATION] 🌟 [COMMUNITY-TOOL] β€” A seminal reference of continuous delivery patterns. Evaluates technical blueprints for automated schema updates, blue-green environments, canary verification loops, and clean decoupling of software builds from configurations. ### Continuous Integration @@ -266,11 +235,6 @@ description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, #### AI Integration - **(2026)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) ⭐ 2012 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source Model Context Protocol (MCP) skill set built for AI agents. Simplifies parsing, validating, and managing Terraform and OpenTofu infrastructure configurations through intelligent, context-aware LLM tool calls. -### Product Management - -#### Methodology (1) - - - **(2020)** [mindtheproduct.com: The Product Managers’ Guide to Continuous Delivery and DevOps 🌟🌟](https://www.mindtheproduct.com/what-the-hell-are-ci-cd-and-devops-a-cheatsheet-for-the-rest-of-us) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Bridges the gap between technical release pipelines and business product management. Explains DevOps principles, release gating, and CD strategies to align cross-functional teams with deployment automation architectures. ## Finops and Cloud Cost ### IaC Finops @@ -278,11 +242,6 @@ description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, #### Terraform Integration - **(2024)** [==InfraCost + Terraform PRs: Making Cost Awareness Effortless==](https://www.linkedin.com/pulse/infracost-terraform-prs-making-cost-awareness-martin-jackson-a6sge) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Demonstrates how to integrate Infracost into GitHub Pull Requests to inspect infrastructure cost differences before deployment. Evaluates how shift-left practices can prevent unexpected spend increases by highlighting charges directly in developer workflows. -## Industry Analysis - -### DevOps Trends - - - **(2021)** [sdtimes.com: CI/CD pipelines are expanding 🌟](https://sdtimes.com/devops/ci-cd-pipelines-are-expanding) [COMMUNITY-TOOL] β€” A comprehensive industry report analyzing the evolution of modern CI/CD pipelines as they swallow up operations, security compliance (DevSecOps), and AI/ML model integration (MLOps). It traces how simple deployment automation has evolved into highly integrated, complex policy engines that run across distributed clouds. ## Infrastructure As Code (1) ### CICD (9) @@ -290,9 +249,6 @@ description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, #### Security and Compliance - **(2023)** [devops.com: 8 Security Considerations for CI/CD](https://devops.com/8-security-considerations-for-ci-cd) [COMMUNITY-TOOL] β€” 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. -#### Self-hosted Runners (1) - - - **(2025)** [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) [TERRAFORM CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A collection of Cloud Posse Terraform modules designed to automate secure, dynamically autoscaling self-hosted GitHub Actions runners inside AWS networks, optimization execution speed while keeping compute costs minimal. ### Gitops (2) #### Configuration Management @@ -305,7 +261,7 @@ description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, #### UI Visualization - **(2024)** [==feat(ui): Add AppSet to Application Resource Tree in Argo CD==](https://github.com/argoproj/argo-cd/pull/26601) ⭐ 23128 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for platform operators. -## Methodology (2) +## Methodology (1) ### Culture @@ -337,20 +293,17 @@ description: "Top CI/CD resources for 2026, AI-ranked: Azure DevOps MCP Server, - **(2019)** [developers.redhat.com: 10 tips for reviewing code you don't like](https://developers.redhat.com/blog/2019/07/08/10-tips-for-reviewing-code-you-dont-like) [COMMUNITY-TOOL] β€” Provides practical tips for reviewing code in challenging situations. Recommends focusing on objective structural designs, automating style checking, and maintaining clear communication to build strong team culture. ### SDLC -#### Methodology (3) +#### Methodology (2) - **(2023)** [harness.io: Understanding the Phases of the Software Development Life Cycle](https://www.harness.io/blog/software-development-life-cycle) [COMMUNITY-TOOL] β€” Details contemporary Software Development Life Cycle (SDLC) methodologies. Maps traditional planning and execution frameworks to cloud-native continuous integration and deployment loops. ### Version Control -#### Git Best Practices - - - **(2018)** [Purposeful Commits](https://chrisarcand.com/purposeful-commits) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A technical essay discussing optimal commit message hygiene and atomic commits. Argues that purposeful, structured histories are critical for tracking down regression roots and ensuring easy codebase traversability. #### Trunk-based Development - **(2022)** [thinkinglabs.io: Feature Branching considered evil 🌟](https://thinkinglabs.io/talks/feature-branching-considered-evil.html) 🌟 [COMMUNITY-TOOL] β€” An analytical critique of long-lived feature branching practices, advocating strongly for trunk-based development. Explains how delayed merges impede true continuous integration and degrade delivery velocities. --- -πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Registries](./registries.md) | [Argo](./argo.md) +πŸ’‘ **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md) | [Flux](./flux.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/cloud-arch-diagrams.md b/v2-docs/cloud-arch-diagrams.md index c160ac71..e58022fa 100644 --- a/v2-docs/cloud-arch-diagrams.md +++ b/v2-docs/cloud-arch-diagrams.md @@ -107,6 +107,9 @@ description: "Top Cloud Arch Diagrams resources for 2026, AI-ranked: PlantUML, H - **(2023)** [What is the best way to generate a visual diagram of the AWS environment which includes VPC, VPN, EC2, and AMIs?](https://www.pluralsight.com) [NONE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive tutorial on Pluralsight outlining best-practice workflows for generating infrastructure diagrams. Provides structured advice on combining automated discovery with custom visual canvases. ### Interactive Diagramming +#### AI Integration + + - **(2025)** [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using) [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Implements the Model Context Protocol (MCP) to dynamically generate and modify Draw.io structures directly via conversational AI interfaces. Seamlessly links large language models with visual blueprint execution, allowing real-time canvas updates and automated layout formatting based on conversational technical specs. #### Enterprise - **(2025)** [Lucidchart](https://lucid.co/marketplace/91074b9b/aws) [NONE CONTENT] [COMMUNITY-TOOL] β€” Lucidchart's integrated AWS modeling module, optimized to dynamically visualize multi-region topologies, network firewalls, and resource clusters directly using official AWS iconography. @@ -121,6 +124,13 @@ description: "Top Cloud Arch Diagrams resources for 2026, AI-ranked: PlantUML, H #### Go - **(2021)** [cloudogu/k8s-diagrams](https://github.com/cloudogu/k8s-diagrams) ⭐ 339 [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized CLI utility built to parse Kubernetes live states and manifest specifications directly into clean, structured architectural diagrams. Resolves the operational pain point of manual cluster mapping, providing engineers with an accurate visual layout of active workloads, routes, and cluster components. +## Cloud Infrastructure + +### Azure Networking + +#### Global Infrastructure + + - **(2026)** [Azure Products by Region Table](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The definitive, live-updated reference catalog mapping the global availability of Azure services and network products across all Azure regions. This matrices-driven tool is vital for cloud architects designing multi-region redundancy, data residency compliance, and edge microservice topologies. ## Cloud Platforms ### AWS Integration @@ -152,7 +162,7 @@ description: "Top Cloud Arch Diagrams resources for 2026, AI-ranked: PlantUML, H - **(2025)** [==AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot==](https://github.com/Azure/AZVerify) ⭐ 95 [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An innovative open-source tool bridging declarative Bicep files, live Azure deployments, and system diagrams using GitHub Copilot. Standardizes validation processes during complex infrastructure-as-code planning. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Faq](./faq.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Miscellaneous](./aws-miscellaneous.md) | [DevOps Tools](./devops-tools.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/cloud-asset-inventory.md b/v2-docs/cloud-asset-inventory.md index b75e4425..061fec6a 100644 --- a/v2-docs/cloud-asset-inventory.md +++ b/v2-docs/cloud-asset-inventory.md @@ -47,7 +47,7 @@ description: "Curated, AI-ranked Cloud Asset Inventory resources for the 2026 Cl - **(2024)** [CloudCanvas - Diagramming for Cloud Infrastructure](https://cloudcanvas.co) [TYPESCRIPT CONTENT] [EMERGING] β€” CloudCanvas is an emerging interactive workspace tool tailored for designing cloud topologies and auto-generating infrastructure-as-code manifests. By linking architectural nodes directly to API-driven configurations, it helps bridge the gap between architectural diagramming and operational execution. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [Faq](./faq.md) +πŸ’‘ **Explore Related:** [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) | [DevOps Tools](./devops-tools.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/cloudflare.md b/v2-docs/cloudflare.md index 7e9f665d..e960d829 100644 --- a/v2-docs/cloudflare.md +++ b/v2-docs/cloudflare.md @@ -34,7 +34,7 @@ description: "Curated, AI-ranked Cloudflare resources for the 2026 Cloud Native - **(2026)** [blog.cloudflare.com: Zero Trust Private Networking Rules](https://blog.cloudflare.com/zero-trust-private-networking-rules) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Architectural documentation for defining identity-aware, Zero Trust private network topologies in Cloudflare. Explains granular permission structures to govern internal database and API access paths. --- -πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Networking](./networking.md) | [Web Servers](./web-servers.md) +πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/container-managers.md b/v2-docs/container-managers.md index 22762cb4..b92b008f 100644 --- a/v2-docs/container-managers.md +++ b/v2-docs/container-managers.md @@ -31,11 +31,6 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil #### Vm-in-container - **(2021)** [opensource.com: Run a Linux virtual machine in Podman](https://opensource.com/article/21/7/linux-podman) [SHELL CONTENT] [ADVANCED LEVEL] [LEGACY] β€” An architectural exploration of executing a nested Linux VM directly within an OCI-compliant container managed by Podman. This setup leverages nested systemd instances, enabling engineers to package legacy system-level workloads, VMs, or multi-process service layers without full VM overhead. -### CICD - -#### Pipeline Security - - - **(2022)** [Build trusted pipelines/Guards with Podman containers](https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyzes how to design highly secure, isolated CI/CD pipelines using Podman container guards. By isolating execution steps within unprivileged container sandboxes, this architecture protects build systems and host servers from security compromises. ### Container Engines #### Comparative Analysis @@ -233,9 +228,6 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil #### Image Building - **(2026)** [blog.alexellis.io: Building containers without Docker 🌟](https://blog.alexellis.io/building-containers-without-docker) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Written by cloud-native expert Alex Ellis, this post explores build tools (such as BuildKit, Buildah, and Kaniko) that compile container images without relying on a local Docker daemon. It unpacks the benefits of using non-docker setups inside Kubernetes CI/CD runner environments, avoiding Docker-in-Docker (DinD) security compromises. It serves as an essential manual for modern cloud pipeline designs. -#### Runtimes (1) - - - **(2026)** [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” An architectural comparison analyzing the structural differences between Docker and Podman. It highlights Podman's daemonless, rootless-by-default execution model and explains how this design reduces security attack vectors compared to Docker's centralized daemon. It also details Podman's native support for pod-like multi-container groupings, easing transitions toward Kubernetes. ### Containers #### Image Building (1) @@ -247,11 +239,6 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil #### Migration - **(2022)** [youtube: How to live without Docker for developers - Part 1 | Migration from Docker to Buildah and Podman](https://www.youtube.com/watch?app=desktop&v=Fl0iLoAMdzc&ab_channel=AndrewMalkov) [N/A CONTENT] [COMMUNITY-TOOL] β€” A video-based tutorial guiding developers through migration from Docker to Podman and Buildah, detailing how to live without a daemon. It contrasts performance profiles, daemon socket vulnerabilities, and tool-chain integrations. Highly recommended for system architects looking to secure local environments and standardize on OCI-compliant developer workflows. -### Kernel - -#### Resource Allocation - - - **(2021)** [Controlling Process Resources with Linux Control Groups (cgroups)](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) [C/BASH CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A system-level deep dive explaining Linux control groups (cgroups v1/v2). Demonstrates how Kubernetes translates resource limits/requests in YAML manifests to cgroup system boundaries, enforcing CPU and memory quotas. ## Log Management and Diagnostics ### Command Line Tools @@ -280,7 +267,7 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil - **(2026)** [==buildah==](https://buildah.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Buildah specializes in crafting OCI-compliant container images without requiring a background container daemon. It enables fine-grained Layer management, dramatically reducing the security footprint of target images by keeping build tools outside the final layers. --- -πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md) +πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/crossplane.md b/v2-docs/crossplane.md index 88186ea2..1b9269d1 100644 --- a/v2-docs/crossplane.md +++ b/v2-docs/crossplane.md @@ -45,7 +45,7 @@ description: "Curated, AI-ranked Crossplane resources for the 2026 Cloud Native - **(2023)** [upbound/platform-ref-multi-k8s: Upbound's reference platform for multi-cloud' Kubernetes with Crossplane](https://github.com/upbound/platform-ref-multi-k8s) ⭐ 66 [YAML CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A blueprint repository illustrating standard compositions and platform-ref layouts for deploying multi-cloud Kubernetes clusters using Crossplane. Provides direct, working configurations for credential partitioning, identity federation, and modular configuration hierarchies that conform to the Upbound control plane architecture. --- -πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Pulumi](./pulumi.md) +πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/crunchydata.md b/v2-docs/crunchydata.md index 4056b3e1..c29f9652 100644 --- a/v2-docs/crunchydata.md +++ b/v2-docs/crunchydata.md @@ -22,9 +22,9 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p #### General Reference + - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ref3 in the Kubernetes Tools ecosystem. - **(None)** [](https://www.slideshare.net/slideshow/operating-postgresql-at-scale-with-kubernetes-137132067/137132067) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.slideshare.net in the Kubernetes Tools ecosystem. - [dzone: PostgreSQL HA and Kubernetes](https://dzone.com/articles/postgresql-ha-and-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: PostgreSQL HA and Kubernetes in the Kubernetes Tools ecosystem. - - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ref3 in the Kubernetes Tools ecosystem. ## Cloud Native ### GKE @@ -181,7 +181,6 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p #### Database Administration (1) - **(2020)** [info.crunchydata.com: Deploy pgAdmin4 with PostgreSQL on Kubernetes](https://www.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” Guides the deployment of pgAdmin4 web client panels alongside database clusters inside Kubernetes. Reviews network ingress definitions, volume mounts, and credential injection mechanics. - - **(2020)** [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta) [SQL CONTENT] [COMMUNITY-TOOL] β€” 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. #### Developer Tutorials - **(2026)** [learn.crunchydata.com 🌟](https://www.crunchydata.com/developers/tutorials) [SQL CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” 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. @@ -205,7 +204,6 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p #### Database Monitoring - **(2020)** [info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes](https://www.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes) [NONE CONTENT] [COMMUNITY-TOOL] β€” 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. - - **(2020)** [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” 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. #### Long-term Storage - **(2020)** [info.crunchydata.com: Introducing the Postgres Prometheus Adapter](https://www.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-postgresql-monitoring-1) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An introduction to using the Postgres Prometheus Adapter to store Prometheus time-series metrics. Covers performance metrics, schema structures, and remote-write configurations. @@ -218,7 +216,7 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p - **(2019)** [ref1](https://www.redhat.com/en/blog/understanding-service-accounts-sccs) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explains OpenShift Service Accounts, Role-Based Access Control (RBAC), and Security Context Constraints (SCC). Understanding SCCs is vital when deploying complex operators that need custom security postures, such as stateful databases. This reference outlines how to grant specific system permissions safely, protecting multi-tenant clusters from security compromise. --- -πŸ’‘ **Explore Related:** [Databases](./databases.md) | [Yaml](./yaml.md) | [Message Queue](./message-queue.md) +πŸ’‘ **Explore Related:** [Databases](./databases.md) | [NoSQL](./nosql.md) | [Message Queue](./message-queue.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/customer.md b/v2-docs/customer.md index 3933dd91..bf95f360 100644 --- a/v2-docs/customer.md +++ b/v2-docs/customer.md @@ -94,11 +94,6 @@ description: "Top Customer resources for 2026, AI-ranked: chaimeleon.eu, BMW Inn #### Software-defined Vehicles - **(2023)** [xataka.com: El auge del coche elΓ©ctrico y autΓ³nomo se ha topado con otra barrera: el software. Volkswagen lo sabe bien](https://www.xataka.com/movilidad/auge-coche-electrico-autonomo-se-ha-topado-otra-barrera-software-volkswagen-sabe-bien) [SPANISH CONTENT] 🌟🌟🌟 [LEGACY] β€” 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. -### Data Management (1) - -#### Enterprise Migration - - - **(2024)** [**xataka.com: El Excel se ha usado en la FΓ³rmula 1 hasta que se han dado cuenta que no es la mejor forma de controlar las 20.000 piezas del coche**](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche) [SPANISH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates Williams Racing's historic reliance on Microsoft Excel for managing over 20,000 individual Formula 1 car components, and their subsequent modernization. The lack of relational integrity, collaborative concurrency, and historical audit trails in spreadsheets led to massive operational overhead and design desynchronization. This serves as a stark warning on the limits of "shadow IT" and the urgent necessity of database-backed configuration management databases (CMDBs). ### Industrial Engineering #### Hardware Integration @@ -122,7 +117,7 @@ description: "Top Customer resources for 2026, AI-ranked: chaimeleon.eu, BMW Inn - **(2023)** [**thenewstack.io: Mercedes-Benz: 4 Reasons to Sponsor Open Source Projects**](https://thenewstack.io/mercedes-benz-4-reasons-to-sponsor-open-source-projects) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/databases.md b/v2-docs/databases.md index 3fb08800..ab5cefc7 100644 --- a/v2-docs/databases.md +++ b/v2-docs/databases.md @@ -241,6 +241,20 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper ### Migrations - **(2024)** [==SHMIG==](https://github.com/mbucc/shmig) ⭐ 474 [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A minimalist Shell-based database migration utility. Designed to remain programming-language agnostic, it manages schema evolutionary steps and structured rollbacks executing plain raw SQL scripts. +## Databases + +### Postgresql (1) + +#### Database Administration + + - **(2020)** [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta) [SQL CONTENT] [COMMUNITY-TOOL] β€” 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. +## DevOps + +### CICD + +#### Fundamentals + + - **(2022)** [cloudbees.com: Key Components of a CI/CD Pipeline](https://www.cloudbees.com/blog/ci-cd-pipeline) [COMMUNITY-TOOL] β€” Breaks down core structural parts of pipeline delivery workflows. Details standard roles for source version managers, build runtimes, package registries, and staging environments. ## Distributed SQL ### APIs @@ -314,7 +328,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper - **(2025)** [==Spilo: HA PostgreSQL Clusters with Docker==](https://github.com/zalando/spilo) ⭐ 1839 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Spilo is Zalando's container image bundling PostgreSQL, Patroni, pgBackRest, and WAL-E/WAL-G. Built for mission-critical production reliability, it serves as the stable, standard database core for the Zalando Postgres Operator. ## Kubernetes Workloads -### CICD +### CICD (1) #### Database Migrations @@ -350,7 +364,12 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper #### Victoriametrics - **(2024)** [VictoriaMetrics](https://victoriametrics.com) [GO CONTENT] [COMMUNITY-TOOL] β€” Official site of VictoriaMetrics, an extremely fast and cost-effective TSDB solution. Widely used as a drop-in replacement for Prometheus storage owing to high compression ratios and out-of-the-box cluster scalability. -## Postgresql (1) +### Postgresql (2) + +#### Database Monitoring (1) + + - **(2020)** [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” 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. +## Postgresql (3) ### Alternative Paradigms @@ -364,7 +383,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper ### Backups - **(2024)** [==orgrim/pg_back: Simple backup tool for PostgreSQL==](https://github.com/orgrim/pg_back) ⭐ 563 [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A simple CLI automation utility for backing up PostgreSQL databases. Features structured schema and data exports, customizable compression, automated backup retention sweeps, and cron-friendly integration configurations. -### Database Administration +### Database Administration (1) - **(2021)** [percona.com: Should I Create an Index on Foreign Keys in PostgreSQL?](https://www.percona.com/blog/should-i-create-an-index-on-foreign-keys-in-postgresql) [SQL CONTENT] [COMMUNITY-TOOL] β€” Analyzes the performance impact of indexing foreign keys in PostgreSQL. Evaluates join performance, query plans, and lock contention during parent table updates to optimize schema write throughput. ### Database Architecture (1) @@ -376,7 +395,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper ### Extensions - **(2024)** [==percona/pg_stat_monitor==](https://github.com/percona/pg_stat_monitor) ⭐ 581 [C CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Percona's advanced query performance monitoring extension for PostgreSQL. Extends the capabilities of pg_stat_statements with bucket-based statistics, client IP address tracking, visual execution plan analysis, and granular resource utilization metrics. -### Fundamentals +### Fundamentals (1) - **(2021)** [towardsdatascience.com: Practical Introduction to PostgreSQL](https://towardsdatascience.com/practical-introduction-to-postgresql-5f73d3d394e) [SQL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Introductory guide to PostgreSQL. Covers basic architecture, core relational operations, basic optimization, and index configurations, providing a clean onboarding path for engineers. ### Kubernetes (1) @@ -484,10 +503,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper - **(2023)** [geeksforgeeks.org: Best Practices for SQL Query Optimization](https://www.geeksforgeeks.org/sql/best-practices-for-sql-query-optimizations) [SQL CONTENT] [COMMUNITY-TOOL] β€” Architectural guide outlining core strategies for relational query optimization. Highlights planning optimization via EXPLAIN plans, index selection logic, partition tuning, and the avoidance of common performance-draining database queries. ## SQL Server -### Backup Administration - - - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demonstrates native PowerShell script templates to automate Microsoft SQL Server backups. Offers a valuable guide for planning traditional database state transitions into hybrid Kubernetes clusters. -### DevOps +### DevOps (1) - **(2022)** [devblogs.microsoft.com: DevOps for Azure SQL 🌟](https://devblogs.microsoft.com/azure-sql/devops-for-azure-sql) [CONCEPTUAL CONTENT] [COMMUNITY-TOOL] β€” Practical DevOps pipeline patterns for Azure SQL. Outlines dynamic deployment workflows using GitHub Actions and Azure DevOps to coordinate declarative state synchronizations matching app changes. ### Enterprise Deployment @@ -530,6 +546,13 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper #### Crunchy Postgresql - **(2023)** [Crunchy Data PostgreSQL Operator](https://nubenetes.com/crunchydata/) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” 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. +## System Architecture + +### Data Management + +#### Enterprise Migration + + - **(2024)** [**xataka.com: El Excel se ha usado en la FΓ³rmula 1 hasta que se han dado cuenta que no es la mejor forma de controlar las 20.000 piezas del coche**](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche) [SPANISH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates Williams Racing's historic reliance on Microsoft Excel for managing over 20,000 individual Formula 1 car components, and their subsequent modernization. The lack of relational integrity, collaborative concurrency, and historical audit trails in spreadsheets led to massive operational overhead and design desynchronization. This serves as a stark warning on the limits of "shadow IT" and the urgent necessity of database-backed configuration management databases (CMDBs). ## Time-series ### Architecture (1) @@ -540,7 +563,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper - **(2024)** [victoriametrics.com: Q2 2024 Round Up: VictoriaMetrics & VictoriaLogs Updates](https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialogs-updates/index.html) [N/A CONTENT] [COMMUNITY-TOOL] β€” Technical feature overview covering VictoriaMetrics and VictoriaLogs updates, focusing on dynamic retention strategies, ingestion enhancements, storage footprint reduction, and custom query language performance. --- -πŸ’‘ **Explore Related:** [Crunchydata](./crunchydata.md) | [Yaml](./yaml.md) | [Message Queue](./message-queue.md) +πŸ’‘ **Explore Related:** [NoSQL](./nosql.md) | [Crunchydata](./crunchydata.md) | [Message Queue](./message-queue.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/demos.md b/v2-docs/demos.md index 72e97ded..bfca283b 100644 --- a/v2-docs/demos.md +++ b/v2-docs/demos.md @@ -269,6 +269,11 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Pytest and Github Actions - **(2022)** [linkedin: Test Automation - How To Build a CI/CD Pipeline Using Pytest and GitHub Actions](https://www.linkedin.com/pulse/test-automation-how-build-cicd-pipeline-using-pytest-nir-tal) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Demonstrates how to build automated validation checkpoints within GitHub Actions. Outlines the orchestration of Python-based Pytest test suites triggered on repository push, focusing on reliable quality gates and test reporting pipelines. +### Automation Ecosystems + +#### Jenkins and Nexus + + - **(2019)** [Continuous Delivery with Sonatype Nexus, Jenkins and the Cloudogu Ecosystem](https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces) [N/A CONTENT] [COMMUNITY-TOOL] β€” Illustrates a full CD pipeline design combining Jenkins automation pipelines, Sonatype Nexus artifact caching, and the Cloudogu developer platform ecosystem. It discusses how to decouple build outputs, secure package verification, and trigger orchestrations. It demonstrates how standardizing on artifact-centric builds minimizes drift in multi-environment configurations. ### Azure #### Github Actions @@ -336,11 +341,6 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Ansible and Helm - **(2020)** [opensource.com: Build a Kubernetes Minecraft server with Ansible's Helm modules](https://opensource.com/article/20/10/kubernetes-minecraft-ansible) [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” 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). -### Infrastructure - -#### Rancher - - - **(2020)** [Deploy a Rancher Cluster with GitLab CI and Terraform](https://www.suse.com/c/rancher_blog/deploy-a-rancher-cluster-with-gitlab-ci-and-terraform) [HCL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Step-by-step automation blueprint demonstrating how to provision and orchestrate Rancher multi-cluster control planes. Harnesses Terraform to scale target virtual machines and GitLab CI to deploy and maintain management-plane state configurations. ### Java (1) #### Automated Workflows @@ -616,6 +616,13 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o ##### Developer Workflow - **(2020)** [developers.redhat.com: Java development on top of Kubernetes using Eclipse JKube](https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube) 🌟🌟🌟 [COMMUNITY-TOOL] β€” This article demonstrates outer-loop developer workflows utilizing Eclipse JKube to deploy Java applications straight to running Kubernetes clusters. Live Grounding illustrates how JKube's design empowers local development cycles by bypassing manual YAML writing, instead building and pushing directly via standard IDE integrations and build loops. +### Runtimes + +#### Jboss EAP + +##### Microprofile + + - **(2020)** [developers.redhat.com: Red Hat JBoss Enterprise Application Platform expansion pack 1.0 (JBoss EAP XP) released](https://developers.redhat.com/blog/2020/06/17/red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-released) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The release announcement for Red Hat JBoss EAP Expansion Pack (XP) 1.0, enabling support for MicroProfile specifications on top of enterprise application servers. Live Grounding indicates JBoss EAP XP has become a core element for Red Hat customers modernization strategies, providing a bridge between traditional and cloud-native application patterns. ## Container Orchestration ### Kubernetes (1) @@ -664,13 +671,6 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### CICD (4) - **(2021)** [doylestowncoder.com: Building CI/CD Pipelines with Azure Data Factory: Part 1](https://travelrasik.com/category/asia) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Multi-part technical walk-through detailing automated deployment patterns for Azure Data Factory (ADF) pipelines. Highlights ARM template generation, parameterization strategies, and continuous integration workflows via Azure DevOps. -## Data Science - -### Tooling - -#### Data Wrangling - - - **(2023)** [**Getting Started with Data Wrangler in VS Code**](https://code.visualstudio.com/docs/datascience/data-wrangler) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight outlines VS Code's visual data preparation extension. Live Grounding shows that Data Wrangler bridges the visual gap in exploratory data analysis (EDA), generating reproducible Python code in Pandas and Polars dialects directly inside Jupyter environments. ## Data Storage ### Databases @@ -1004,7 +1004,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Anthos Config Management - **(2020)** [Tutorial: GitOps in Multicluster Environments with Anthos Config Management](https://thenewstack.io/tutorial-gitops-in-multicluster-environments-with-anthos-config-management) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” 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. -## Infrastructure (1) +## Infrastructure ### Artifact Management @@ -1521,7 +1521,7 @@ Live Grounding: Built by a non-technical editor, the interactive application sho - **(2020)** [developers.redhat.com: Automated API testing for the KIE Server](https://developers.redhat.com/blog/2020/05/01/automated-api-testing-for-the-kie-server) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” Focuses on setting up automated REST API test runners for KIE decision services. Demonstrates performance execution metrics, payload validation models, and CI integration pipelines using Postman and Newman test wrappers. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/devel-sites.md b/v2-docs/devel-sites.md index f92dd520..c5f9a92b 100644 --- a/v2-docs/devel-sites.md +++ b/v2-docs/devel-sites.md @@ -65,13 +65,6 @@ description: "Top Devel Sites resources for 2026, AI-ranked: Build Your Own X, G #### Developer Cognitive Load - **(2022)** [infoworld.com: Complexity is killing software developers](https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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. -## Developer Productivity - -### Integrated Development Environments - -#### Rust - - - **(2022)** [IntelliJ vs. VSCode for Rust Development](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Comparative review evaluating IntelliJ Rust versus VSCode + rust-analyzer. Analyzes memory footprint, compilation speed feedback loops, macro expansion accuracy, and integrated debugger performance. ## Developer Tooling ### CLI Frameworks @@ -125,7 +118,7 @@ description: "Top Devel Sites resources for 2026, AI-ranked: Build Your Own X, G #### Refactoring - **(2026)** [refactoring.guru: Design Patterns](https://refactoring.guru/design-patterns) [MULTI-LANGUAGE CONTENT] [COMMUNITY-TOOL] β€” An exceptional digital guide outlining classical Creational, Structural, and Behavioral software design patterns. Provides clean, production-ready code examples in Go, Python, Java, and TypeScript alongside practical refactoring advice. -### Developer Productivity (1) +### Developer Productivity #### Learning Paths (1) @@ -174,7 +167,7 @@ description: "Top Devel Sites resources for 2026, AI-ranked: Build Your Own X, G - **(2021)** [dev.to: A Better Way To Code: Documentation Driven Development](https://dev.to/playfulprogramming/a-better-way-to-code-documentation-driven-development-1kem) [NONE CONTENT] [COMMUNITY-TOOL] β€” Introduces Documentation Driven Development (DDD). Explains how specifying schemas, system boundaries, and API interfaces in documentation before coding leads to cleaner microservice separation. --- -πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md) +πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/developerportals.md b/v2-docs/developerportals.md index 40f6a202..2b85d77b 100644 --- a/v2-docs/developerportals.md +++ b/v2-docs/developerportals.md @@ -232,13 +232,6 @@ description: "Top Developerportals resources for 2026, AI-ranked: Backstage Deve #### Tutorials (1) - **(2024)** [piotrminkowski.com: Getting Started with Backstage](https://piotrminkowski.com/2024/06/13/getting-started-with-backstage) 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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 of self-service developer templates. -## Software Architecture and .NET Development - -### Artificial Intelligence - -#### Agent Integration - - - **(2024)** [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills) [C# CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines methods for extending autonomous AI coding agents with direct .NET skill injection. Uses Semantic Kernel to build tools enabling LLMs to execute C# compilations, format files, and interact natively with code bases. ## Software Engineering ### AI Tools @@ -253,23 +246,9 @@ description: "Top Developerportals resources for 2026, AI-ranked: Backstage Deve - **(2026)** [Public APIs Directory](https://publicapis.io) [COMMUNITY-TOOL] β€” A comprehensive index of public, developer-friendly APIs categorized by domain (e.g., weather, auth, finance). Serving as a core design-discovery tool, it enables engineers to rapidly find mock data, integration targets, and third-party solutions for prototyping. ### Ai-assisted Development -#### CLI Tools - - - **(2026)** [GitHub Copilot CLI for Beginners: Getting Started](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli) [COMMUNITY-TOOL] [GUIDE] β€” Highlights setup and early integration techniques for GitHub Copilot CLI, translating natural language prompts into executable terminal and shell scripts. Enhances sysadmin and shell workflow automation while maintaining a human-in-the-loop review step for safety and correctness. #### Github Copilot - **(2026)** [Best Practices for Using GitHub Copilot](https://docs.github.com/en/copilot/get-started/best-practices) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Authoritative guidelines from GitHub designed to optimize interaction with Copilot. Covers prompt engineering tactics (such as context-setting files and comments), managing AI security and license compliance, and verifying generated output. -#### LLM Prompting - - - **(2025)** [Claude 101: Free Guides to Master Claude](https://claude101.com) [COMMUNITY-TOOL] [GUIDE] β€” A curated reference hub containing structured tutorials, system prompting templates, and context optimization strategies for leveraging Anthropic's Claude models. Focuses on maximizing the quality of complex reasoning pipelines and architectural code reviews. -#### Multi-repository Architecture - - - **(2025)** [Using Workspaces for AI Changes Across Multiple Repos](https://ettema.dev/posts/ai-multi-repo-workspaces) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details advanced patterns for orchestrating automated codebase modifications across distributed multi-repository environments using AI workspaces. Evaluates dependency resolution, unified context indexing, and coordinate git-commit strategies during systemic API breaking updates. -### Collaboration - -#### Documentation Specifications - - - **(2023)** [Open Source Friday: Spec Kit - What it is, the problems it solves, and how clear specs make collaboration work](https://www.youtube.com/live/2IArMAhkJcE?si=_LlIjakRXHUzERjy) [COMMUNITY-TOOL] β€” Focuses on 'Spec Kit' - an open framework designed to facilitate collaborative creation of technical specifications. Details how clear, shared specification templates improve open-source contributions, bridge communication gaps between product and engineering, and keep technical debt in check. ### Command-line Utilities #### Terminal Emulators @@ -282,7 +261,7 @@ description: "Top Developerportals resources for 2026, AI-ranked: Backstage Deve - **(2023)** [github.com/readme/guides: Functional Programming 101](https://github.com/readme/guides/functional-programming-basics) [COMMUNITY-TOOL] [GUIDE] β€” An introductory guide exploring core tenets of the functional programming paradigm, such as immutability, pure functions, and referential transparency. Synthesizes practical benefits of adopting these concepts in modern application development to minimize side effects, simplify testing, and boost concurrent performance. --- -πŸ’‘ **Explore Related:** [QA](./qa.md) | [Project Management Tools](./project-management-tools.md) | [Scaffolding](./scaffolding.md) +πŸ’‘ **Explore Related:** [Project Management Tools](./project-management-tools.md) | [Project Management Methodology](./project-management-methodology.md) | [Chaos Engineering](./chaos-engineering.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/devops-tools.md b/v2-docs/devops-tools.md index ec3dfc5b..1427a3ca 100644 --- a/v2-docs/devops-tools.md +++ b/v2-docs/devops-tools.md @@ -9,6 +9,20 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa !!! info "Architectural Context" Detailed reference for DevOps Tools aka Toolchain in the context of Architectural Foundations. +## AI and Platform Engineering + +### AI Assistants + +#### Developer Productivity + + - **(2025)** [GitHub Copilot Now Explains Failed Actions Jobs (GA)](https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga) [COMMUNITY-TOOL] β€” General availability announcement detailing Copilot's integration into the GitHub Actions run logs. Empowers engineers to ask AI to interpret errors, trace failures, and propose immediate pipeline repair steps. +## AI Engineering + +### Agentic Frameworks + +#### Developer Experience + + - **(2025)** [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Kiro is a testing and engineering framework designed to bring traditional software disciplineβ€”such as regression testing, linting, and sandbox executingβ€”to LLM agents and multi-agent workflows. It establishes strict validation steps to ensure agent behaviors remain deterministic, secure, and aligned with standard corporate software engineering guidelines. ## CICD ### AI and Automation @@ -41,9 +55,17 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa ### CICD (2) -#### Developer Productivity +#### Developer Productivity (1) - **(2025)** [**action-tmate: Debug GitHub Actions via SSH**](https://github.com/mxschmitt/action-tmate) ⭐ 3550 [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential interactive troubleshooting tool that opens a secure tmate SSH session directly into active GitHub Actions runners, enabling real-time terminal diagnostics of failing pipeline runs. +#### Enterprise Tooling + + - **(2025)** [PMEase QuickBuild](https://www.pmease.com) [JAVA CONTENT] [ADVANCED LEVEL] [LEGACY] β€” A powerful commercial build and configuration management tool geared towards large enterprises. Combines high-capacity agents, visual dependency chains, and precise audit trails for legacy and cloud-native workloads. +### Platform Engineering + +#### Kubernetes Management + + - **(2025)** [Canine: A Developer-friendly PaaS for Kubernetes](https://canine.sh) [GO CONTENT] [COMMUNITY-TOOL] β€” A developer-centric, lightweight PaaS layer running directly on top of Kubernetes. Canine simplifies native container deployments and configurations, reducing cognitive load and shortening inner-loop development iterations. ## DevOps and Platform Engineering ### Architecture and Orchestration @@ -82,11 +104,17 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa ### AI Code Assistants +#### Effort Frameworks + + - **(2026)** [Cursor Bugbot Effort Levels Documentation](https://cursor.com/docs/bugbot) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” 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. #### Prompt Templates - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) ⭐ 28036 [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Claude Code Templates is an extensive community library containing structured system designs, context guidelines, and prompt schemas optimized for Anthropic's Claude Code and CLI. It helps teams configure context-aware coding agents that integrate smoothly into microservice development cycles. ### Developer Knowledge +#### Cheat Sheets + + - **(2025)** [**QuickRef.ME - Quick Reference Cheat Sheets**](https://quickref.me/index.html) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” QuickRef.ME offers highly organized cheat sheets covering major programming languages, CLI utilities, databases, and platform architectures. It serves as a rapid reference dashboard that reduces lookup overhead during continuous programming cycles. #### Curation Repositories - **(2021)** [devops.com: 11 Open Source DevOps Tools We Love For 2021](https://devops.com/11-open-source-devops-tools-we-love-for-2021) [N/A CONTENT] [COMMUNITY-TOOL] β€” 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. @@ -106,7 +134,7 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa - **(2023)** [devopscube.com: Vagrant Tutorial For Beginners: Getting Started Guide 🌟](https://devopscube.com/vagrant-tutorial-beginners) [N/A CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An introductory guide to Vagrant for configuring local virtual machine environments. It explains how to write Vagrantfiles, configure local networks, and run provisioning engines like Ansible to ensure consistent local developer environments. ## Kubernetes and Container Orchestration -### Platform Engineering +### Platform Engineering (1) #### Appops and Gitops @@ -145,6 +173,14 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa - **(2026)** [**Keptn**](https://nubenetes.com/keptn/) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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. ## Software Engineering +### Ai-assisted Development + +#### CLI Tools + + - **(2026)** [GitHub Copilot CLI for Beginners: Getting Started](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli) [COMMUNITY-TOOL] [GUIDE] β€” Highlights setup and early integration techniques for GitHub Copilot CLI, translating natural language prompts into executable terminal and shell scripts. Enhances sysadmin and shell workflow automation while maintaining a human-in-the-loop review step for safety and correctness. +#### Multi-repository Architecture + + - **(2025)** [Using Workspaces for AI Changes Across Multiple Repos](https://ettema.dev/posts/ai-multi-repo-workspaces) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details advanced patterns for orchestrating automated codebase modifications across distributed multi-repository environments using AI workspaces. Evaluates dependency resolution, unified context indexing, and coordinate git-commit strategies during systemic API breaking updates. ### Version Control Systems #### Git Workflows @@ -152,7 +188,7 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa - **(2020)** [victorops.com: Source Code Control: Trunk-Based Development vs. GitFlow](https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An evaluation of GitFlow versus Trunk-Based Development, analyzing how branching strategies affect MTTR, deployment frequency, and software quality. It details the operational changes and tooling adjustments required to adopt trunk-based methodologies. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/devops.md b/v2-docs/devops.md index a3d8c4a8..4c547979 100644 --- a/v2-docs/devops.md +++ b/v2-docs/devops.md @@ -13,6 +13,13 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - [thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and' APIs](https://thenewstack.io/platform-engineering-in-2023-dev-first-collaboration-and-apis) [COMMUNITY-TOOL] +## AI and Agents + +### Environments + +#### Cloud Agents + + - **(2025)** [Development Environments for Cloud Agents](https://cursor.com/blog/cloud-agent-development-environments) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analysis of building custom sandboxes and isolated development runtimes for LLM-based autonomous cloud agents. Discusses secure API mocking, resource isolation, and state rollbacks. ## Architectural Foundations ### Kubernetes Tools @@ -31,8 +38,20 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - [dzone.com: What Is APIOps? How to Be Successful at It](https://dzone.com/articles/what-is-apiops-and-how-to-be-successful-at-apiops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: What Is APIOps? How to Be Successful at It in the Kubernetes Tools ecosystem. - [dzone: 3 GPT-3 Tools for Developers, Software and DevOps Engineers, and' SREs](https://dzone.com/articles/3-gpt-3-tools-for-developers-software-engineers-de) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 3 GPT-3 Tools for Developers, Software and DevOps Engineers, and' SREs in the Kubernetes Tools ecosystem. - **(None)** [](https://www.redhat.com/en/blog/openshift-end-to-end-cluster-customization) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem. +## Architecture + +### Patterns + +#### Twelve-factor App + + - **(2023)** [The 12-Factor App: An Updated Guide](https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide) [COMMUNITY-TOOL] [GUIDE] β€” Revisits the classic 12-Factor app principles through a modern cloud-native lens. Analyzes how declarations like declarative formats, clean environment parity, and port binding apply to contemporary container networks. ## Automation +### Agentic Systems + +#### MCP Server + + - **(2026)** [Announcing Azure MCP Server 2.0 Stable Release for Self-Hosted Agentic Cloud Automation](https://devblogs.microsoft.com/azure-sdk/announcing-azure-mcp-server-2-0-stable-release) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details the stable release of Azure MCP (Model Context Protocol) Server 2.0, enabling secure, self-hosted agentic automation workflows. It provides architectural patterns for running local AI agents with direct, API-driven access to Azure resource management, optimizing operational automation via language model integrations. ### Noops Evolution - **(2020)** [How to get from DevOps to NoOps: 5 steps](https://enterprisersproject.com/article/2020/3/how-get-devops-noops-5-steps) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Proposes a five-step path toward fully abstracted, frictionless environments (NoOps). Argues that standard automation must evolve into self-healing platforms that hide low-level operations from microservice developers. @@ -43,6 +62,13 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Reference Architectures - **(2024)** [==Ansible for DevOps Examples==](https://github.com/geerlingguy/ansible-for-devops) ⭐ 9787 [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community-standard GitHub repository containing configuration blueprints for Jeff Geerling's 'Ansible for DevOps'. Serves as a primary reference for deploying Kubernetes clusters and microservices. +## CICD + +### Security + +#### Network Access Control + + - **(2024)** [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) [NONE CONTENT] [COMMUNITY-TOOL] β€” Official update outlining changes in public IP routing paths for Azure DevOps hosted agents. Crucial information for maintaining zero-trust firewall configurations. ## CICD and DevOps ### Infrastructure As Code @@ -55,13 +81,6 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Career Path - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) ⭐ 19614 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive, highly-vetted community map outlining modern DevOps and platform engineering educational pathways. Synthesizes knowledge milestones across systems internals, network protocols, continuous integration/continuous delivery protocols, and hybrid observability. -## Career and Interview Preparation - -### Interview Prep - -#### Cloud Networking - - - **(2026)** [learnsteps.com: DevOps Interview Questions: How will you design your cloud VPC and subnets?](https://www.learnsteps.com/devops-interview-questions-how-will-you-design-your-cloud-vpc-and-subnets) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An architectural scenario walkthrough evaluating VPC partition layout designs. Focuses on address planning, NAT placements, security group hierarchies, and transit routing rules within high-availability clouds. ## Chaos Engineering ### Curated Playbooks @@ -69,6 +88,13 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Awesome Lists - **(2023)** [==Awesome Chaos Engineering==](https://github.com/dastergon/awesome-chaos-engineering) ⭐ 6589 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier curated directory of resources, tools, and papers dedicated to the practice of Chaos Engineering. It indexes tools for simulating network latency, injecting resource stress, and terminating instances across various platforms, with a strong focus on cloud-native environments. This is a must-have reference for engineering teams building self-healing, fault-tolerant distributed systems. +## Cloud Application Platforms + +### Azure App Service + +#### App Service Diagnostics + + - **(2025)** [**Azure App Service Auto-Heal: Capturing Relevant Data During Performance Issues**](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical breakdown of the Azure App Service Auto-Heal capability, showing how to trigger automated mitigation actions during performance regressions. It explains how to collect diagnostic artifacts, such as thread dumps, memory dumps, and profiler traces, right before an instance restarts. This proactive debugging practice prevents transient microservice failures from escalating into major outages. ## Cloud Architecture ### Multicloud Solutions @@ -88,6 +114,11 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2022)** [searchitoperations.techtarget.com: Tips and tools to achieve a serverless DevOps workflow](https://www.techtarget.com/searchitoperations/tip/Tips-and-tools-to-achieve-a-serverless-DevOps-workflow) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores the fundamental paradigm shifts involved in building DevOps pipelines for abstracted serverless runtimes. The author breaks down the unique testing, cold-start optimization, and automated IAM policies required for ephemeral compute. Live architecture designs indicate that employing native CI tools combined with frameworks like AWS SAM or Serverless Framework is key to maintaining deployment reliability at scale. ## Cloud Infrastructure +### AWS Ecosystem + +#### Cloud Services + + - **(2026)** [AWS DevOps 🌟](https://aws.amazon.com/devops) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” AWS’s primary DevOps portal, presenting their native continuous delivery and infrastructure management stack, including CodePipeline, CodeBuild, and CloudFormation. While curator listings highlight frictionless integration with EC2 and ECS, live architectural patterns in 2026 showcase teams frequently combining AWS-native compute with cloud-agnostic deployment runtimes to avoid platform lock-in. ### Automation (1) #### Developer Workflows @@ -99,6 +130,22 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Sysadmin Practices - **(2021)** [redhat.com: Tales from the field: A system administrator's guide to IT automation](https://www.redhat.com/en/blog/it-automation-book) [COMMUNITY-TOOL] β€” Examines transition stages from traditional system administration scripting to unified declarative automation models. Uses real-world enterprise scenarios to show how to build configuration environments using tools like Ansible. +### Enterprise Containers + +#### Strategy + + - **(2021)** [contino.io: How to Make Enterprise Container Strategies That Last (Part One)](https://www.contino.io/insights/how-to-make-enterprise-container-strategies-that-last-part-one) [NONE CONTENT] [COMMUNITY-TOOL] β€” An enterprise-focused strategic guide detailing how to design durable container adoption initiatives. It emphasizes aligning developer enablement with platform engineering teams, setting up proper governance models, and establishing realistic operational metrics, ensuring organization-wide Kubernetes migrations don't stall due to cultural friction. +### GCP Ecosystem + +#### CICD (1) + + - **(2026)** [Google Cloud Build](https://cloud.google.com/build) [YAML CONTENT] [COMMUNITY-TOOL] β€” Google Cloud's serverless continuous integration and continuous delivery platform, enabling high-performance builds across multiple languages. The curator highlights its deep integration with GKE and secure Docker artifact pipelines. Live telemetry confirms that Cloud Build is highly effective for cost-sensitive scaling operations due to its pay-as-you-go billing model. +#### DevOps Frameworks + + - **(2026)** [cloud.google.com: DevOps](https://cloud.google.com/devops) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Google Cloud's primary DevOps hub, anchoring its research around DORA (DevOps Research and Assessment) and native cloud capabilities like Cloud Build and GKE. Curator reviews emphasize high-velocity software delivery architectures. Modern GCP engineering patterns rely on these principles to deploy secure, distributed, and containerized architectures on Google Cloud Platform. +#### Developer Tools + + - **(2026)** [Cloud Developer Tools](https://cloud.google.com/products/tools) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A comprehensive directory of Google Cloud developer tools, spanning Cloud Shell, Artifact Registry, and Cloud Code extensions. The curator highlights its streamline-driven integration with local IDE environments. Live platform development metrics show these tools dramatically reduce local setup time for developers building serverless applications or microservices targeted at GCP. ### Network Infrastructure #### Netdevops @@ -133,12 +180,15 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2020)** [Corporate culture complicates Kubernetes and container collaboration 🌟](https://www.zdnet.com/article/corporate-culture-complicates-kubernetes-and-container-collaboration) [N/A CONTENT] 🌟🌟 [LEGACY] β€” Explains how legacy organizational divisions obstruct Kubernetes deployments. Points out the importance of breaking down departmental silos to exploit container multi-tenancy correctly. ## Continuous Delivery -### CICD +### CICD (2) - **(2020)** [learnsteps.com: DevOps Interview Question: How will you set up a CI/CD pipeline? 🌟](https://www.learnsteps.com/devops-interview-question-how-will-you-set-up-a-ci-cd-pipeline) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A technical architectural blueprint of modern pipeline assembly: testing validations, container building, canary promotions, and rollbacks. Essential resource for production architecture preparation. ### Database Delivery - **(2020)** [red-gate.com: Automated Production Deployments are Not the Key to DevOps Performance](https://www.red-gate.com/blog/automated-production-deployments-are-not-the-key-to-devops-performance) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Argues that continuous build validation is incomplete if database schema deployments remain a manual task. Outlines database migrations integrated directly inside deployment stages. +### Release Strategies + + - **(2020)** [cloudacademy.com: Blog / DevOpsDevOps: Why Is It Important to Decouple Deployment From Release?](https://platform.qa.com/login) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Architectural analysis of separating physical code deployment from logical user release. Examines the use of feature flag systems and proxy-level traffic management to perform risk-free production promotions. ### Security Policy - **(2020)** [computing.co.uk: CloudBees gets busy with security, visibility and control as DevOps evolves](https://www.computing.co.uk/news/4020521/cloudbees-busy-security-visibility-control-devops-evolves) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Examines corporate initiatives aimed at embedding security validations and automated pipeline compliance directly within Jenkins-based and unified enterprise orchestration systems. @@ -183,6 +233,20 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2021)** [thenewstack.io: The Coming Era of Data as Code 🌟](https://thenewstack.io/the-coming-era-of-data-as-code) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Presents the 'Data as Code' philosophy, where datasets are treated with the same version control, testing, and continuous delivery disciplines as application source code. The author argues that data pipelines must have rigorous validation tests before execution. Live enterprise analytics frameworks validate this trend, showing that treating data declaratively is essential for stable, reproducible machine learning and analytical pipelines. - **(2021)** [arrikto.com: What is Data as Code 🌟](https://www.arrikto.com/blog/what-is-data-as-code) [N/A CONTENT] [COMMUNITY-TOOL] β€” Outlines the foundational architectural pillars of Data as Code, focusing on git-like versioning for datasets, isolated staging environments, and immutable data storage snapshots. Curator points map this to reproducible machine learning pipelines. Live operational telemetry shows these patterns are key to preventing data drift and ensuring compliance with regulatory data auditing guidelines. +## Deployment and Delivery + +### CICD (3) + +#### Self-hosted Runners + + - **(2025)** [Buildbot](https://buildbot.net) [PYTHON CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A Python-based framework designed for continuous integration testing. Although largely surpassed by Kubernetes-native engines, Buildbot remains a robust, highly extensible platform for complex, non-standard compilation requirements. +## DevOps and Learning Resources + +### Video Courses + +#### Ansible (1) + + - **(2022)** [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p) [COMMUNITY-TOOL] β€” An extensive video tutorial series mapping out foundational DevOps patterns using Ansible. Progresses from single-target ad-hoc commands to complex corporate role orchestration. ## DevOps and Platforms ### Automation (2) @@ -265,7 +329,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Upskilling Directories - **(2022)** [orange-quarter.com: Upskill yourself with these 5 DevOps resources](https://orange-quarter.com/upskill-yourself-with-these-5-devops-resources) [EN CONTENT] [COMMUNITY-TOOL] β€” Curator Insight: Lists top educational channels including dzone, Arrested DevOps, and Devopsdays. Live Grounding: Connects platform developers with specialized podcasts, community conferences, and interactive platforms to fast-track career evolution. -### Security +### Security (1) #### Threat Modeling @@ -277,9 +341,9 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2023)** [devops.com: Why MTTR is a Vital Metric for DevOps Teams](https://devops.com/why-mttr-is-a-vital-metric-for-devops-teams) [EN CONTENT] [COMMUNITY-TOOL] β€” Curator Insight: Details how MTTR influences business outcome reliability and pipeline maturity. Live Grounding: Details how real-time logging, distributed tracing, and incident response runbooks directly improve telemetry metrics inside microservices deployments. ## DevOps and SRE -### CICD (1) +### CICD (4) -#### Architecture +#### Architecture (1) - **(2023)** [devops.com: he Real Pipeline](https://devops.com/the-real-pipeline) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. #### Tool Integrations @@ -349,9 +413,6 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co ### Organizational Design -#### Culture and Governance - - - **(2023)** [**blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟**](https://blogs.vmware.com/cloud-foundation) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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. #### DevOps Bottlenecks - **(2023)** [informationweek.com: What's Holding DevOps Back?](https://www.informationweek.com/software-services/what-s-holding-devops-back-) 🌟🌟🌟 [LEGACY] β€” 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. @@ -462,7 +523,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2021)** [thenewstack.io: DevOps at the Crossroads: The Future of Software Delivery](https://thenewstack.io/devops-at-the-crossroads-the-future-of-software-delivery) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. ### Metrics and Assessment -#### CICD (2) +#### CICD (5) - **(2021)** [bmc.com: DevOps Metrics for Optimizing CI/CD Pipelines](https://www.bmc.com/blogs/devops-ci-cd-metrics) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An in-depth guide on tracking and analyzing CI/CD metrics to optimize performance. Focuses on identifying pipeline bottlenecks, measuring build and deployment speeds, and tracking success rates to improve team efficiency. #### Operational Excellence @@ -608,28 +669,28 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Drift Detection (1) - **(2022)** [thenewstack.io: Cloud Drift Detection: How to Resolve Out-of-State Changes](https://thenewstack.io/cloud-drift-detection-how-to-resolve-out-of-state-changes) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” An analytical guide on auditing actual cloud environment states against declarative IaC templates. Details the recovery mechanics necessary to align divergent environments programmatically. -### Security (1) +### Security (2) #### Infrastructure As Code (3) - **(2023)** [thenewstack.io: How Drift Detection and IaC Help Maintain a Secure Infrastructure](https://thenewstack.io/how-drift-detection-and-iac-help-maintain-a-secure-infrastructure) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” 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. ## Infrastructure As Code (4) +### CICD (6) + +#### Self-hosted Runners (1) + + - **(2025)** [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) [TERRAFORM CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A collection of Cloud Posse Terraform modules designed to automate secure, dynamically autoscaling self-hosted GitHub Actions runners inside AWS networks, optimization execution speed while keeping compute costs minimal. ### IaC Fundamentals #### Overview (2) - **(2026)** [==IaC Infrastructure as Code==](https://nubenetes.com/iac/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” 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. -## Kubernetes (1) +### Terraform -### Troubleshooting +#### Entra ID Integration -#### Guides (1) - - - **(2023)** [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd) [COMMUNITY-TOOL] β€” A robust troubleshooting guide compiling common pitfalls, anti-patterns, and direct remedies for everyday Kubernetes operation. It spans topics from service networking misconfigurations to persistent volume mounting failures. This resource provides clear checklists to help platform engineers accelerate incident resolution times. -#### Playbooks - - - **(2023)** [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions) [COMMUNITY-TOOL] β€” This compilation details ten authentic, highly technical outage scenarios encountered in production Kubernetes clusters, complete with step-by-step diagnostic paths and resolutions. It covers complex issues like DNS resolution failure, certificate expiration, and stateful volume mounting locks. The practical nature of these scenarios makes this an invaluable resource for active operations teams. + - **(2024)** [Terraform: Get User Principal Name (UPN) of User Running Deployment without Entra ID Read Permissions](https://build5nines.com/terraform-get-user-principal-name-upn-of-user-running-deployment-without-entra-id-read-permissions) [HCL CONTENT] [COMMUNITY-TOOL] β€” 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. ## Management ### Observability @@ -671,9 +732,16 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Articles - **(2016)** [thenewstack.io: Tigera's Calico Aims to Ease Connectivity Pain with Kubernetes](https://thenewstack.io/kubernetes) [COMMUNITY-TOOL] β€” 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. +## Operations + +### Local Environment Setup + +#### Package Management + + - **(2023)** [DevOps Made Easy: Install AWS CLI, ECS CLI, Docker & Terraform Using Chocolatey](https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terraform-using-chocolatey-2lld) [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step local workstation bootstrapping guide using the Windows Chocolatey package manager. Instructs how to quickly establish consistent local administration tooling, installing docker-cli, terraform, aws-cli, and ecs-cli to prepare for cloud resource management. ## Orchestration -### Kubernetes (2) +### Kubernetes (1) #### Core Concepts (2) @@ -685,13 +753,13 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co ### Containerization (2) -#### CICD (3) +#### CICD (7) - **(2021)** [devops.com: How Containers Simplify DevOps Workflows and CI/CD Pipelines 🌟](https://devops.com/how-containers-simplify-devops-workflows-and-ci-cd-pipelines) [COMMUNITY-TOOL] β€” 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. #### Value Realization - **(2021)** [thenewstack.io: Maximizing the Value of Containerization for DevOps](https://thenewstack.io/maximizing-the-value-of-containerization-for-devops) [COMMUNITY-TOOL] β€” 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. -### Kubernetes (3) +### Kubernetes (2) #### DevOps Integration @@ -708,14 +776,14 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Platform As A Runtime - **(2024)** [infoq.com: Platform as a Runtime - the Next Step in Platform Engineering](https://www.infoq.com/articles/platform-runtime-engineering) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. -### Architecture (1) +### Architecture (2) #### Gitops Repository Design - **(2023)** [humanitec.com: How to design your repository structures to nail platform engineering](https://humanitec.com/blog/how-to-design-your-repository-structures-to-nail-platform-engineering) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep architectural dive into GitOps-aligned repository topologies. Discusses split-repository layouts separating application code from environment configurations, enabling declarative platform orchestrators (like Humanitec or ArgoCD) to work seamlessly while maintaining strong security boundaries. ### Business Value (1) -#### Strategy +#### Strategy (1) - **(2023)** [infoworld.com: Why platform engineering?](https://www.infoworld.com/article/2338392/why-platform-engineering.html) [COMMUNITY-TOOL] β€” Analyzes the economic and organizational imperatives driving the shift to platform engineering. Focuses on scaling development teams, lowering time-to-market, and solving the cognitive overload bottleneck introduced by modern cloud-native service proliferation. ### CICD and DevOps (1) @@ -740,9 +808,12 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2023)** [dev.to/thenjdevopsguy: What Is Platform Engineering (And What Is It Not?)](https://dev.to/thenjdevopsguy/what-is-platform-engineering-and-what-is-it-not-2jb8) [COMMUNITY-TOOL] β€” Clarifies the core definition of Platform Engineering by highlighting key industry anti-patterns. Emphasizes that simply renaming a DevOps team to a Platform team without introducing product-centric paradigms and developer self-service fails to yield the desired operational efficiencies. ### Design Methodology -#### Architecture (2) +#### Architecture (3) - **(2023)** [thenewstack.io: Architecture and Design Considerations for Platform Engineering Teams](https://thenewstack.io/platform-engineering/architecture-and-design-considerations-for-platform-engineering-teams) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. +#### Platform Democracy + + - **(2023)** [Platform Democracy: Rethinking Who Builds and Consumes Your Internal Platform](https://www.syntasso.io/post/platform-democracy-rethinking-who-builds-and-consumes-your-internal-platform) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores the shift from top-down platform imposition to a collaborative platform democracy model where users actively influence platform features. Focuses on Kratix-style platform design that co-creates platform capabilities to better align with actual developer workflows and organizational requirements. ### DevOps Evolution #### Observability (1) @@ -766,7 +837,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Kubernetes Fleet - **(2023)** [frobes.com: How To Empower Modern Kubernetes Management With A Platform Team Model](https://www.forbes.com/councils/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model/?streamIndex=0) [COMMUNITY-TOOL] β€” Delivers executive-level and architectural analysis on scale-out Kubernetes management. Discusses how dedicated platform engineering teams act as force multipliers, streamlining cluster lifecycle automation, centralized governance, and cost optimization across hybrid and multi-cloud environments. -### Guides (2) +### Guides (1) #### Foundational @@ -799,7 +870,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Articles (1) - **(2025)** [thenewstack.io/platform-engineering](https://thenewstack.io/platform-engineering) [COMMUNITY-TOOL] β€” 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. -#### Kubernetes (4) +#### Kubernetes (3) - **(2023)** [siliconangle.com: The rise of platform engineering in the Kubernetes era](https://siliconangle.com/2023/04/20/rise-platform-engineering-kubernetes-era-kubecon) [COMMUNITY-TOOL] β€” An analysis from KubeCon covering the strategic convergence of cloud-native infrastructure and platform engineering. Details how standardizing on Kubernetes APIs enables organizations to construct extensible control planes that mask infrastructure complexity for developers. ### Infrastructure Migration @@ -814,13 +885,13 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2023)** [dev.to: Platform Engineering and Internal Developer Platform (IDP)](https://dev.to/aws-builders/platform-engineering-and-internal-developer-platform-3deb) [COMMUNITY-TOOL] β€” Explores AWS-specific implementations and patterns of Platform Engineering and IDPs. Details the boundaries between application code, infrastructure as code (IaC), and platform orchestrators to create repeatable golden paths for development teams. ### Internal Developer Platforms -#### Architecture (3) +#### Architecture (4) - **(2024)** [Platform Engineering Guide - 5 Key Use Cases of Internal Developer Platforms](https://www.techworld-with-nana.com/post/platform-engineering-guide) [COMMUNITY-TOOL] β€” Analyzes five primary use cases of Internal Developer Platforms (IDPs). Highlights automated environment provisioning, self-service continuous delivery pipelines, unified application configuration, access management, and infrastructure observability to optimize the developer experience. #### Organizational Structure - **(2020)** [==softwareengineeringdaily.com: The Rise of Platform Engineering 🌟==](https://softwareengineeringdaily.com/2020/02/13/setting-the-stage-for-platform-engineering) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Historically significant piece tracking the evolution from traditional DevOps silos to Platform Engineering. Discusses building Internal Developer Platforms (IDPs) to lower cognitive load for application developers, establishing self-service infrastructure portals, and applying product management principles to internal tooling. -### Kubernetes (5) +### Kubernetes (4) #### IDP Implementation @@ -847,7 +918,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2023)** [thenewstack.io: How Is Platform Engineering Different from DevOps and SRE?](https://thenewstack.io/how-is-platform-engineering-different-from-devops-and-sre) [COMMUNITY-TOOL] β€” 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. ### Pillars -#### Security (2) +#### Security (3) - **(2023)** [thenewstack.io: The 6 Pillars of Platform Engineering: Part 1 β€” Security](https://thenewstack.io/the-6-pillars-of-platform-engineering-part-1-security) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. ### Product Management @@ -865,6 +936,11 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Developer Hub - **(2024)** [piotrminkowski.com: IDP on OpenShift with Red Hat Developer Hub](https://piotrminkowski.com/2024/07/04/idp-on-openshift-with-red-hat-developer-hub) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Hands-on technical blueprint demonstrating how to design and build an IDP utilizing Red Hat Developer Hub (based on Backstage) on top of Red Hat OpenShift. Explores deployment templates, catalog integration, cluster authentication, and secure GitOps-driven application pipelines. +## Product Management (1) + +### Methodology (2) + + - **(2020)** [mindtheproduct.com: The Product Managers’ Guide to Continuous Delivery and DevOps 🌟🌟](https://www.mindtheproduct.com/what-the-hell-are-ci-cd-and-devops-a-cheatsheet-for-the-rest-of-us) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Bridges the gap between technical release pipelines and business product management. Explains DevOps principles, release gating, and CD strategies to align cross-functional teams with deployment automation architectures. ## Quality Assurance (1) ### Test Automation @@ -898,14 +974,19 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Core Architectures - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) ⭐ 128202 [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on career advancement, live engineering practice indicates that mastering these fundamentals is vital to surviving rapid AI development shifts. It represents an elite reference for engineering standardizations. -## Strategy (1) +### Version Control + +#### Git Best Practices + + - **(2018)** [Purposeful Commits](https://chrisarcand.com/purposeful-commits) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A technical essay discussing optimal commit message hygiene and atomic commits. Argues that purposeful, structured histories are critical for tracking down regression roots and ensuring easy codebase traversability. +## Strategy (2) ### Enterprise Performance - **(2020)** [github.blog: How to make DevOps your competitive advantage](https://github.blog/enterprise-software/devops/how-to-make-devops-your-competitive-advantage) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Highlights strategic advantages realized by organizations building automated code assembly and validation workflows. Demonstrates how inner-source code bases accelerate release schedules. --- -πŸ’‘ **Explore Related:** [Developerportals](./developerportals.md) | [QA](./qa.md) | [Project Management Tools](./project-management-tools.md) +πŸ’‘ **Explore Related:** [Project Management Tools](./project-management-tools.md) | [Project Management Methodology](./project-management-methodology.md) | [Chaos Engineering](./chaos-engineering.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/devsecops.md b/v2-docs/devsecops.md index 7e1a06dc..8186cbdb 100644 --- a/v2-docs/devsecops.md +++ b/v2-docs/devsecops.md @@ -25,6 +25,13 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - [dzone: Managing Secrets Deployment in GitOps Workflow 🌟](https://dzone.com/articles/managing-kubernetes-secrets) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Managing Secrets Deployment in GitOps Workflow 🌟 in the Kubernetes Tools ecosystem. - [dzone: A Practical Guide for Container Security](https://dzone.com/articles/a-practical-guide-for-container-security) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: A Practical Guide for Container Security in the Kubernetes Tools ecosystem. - [itbusinessedge.com: Okta vs. Azure AD: IAM Tool Comparison](https://www.itbusinessedge.com/security/okta-vs-azure-ad) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itbusinessedge.com: Okta vs. Azure AD: IAM Tool Comparison in the Kubernetes Tools ecosystem. +## CICD + +### Pipeline Automation + +#### Jfrog Pipelines + + - **(2021)** [jfrog.com: How I Leaped Forward My Jenkins Build with JFrog Pipelines](https://jfrog.com/blog) [N/A CONTENT] [COMMUNITY-TOOL] β€” Highlights the transition of software build jobs from standard Jenkins architectures to optimized JFrog Pipelines. It details structural enhancements in build speeds, caching mechanisms, and overall pipeline orchestrations using Artifactory integrations. This technical blog demonstrates techniques for reducing CI bottleneck overhead. ## Cloud Architecture ### Infrastructure Automation @@ -39,6 +46,13 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Advanced Templating - **(2022)** [**Kapitan**](https://kapitan.dev) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source configuration management engine built to generate clean declarative configurations (Kubernetes manifests, Terraform, Ansible) using Python and Jsonnet. Kapitan simplifies managing configurations for multiple environments by using a single source of truth. +## Container Infrastructure + +### CICD (1) + +#### Pipeline Security + + - **(2022)** [Build trusted pipelines/Guards with Podman containers](https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyzes how to design highly secure, isolated CI/CD pipelines using Podman container guards. By isolating execution steps within unprivileged container sandboxes, this architecture protects build systems and host servers from security compromises. ## Containers ### Security and Hardening @@ -48,7 +62,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2020)** [thehackernews.com: Docker Images Containing Cryptojacking Malware Distributed via Docker Hub](https://thehackernews.com/2020/06/cryptocurrency-docker-image.html) [N/A CONTENT] [COMMUNITY-TOOL] β€” An urgent technical warning investigating cryptojacking campaigns spreading malware via compromised registries. Underscores the critical requirement for automated image validation and registry access restrictions. ## DevOps -### CICD +### CICD (2) #### Harness CD Integration @@ -151,13 +165,6 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Open Source Curation - **(2021)** [cloud.redhat.com: Top Open Source Kubernetes Security Tools of 2021 🌟🌟](https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021) [N/A CONTENT] [COMMUNITY-TOOL] β€” Reviews top open-source security tooling from 2021, including static analysis tools, vulnerability scanners, runtime anomaly detectors, and compliance auditors used within CI/CD pipelines. -## Linux - -### Security - -#### Auditing - - - **(2021)** [sysadminxpert.com: How to do Security Auditing of CentOS System Using Lynis Tool](https://sysadminxpert.com/how-to-do-security-auditing-of-centos-system-using-lynis-tool) [SHELL CONTENT] [ADVANCED LEVEL] [GUIDE] [LEGACY] β€” Step-by-step tutorial on executing Lynis for systemic compliance checks, privilege audits, and vulnerability detection. Live grounding notes that while CentOS is deprecated, Lynis remains an enterprise-stable auditor on Rocky, Alma, and generic RHEL-family distributions. ## Networking and Security ### Kubernetes Networking @@ -184,7 +191,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Validation and Linting - **(2025)** [==KubeLinter==](https://github.com/stackrox/kube-linter) ⭐ 3469 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-grade static analyzer for raw Kubernetes manifest files and Helm charts. Translates security benchmarks, privileged container checks, and missing resource limits into actionable DevOps signals. -## Security (1) +## Security ### AI and Secops @@ -236,7 +243,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### SOAR Workflows - **(2022)** [torq.io: 5 Security Automation Examples for Non-Developers](https://torq.io/blog/5-security-automation-examples-for-non-developers) [COMMUNITY-TOOL] β€” Provides practical implementation examples for low-code/no-code security automation using SOAR architectures. Focuses on integrating threat telemetry sources, executing dynamic IP quarantine actions, and orchestrating Slack-based manual approval steps for access provisioning. -### CICD (1) +### CICD (3) #### Continuous Integration @@ -294,9 +301,6 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Aqua Security Integration - **(2021)** [europeclouds.com: Implementing Aqua Security to Secure Kubernetes](https://www.europeclouds.com/blog/implementing-aqua-security-to-secure-kubernetes) [NONE CONTENT] [COMMUNITY-TOOL] β€” This reference implementation analyzes Aqua Security's threat protection suite inside Kubernetes platforms. It details automated configuration of image scanning workflows, continuous drift detection mechanisms, and custom-built runtime profiles. Grounded in actual platform defense, this approach addresses immediate container exploitation vectors by establishing clear trust domains. -#### Devsecops - - - **(2023)** [Kubernetes Security Best Practices: A DevSecOps Perspective](https://www.linkedin.com/top-content/career) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep dive into Kubernetes security practices through a modern DevSecOps lens. Covers critical strategies including RBAC refinement, network policies, pod security standards, container vulnerability scanning, and managing runtime security alerts. #### Hardening Standards - **(2021)** [infracloud.io: The Ten Commandments of Container Security](https://www.infracloud.io/blogs/top-10-things-for-container-security) [COMMUNITY-TOOL] β€” Compiles ten key principles of container hardening. Focuses on restricting privileged users, defining hard CPU/memory resource limits, enforcing read-only root filesystems, applying seccomp filters, and eliminating administrative packages from final container builds. @@ -343,7 +347,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2025)** [**git-secret.io**](https://git-secret.io) [BASH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A bash-based tool for encrypting sensitive files inside Git repositories using GPG keys. It ensures configuration files containing private keys or credentials can be stored in public repos while remaining inaccessible to unauthorized eyes. - **(2022)** [**developers.redhat.com: Protect secrets in Git with the clean/smudge filter**](https://developers.redhat.com/articles/2022/02/02/protect-secrets-git-cleansmudge-filter) [BASH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Explains the deployment of Git clean/smudge filters as a local workstation guardrail. This configuration transparently encrypts and decrypts sensitive file values during Git staging and checkout processes, preventing accidental upstream exposure of raw development secrets. - **(2020)** [git-cipher](https://github.com/wincent/git-cipher) ⭐ 90 [RUBY CONTENT] 🌟 [COMMUNITY-TOOL] β€” An older utility designed to cryptographically secure and decrypt files transparently inside Git workspaces. Largely superseded by modern alternatives like SOPS, it serves as an educational reference for understanding custom Git-filter operations. -### Devsecops (1) +### Devsecops #### Business Strategy @@ -381,9 +385,6 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2022)** [thenewstack.io: Want Real Cybersecurity Progress? Redefine the Security Team](https://thenewstack.io/want-real-cybersecurity-progress-redefine-the-security-team) [LEGACY] β€” 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. - **(2021)** [devblogs.microsoft.com: You can’t have security for DevOps until you have DevOps for security](https://devblogs.microsoft.com/engineering-at-microsoft/you-cant-have-security-for-devops-until-you-have-devops-for-security) [COMMUNITY-TOOL] β€” A case-study overview of Microsoft's internal culture shift to apply agile development practices directly to platform security engineering. Focuses on replacing traditional static governance gates with programmatic tooling, infrastructure APIs, and automated policy delivery. -#### Vulnerability Scanning (1) - - - **(2022)** [GitHub Code Security Risk Assessment: Free Vulnerability Scanning](https://github.blog/security/application-security/how-exposed-is-your-code-find-out-in-minutes-for-free) [COMMUNITY-TOOL] β€” Guides users in configuring GitHub's integrated developer security capabilities to find vulnerabilities, scan code dependencies, and detect exposed tokens. Highlights configuring automated pipelines to safeguard repository secrets prior to creating deployment packages. Speeds up software supply-chain validation workflows. ### Education and Training #### Vulnerable Labs @@ -405,11 +406,6 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Azure Arc - **(2021)** [techcommunity.microsoft.com: In preview: Azure Key Vault secrets provider extension for Arc enabled Kubernetes clusters](https://techcommunity.microsoft.com/blog/azurearcblog/in-preview-azure-key-vault-secrets-provider-extension-for-arc-enabled-kubernetes/3002160) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Evaluates the Azure Key Vault secrets provider extension for Azure Arc-enabled Kubernetes clusters. Live grounding shows this extension has matured to GA, allowing multi-cloud or on-premises Kubernetes setups connected via Arc to safely pull secret dependencies from central Key Vault clusters. -### Identity and Access - -#### Entra ID - - - **(2024)** [Configure Microsoft Entra for Increased Security](https://learn.microsoft.com/en-us/entra/fundamentals/configure-security) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official guidelines detailing the technical configuration of Microsoft Entra ID to establish strong cloud tenant boundaries. It highlights multi-factor authentication, conditional access pathways, and identity protection rules. Essential reading for platform engineers aligning cloud-native infrastructure with corporate compliance frameworks. ### Identity and Access Management (1) #### Authentication Proxy @@ -487,9 +483,6 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### External Secrets Operator - **(2023)** [morey.tech: Bitwarden and External Secrets](https://morey.tech/technical%20blog/Bitwarden-And-External-Secrets) [COMMUNITY-TOOL] [GUIDE] β€” An implementation guide on bridging Bitwarden Secrets Manager with Kubernetes clusters via the CNCF External Secrets Operator. Details API credential configuration, configuring the `ClusterSecretStore` resource, and establishing continuous credential synchronization. -#### Policy As Code (1) - - - **(2021)** [infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent](https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa) [ADVANCED LEVEL] [LEGACY] β€” Evaluates using Open Policy Agent (OPA) and Gatekeeper to enforce pod security. Live grounding alerts: Native Kubernetes Pod Security Policies (PSPs) are fully deprecated. This article remains valuable for migration projects transitioning from legacy PSPs to modern OPA/Gatekeeper policy-as-code equivalents. #### Self-hosted Orchestration - **(2021)** [testdriven.io: Running Vault and Consul on Kubernetes](https://testdriven.io/blog/running-vault-and-consul-on-kubernetes) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical tutorial on deploying and configuring HashiCorp Vault and Consul on a Kubernetes cluster. Outlines how to configure Consul as Vault's resilient storage backend, implement secure TLS communication, manage initial unseal procedures, and leverage native Kubernetes resources to maintain service uptime. @@ -580,7 +573,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Bitwarden Ecosystem - **(2023)** [thenewstack.io: Walkthrough: Bitwarden’s New Secrets Manager](https://thenewstack.io/walkthrough-bitwardens-new-secrets-manager) [COMMUNITY-TOOL] β€” 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. -#### CICD (2) +#### CICD (4) - **(2022)** [**thenewstack.io: Managing Secrets in Your DevOps Pipeline**](https://thenewstack.io/managing-secrets-in-your-devops-pipeline) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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. - **(2020)** [jenkins-x.io: Setting up the secrets for your installation](https://jayex.io/v3/admin/setup/secrets) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A deployment guide detailing how to construct and map cryptographic secrets needed for Jenkins X core installations. Covers external secrets integration and mapping cloud-provider-backed secret managers directly to ephemeral cluster values. @@ -690,7 +683,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2022)** [thenewstack.io: Security Insights into Infrastructure-as-Code](https://thenewstack.io/security-insights-into-infrastructure-as-code) [N/A CONTENT] [COMMUNITY-TOOL] β€” 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. ### Supply Chain -#### CICD (3) +#### CICD (5) - **(2022)** [goteleport.com: Anatomy of a Cloud Infrastructure Attack via a Pull Request](https://goteleport.com/blog/hack-via-pull-request) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. #### Dependency Management @@ -797,7 +790,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2021)** [blog.aquasec.com: A Security Review of Docker Official Images: Which Do You Trust? (with trivy)](https://blog.aquasec.com/docker-official-images) [N/A CONTENT] [COMMUNITY-TOOL] β€” A structured vulnerability study evaluating official Docker base images using the Trivy scanner. Illustrates how standard distributions accumulate vast libraries of unneeded and highly dangerous packages, reinforcing the architectural requirement to move towards optimized base images such as Alpine or Distroless. - **(2021)** [iximiuz.com: The need for slimmer containers. Scanning official Python images with Snyk](https://iximiuz.com/en/posts/thick-container-vulnerabilities) [N/A CONTENT] [COMMUNITY-TOOL] β€” An in-depth technical article demonstrating the correlation between container footprint size and security surface area. Compares standard debian-based Python base images with alpine and distroless alternatives utilizing Snyk. Highlights how removing utility packages significantly reduces threat profiles. -#### CICD (4) +#### CICD (6) - **(2024)** [Anchore: Secure Container Based CI/CD Workflows](https://anchore.com/cicd) [N/A CONTENT] [COMMUNITY-TOOL] β€” Discusses integrating Anchore container security gates directly within automated CI/CD build scripts. Focuses on automated SBOM extraction, system package inspection, and vulnerability threshold enforcement, blocking problematic deployment builds long before registry promotion. #### CNAPP Platform @@ -818,7 +811,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Kubernetes History - **(2023)** [thenewstack.io: How Kubernetes vulnerabilities have shifted since the first attacks](https://thenewstack.io/how-kubernetes-vulnerabilities-have-shifted-since-the-first-api-attacks) [N/A CONTENT] [COMMUNITY-TOOL] β€” 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. -### Vulnerability Scanning (2) +### Vulnerability Scanning (1) #### Container Images @@ -835,11 +828,6 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Ansible and Cyberark - **(2021)** [ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation Platform](https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. -### CICD (5) - -#### Penetration Testing (1) - - - **(2021)** [research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD pipelines](https://www.nccgroup.com/research) [ADVANCED LEVEL] [CASE STUDY] [COMMUNITY-TOOL] β€” 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. ### Cloud Security (1) #### Identity and Access Management (2) @@ -863,7 +851,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Hashicorp Vault (1) - **(2021)** [medium: Install Hashicorp Vault on Kubernetes using Helm - Part 1 |' Marco Franssen](https://marcofranssen.nl/install-hashicorp-vault-on-kubernetes-using-helm-part-1) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive walkthrough demonstrating how to install and configure HashiCorp Vault inside a Kubernetes cluster using the official Helm chart. Explores setting up Raft storage backend, initializing the Vault transit seal, and configuring secure pod configurations. An excellent technical reference for establishing a reliable, self-hosted secret engine in cloud environments. -### Vulnerability Scanning (3) +### Vulnerability Scanning (2) #### Grype and Gitlab @@ -883,7 +871,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Industry Trends (1) - **(2021)** [devclass.com: Docker: It’s not dead yet, but there’s a tendency to walk away, security report finds](https://www.devclass.com/containers/2021/01/13/docker-its-not-dead-yet-but-theres-a-tendency-to-walk-away-security-report-finds/1620265) [COMMUNITY-TOOL] β€” Explores shifting enterprise preferences from traditional Docker runtimes to modern, container runtime standards like containerd and CRI-O. Focuses on security reports indicating how Kubernetes runtime deprecations and attack-surface reduction drive this trend. -### Devsecops (2) +### Devsecops (1) #### AWS Implementations @@ -945,7 +933,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2022)** [permission.site](https://permission.site) [COMMUNITY-TOOL] β€” An interactive security validation platform that allows engineers to test how various browser APIs, iframe permissions, and Content Security Policies (CSP) behave, enabling precise verification of client-side web application security postures. --- -πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Pulumi](./pulumi.md) +πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/digitalocean.md b/v2-docs/digitalocean.md index 25f751a0..23582946 100644 --- a/v2-docs/digitalocean.md +++ b/v2-docs/digitalocean.md @@ -46,16 +46,9 @@ description: "Top Digitalocean resources for 2026, AI-ranked: Digital Ocean, Com - **(2024)** [App Platform](https://docs.digitalocean.com/products/app-platform) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” App Platform reference document outlining core specs of DigitalOcean's fully managed Platform-as-a-Service (PaaS). Allows automated code deployments directly from Git systems, managing containers, databases, and SSL endpoints. - **(2024)** [App Platform - Digital Ocean PaaS](https://try.digitalocean.com/app-platform) [N/A CONTENT] [COMMUNITY-TOOL] β€” Highlights onboarding pathways and scalability paradigms inside DigitalOcean's PaaS. Highly optimized for small-to-medium enterprises wanting to run microservice networks without complex VM configurations. -## Web Servers - -### Nginxconfig - -#### Community Tools - - - **(2025)** [NGINXConfig](https://www.digitalocean.com/community/tools/nginx) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” An interactive visual web config builder for constructing highly secure and performant NGINX configuration templates. Addresses reverse proxy configurations, SSL parameters, caching limits, and security headers. --- -πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS Backup](./aws-backup.md) | [Ibm_Cloud](./ibm_cloud.md) +πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/docker.md b/v2-docs/docker.md index 3d6cdabf..2c1bc852 100644 --- a/v2-docs/docker.md +++ b/v2-docs/docker.md @@ -1,5 +1,5 @@ --- -description: "Top Docker resources for 2026, AI-ranked: dive, ctop and more β€” curated Cloud Native tools, guides and references." +description: "Top Docker resources for 2026, AI-ranked: nerdctl, dive and more β€” curated Cloud Native tools, guides and references." --- # Docker @@ -46,6 +46,7 @@ description: "Top Docker resources for 2026, AI-ranked: dive, ctop and more β€” #### General Reference + - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Hardened Images for Every Developer in the Kubernetes Tools ecosystem. - [Docker for LLMs](https://www.docker.com/llm) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker for LLMs in the Kubernetes Tools ecosystem. - [docker.com: Top Questions for Getting Started with Docker 🌟](https://www.docker.com/blog/top-questions-for-getting-started-with-docker) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Top Questions for Getting Started with Docker 🌟 in the Kubernetes Tools ecosystem. - [docker.com: Docker Hub Experimental CLI tool](https://www.docker.com/blog/docker-hub-experimental-cli-tool) [COMMUNITY-TOOL] [EMERGING] β€” A curated technical resource and architectural guide covering docker.com: Docker Hub Experimental CLI tool in the Kubernetes Tools ecosystem. @@ -54,7 +55,6 @@ description: "Top Docker resources for 2026, AI-ranked: dive, ctop and more β€” - [docker.com: Docker Compose: What’s New, What’s Changing, What’s Next](https://www.docker.com/blog/new-docker-compose-v2-and-v1-deprecation) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Docker Compose: What’s New, What’s Changing, What’s Next in the Kubernetes Tools ecosystem. - [dzone: Components of Container Management](https://dzone.com/articles/components-of-container-management) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Components of Container Management in the Kubernetes Tools ecosystem. - [docker.com: Speed Up Your Development Flow With These Dockerfile Best Practices](https://www.docker.com/blog/speed-up-your-development-flow-with-these-dockerfile-best-practices) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Speed Up Your Development Flow With These Dockerfile Best Practices in the Kubernetes Tools ecosystem. - - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Hardened Images for Every Developer in the Kubernetes Tools ecosystem. - [docker.com: Reduce Your Image Size with the Dive-In Docker Extension](https://www.docker.com/blog/reduce-your-image-size-with-the-dive-in-docker-extension) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Reduce Your Image Size with the Dive-In Docker Extension in the Kubernetes Tools ecosystem. - [Creating the best Linux Development experience on Windows & WSL 2](https://www.docker.com/blog/creating-the-best-linux-development-experience-on-windows-wsl-2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Creating the best Linux Development experience on Windows & WSL 2 in the Kubernetes Tools ecosystem. - [docker.com: Announcing the Compose Specification 🌟](https://www.docker.com/blog/announcing-the-compose-specification) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Announcing the Compose Specification 🌟 in the Kubernetes Tools ecosystem. @@ -311,9 +311,6 @@ description: "Top Docker resources for 2026, AI-ranked: dive, ctop and more β€” #### Build Optimization (2) - **(2021)** [freecodecamp.org: Docker Cache – How to Do a Clean Image Rebuild and Clear Docker's Cache](https://www.freecodecamp.org/news/docker-cache-tutorial) [COMMUNITY-TOOL] [GUIDE] β€” A practical guide to working with Docker's build cache. Shows how to invalidate the cache, structure layers efficiently, and use CLI prune utilities to optimize build speeds. -#### Build Tools - - - **(2021)** [**technology.doximity.com: Buildpacks vs Dockerfiles 🌟**](https://technology.doximity.com/articles/buildpacks-vs-dockerfiles) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Contrasts declarative Cloud Native Buildpacks (CNB) with manual imperative Dockerfile structures. Analyzes the security, consistency, and build speed tradeoffs, arguing that CNBs represent a superior approach to packaging corporate applications at scale. #### Dockerfile Specs - **(2022)** [devtron.ai: Understand CMD and ENTRYPOINT Differences in Docker](https://devtron.ai/blog/cmd-and-entrypoint-differences) [COMMUNITY-TOOL] [GUIDE] β€” Explores `CMD` and `ENTRYPOINT` behaviors inside Dockerfiles. Details how default runtime parameters interact with target binaries during execution. @@ -333,13 +330,6 @@ description: "Top Docker resources for 2026, AI-ranked: dive, ctop and more β€” #### Registry Management - **(2021)** [theskillpedia.com: Managing docker images - openshift tutorial](https://www.theskillpedia.com/managing-docker-images-openshift-tutorial) [COMMUNITY-TOOL] [GUIDE] β€” Technical guide on managing and tagging container images within Red Hat OpenShift. Discusses the utilization of internal OpenShift registries and how ImageStream abstractions decouple physical registries from deployable targets. -## Data and AI - -### Apache Spark - -#### Orchestration - - - **(2021)** [**datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available**](https://www.datamechanics.co) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Announces the critical General Availability (GA) milestone of Apache Spark on Kubernetes in the Spark 3.1 release. Details the architectural advantages of using native Kubernetes scheduler bindings instead of standalone Spark or YARN schedulers. Live Grounding validates that this release marked the turning point for Kubernetes-native data engineering pipelines. ## Data Science ### R Ecosystem @@ -599,7 +589,7 @@ description: "Top Docker resources for 2026, AI-ranked: dive, ctop and more β€” - **(2026)** [==ory/dockertest==](https://github.com/ory/dockertest) ⭐ 4519 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dockertest enables developers to spin up ephemeral Docker containers directly from Go, Rust, or other language test suites to act as real dependencies (e.g., PostgreSQL, Redis). Unlike mock interfaces, it guarantees that integration tests run against actual database engines and stateful systems, disposing of them automatically when tests finish. It represents a gold standard in unit and integration testing pipelines for cloud-native microservices. --- -πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md) +πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Kubernetes Releases](./kubernetes-releases.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/dom.md b/v2-docs/dom.md index 98481b63..ba117991 100644 --- a/v2-docs/dom.md +++ b/v2-docs/dom.md @@ -20,7 +20,7 @@ description: "Curated, AI-ranked Dom resources for the 2026 Cloud Native archite - **(2026)** [freecodecamp.org: How the Document Object Model Works in JavaScript – DOM' Tutorial for Beginners](https://www.freecodecamp.org/news/javascript-dom) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” An analytical guide breaking down DOM traversal and event propagation mechanics (bubbling and capturing). Essential for intermediate UI engineering, it covers the structural boundaries of web browsers and highlights optimization patterns for interface updates. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/dotnet.md b/v2-docs/dotnet.md index c3536250..690f41c8 100644 --- a/v2-docs/dotnet.md +++ b/v2-docs/dotnet.md @@ -77,6 +77,11 @@ description: "Top Dotnet resources for 2026, AI-ranked: Oakton, Lamar and more #### Ioc Containers - **(2025)** [Lamar](https://jasperfx.github.io/lamar) [C# CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An advanced, high-performance IoC container and assembly scanning engine compatible with Microsoft's DI standards. Leverages Roslyn-powered dynamic code compilation to optimize dependency resolution pathways in microservices. +### Artificial Intelligence + +#### Agent Integration + + - **(2024)** [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills) [C# CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines methods for extending autonomous AI coding agents with direct .NET skill injection. Uses Semantic Kernel to build tools enabling LLMs to execute C# compilations, format files, and interact natively with code bases. ### Client Technologies #### CICD and DevOps @@ -108,7 +113,7 @@ description: "Top Dotnet resources for 2026, AI-ranked: Oakton, Lamar and more - **(2024)** [Paradigm framework](https://www.paradigm.net.co) [C# CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An open-source development platform designed to facilitate rapid, highly structured .NET microservice engineering. Standardizes dependency configurations, modular architectures, data mapping protocols, and enterprise repository patterns. --- -πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md) +πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/edge-computing.md b/v2-docs/edge-computing.md index 4ff87368..2f35b27d 100644 --- a/v2-docs/edge-computing.md +++ b/v2-docs/edge-computing.md @@ -46,7 +46,7 @@ description: "Curated, AI-ranked Edge Computing resources for the 2026 Cloud Nat - **(2021)** [thenewstack.io: Cloudian CTO: Kubernetes, Standardization Key to Edge](https://thenewstack.io/cloudian-cto-kubernetes-standardization-key-to-edge) [COMMUNITY-TOOL] β€” 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. --- -πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md) +πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/elearning.md b/v2-docs/elearning.md index 73200c9f..af0fcca1 100644 --- a/v2-docs/elearning.md +++ b/v2-docs/elearning.md @@ -38,13 +38,6 @@ Live Grounding: Students at the Waterloo Futures Lab developed physical and soft ##### Gamified Learning - **(2025)** [SQL Police Department](https://sqlpd.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized gamified engine where users solve mock criminal investigations writing relational SQL queries. Highly effective for building structural query efficiency and database logic before moving to complex stateful containerization. -## Operating Systems and Infrastructure - -### Linux - -#### Sysadmin Tutorials - - - **(2026)** [**learnitguide.net 🌟**](https://www.learnitguide.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A curated educational platform providing in-depth guides on enterprise Linux administration, DevOps tools, automation, and cloud platforms. Its systematic tutorials are designed to prepare system administrators for managing highly available enterprise environments. ## Orchestration ### Infrastructure As Code @@ -57,13 +50,6 @@ Live Grounding: Students at the Waterloo Futures Lab developed physical and soft #### Vmware Tanzu Ecosystem - **(2026)** [**kube.academy**](https://kube.academy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly polished training engine sponsored by VMware Tanzu. Walks engineers through complex modular tracks detailing multi-tenancy, cluster scaling, control-plane metrics, and security controls within corporate environments. -## Platform Engineering - -### Legacy Sandboxes - -#### Interactive Learning - - - **(2022)** [katacoda.com 🌟](https://www.katacoda.com) 🌟 [COMMUNITY-TOOL] β€” Katacoda was a widely used interactive browser platform for practicing Kubernetes and container administration. The platform was officially terminated by O'Reilly in 2022. Platform engineers in 2026 utilize alternatives like Killercoda for sandbox exercises. ## Professional Development ### Certifications @@ -144,7 +130,7 @@ Live Grounding: Students at the Waterloo Futures Lab developed physical and soft - **(2026)** [==codely.tv==](https://codely.com/en) [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Spanish-language portal dedicated to Domain-Driven Design (DDD), Clean Code, CQRS patterns, and resilient microservice designs. It details testing strategies for highly decoupled, container-centric production architectures. --- -πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Remote Tech Jobs](./remote-tech-jobs.md) +πŸ’‘ **Explore Related:** [Interview Questions](./interview-questions.md) | [HR](./hr.md) | [Recruitment](./recruitment.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/embedded-servlet-containers.md b/v2-docs/embedded-servlet-containers.md index b4919f93..633e637e 100644 --- a/v2-docs/embedded-servlet-containers.md +++ b/v2-docs/embedded-servlet-containers.md @@ -21,7 +21,7 @@ description: "Curated, AI-ranked Embedded Servlet Containers resources for the 2 - **(2026)** [Undertow](https://undertow.io) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A highly performant, modular web server designed by Red Hat. Written in Java, it features non-blocking, asynchronous capabilities, functioning as a powerful, lightweight container engine for high-density microservices. --- -πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md) +πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Python](./python.md) | [Java_Frameworks](./java_frameworks.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/faq.md b/v2-docs/faq.md index 74279e50..34ebbfdd 100644 --- a/v2-docs/faq.md +++ b/v2-docs/faq.md @@ -42,23 +42,11 @@ description: "Curated, AI-ranked Faq resources for the 2026 Cloud Native archite - **(2022)** [cybercoders.com: What Hiring Managers look for in a Full Stack Developer](https://www.cybercoders.com/insights/what-hiring-managers-look-for-in-a-full-stack-developer) [NONE CONTENT] [COMMUNITY-TOOL] β€” A market intelligence report surveying hiring requirements for full stack engineering roles. It maps out key technical benchmarks such as comfort with distributed system paradigms, experience with container systems like Docker/Kubernetes, and familiarity with cloud platforms, alongside essential communication and agile development competencies. ## Cloud Infrastructure -### Enterprise Containers - -#### Strategy - - - **(2021)** [contino.io: How to Make Enterprise Container Strategies That Last (Part One)](https://www.contino.io/insights/how-to-make-enterprise-container-strategies-that-last-part-one) [NONE CONTENT] [COMMUNITY-TOOL] β€” An enterprise-focused strategic guide detailing how to design durable container adoption initiatives. It emphasizes aligning developer enablement with platform engineering teams, setting up proper governance models, and establishing realistic operational metrics, ensuring organization-wide Kubernetes migrations don't stall due to cultural friction. ### Storage and Databases #### Storage Strategy - **(2022)** [thenewstack.io: Choosing Between Container-Native and Container-Ready Storage 🌟](https://thenewstack.io/choosing-between-container-native-and-container-ready-storage) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. -## DevOps - -### CICD - -#### Kubernetes Orchestration - - - **(2021)** [devopsdigest.com: CI/CD Deployments: How to Expedite Across a Kubernetes Environment With DevOps Orchestration](https://www.devopsdigest.com/cicd-deployments-how-to-expedite-across-a-kubernetes-environment-with-devops-orchestration) [COMMUNITY-TOOL] β€” Accelerating release cycles in Kubernetes environments requires modernizing the CI/CD pipeline with cloud-native orchestration techniques. By automating build, test, and container promotion workflows, teams can minimize deployment errors and configuration drift. The focus is on implementing progressive delivery strategies such as canary and blue-green deployments to de-risk production releases. ## Kubernetes Tools ### General Reference @@ -105,16 +93,9 @@ description: "Curated, AI-ranked Faq resources for the 2026 Cloud Native archite #### Case Study - **(2019)** [From monolith to containers: How Verizon containerized legacy applications on OpenShift 🌟](https://www.youtube.com/watch?v=Q6i0LK4vHsU) [LEGACY] β€” This real-world enterprise case study details Verizon's migration journey from a legacy monolithic architecture to containerized workloads on Red Hat OpenShift. It highlights practical strategies for managing stateful applications, addressing legacy security constraints, and overcoming organizational resistance. The resulting deployment demonstrates how automated orchestration accelerates feature delivery and improves cluster utilization. -## Networking - -### Multi-cluster - -#### DNS - - - **(2022)** [nginx.com: Automating Multi-Cluster DNS with NGINX Ingress Controller](https://www.f5.com/products/nginx) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Technical blueprint showcasing DNS synchronization and traffic routing automation across multi-cluster environments. Demonstrates leveraging NGINX Ingress for global load balancing and resilient geographical failovers. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/feed.xml b/v2-docs/feed.xml index 8047e111..a69dd5dd 100644 --- a/v2-docs/feed.xml +++ b/v2-docs/feed.xml @@ -7,37 +7,21 @@ en Thu, 18 Jun 2026 00:00:00 -0000 - - Kubecost 🌟 - https://www.apptio.com/products/kubecost/?src=kc-com - https://www.apptio.com/products/kubecost/?src=kc-com - Thu, 18 Jun 2026 00:00:00 -0000 - Kubernetes & Orchestration - [CRITICAL] Kubecost is the industry standard for real-time FinOps and cost allocation across multi-cluster cloud native environments. - - - antigravity.google: Google Antigravity Agentic Platform - https://antigravity.google - https://antigravity.google - Thu, 18 Jun 2026 00:00:00 -0000 - AI & Agents - [CRITICAL] Bridges local agent prototyping to enterprise production by providing a unified SDK and target platform on Google Kubernetes Engine. - docs.anthropic.com: Claude Code CLI https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview Thu, 18 Jun 2026 00:00:00 -0000 AI & Agents - [CRITICAL] Introduces an autonomous agentic CLI tool that fundamentally transforms how engineering teams execute code, run tests, and manage git workflows. + [CRITICAL] Anthropic's official CLI introduces autonomous agentic software engineering directly into terminal-based developer environments. - cursor.com: Cursor AI Code Editor - https://cursor.com - https://cursor.com + Project Calico 🌟 + https://www.tigera.io/project-calico + https://www.tigera.io/project-calico Thu, 18 Jun 2026 00:00:00 -0000 - AI & Agents - [CRITICAL] Redefines modern developer workflows by setting the industry benchmark for AI-first IDEs and multi-file agentic code editing. + Security & Compliance + [CRITICAL] Calico is an industry-standard networking and network security solution providing high-performance eBPF-driven policy enforcement. Crossplane @@ -45,7 +29,7 @@ https://nubenetes.com/crossplane Sun, 14 Jun 2026 00:00:00 -0000 Kubernetes & Orchestration - [CRITICAL] Crossplane drives a major paradigm shift by transforming Kubernetes into a universal control plane for managing multi-cloud infrastructure. + [CRITICAL] Crossplane revolutionizes platform engineering by transforming Kubernetes into a universal control plane to manage multi-cloud infrastructure declaratively. NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes @@ -53,7 +37,7 @@ https://github.com/NVIDIA/k8s-device-plugin Sun, 14 Jun 2026 00:00:00 -0000 Kubernetes & Orchestration - [CRITICAL] The NVIDIA device plugin is a foundational hardware link required to schedule and run accelerated AI and ML workloads on Kubernetes. + [CRITICAL] NVIDIA's device plugin is the essential industry standard for orchestrating hardware-accelerated AI/ML workloads on Kubernetes. vLLM on Kubernetes @@ -61,7 +45,7 @@ https://github.com/vllm-project/vllm Sun, 14 Jun 2026 00:00:00 -0000 AI & Agents - [CRITICAL] Standardizes efficient LLM serving and memory management on Kubernetes using PagedAttention for production cloud-native AI infrastructure. + [CRITICAL] Provides the foundational cloud native standard for running memory-efficient, high-throughput LLM inference on Kubernetes. Tetragon (Cilium) @@ -69,15 +53,7 @@ https://github.com/cilium/tetragon Sun, 14 Jun 2026 00:00:00 -0000 Security & Compliance - [CRITICAL] Provides cutting-edge, kernel-level eBPF security observability and real-time runtime enforcement for Kubernetes clusters. - - - ==dagger/dagger: Dagger is a portable devkit for CICD== - https://github.com/dagger/dagger - https://github.com/dagger/dagger - Sun, 14 Jun 2026 00:00:00 -0000 - CI/CD & GitOps - [CRITICAL] Dagger introduces a paradigm shift by replacing complex, vendor-locked YAML pipelines with portable, code-based CI/CD environments built on BuildKit. + [CRITICAL] Tetragon leverages eBPF to deliver real-time, kernel-level security observability and automated runtime enforcement for Kubernetes workloads. Helm @@ -85,7 +61,7 @@ https://nubenetes.com/helm Sun, 14 Jun 2026 00:00:00 -0000 CI/CD & GitOps - [CRITICAL] The foundational package manager for Kubernetes that powers modern declarative deployments and serves as a vital component in GitOps pipelines. + [CRITICAL] Helm remains the ubiquitous package manager and templating standard for deploying complex application architectures to Kubernetes. github.com: Istio @@ -95,21 +71,13 @@ Networking & Service Mesh [CRITICAL] Serves as the dominant enterprise service mesh providing zero-trust security and modern ambient/sidecar data plane topologies. - - Teleport 🌟 - https://github.com/gravitational/teleport - https://github.com/gravitational/teleport - Sat, 13 Jun 2026 00:00:00 -0000 - Kubernetes & Orchestration - [CRITICAL] Teleport delivers essential zero-trust infrastructure access control, identity-backed session recording, and auditing across multi-region Kubernetes clusters. - github.com/kubernetes: **Kubernetes Cluster Autoscaler** https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler Sat, 13 Jun 2026 00:00:00 -0000 Kubernetes & Orchestration - [CRITICAL] Kubernetes Cluster Autoscaler remains the foundational core component responsible for dynamically adjusting cloud node capacity based on workload scheduling demands. + [CRITICAL] Cluster Autoscaler is the foundational core component ensuring dynamic node capacity management and cost efficiency across production cloud clusters. github: Flux Version 2 @@ -117,7 +85,7 @@ https://github.com/fluxcd/flux2 Sat, 13 Jun 2026 00:00:00 -0000 CI/CD & GitOps - [CRITICAL] A core CNCF GitOps engine that provides highly parallelized and decoupled multi-tenant reconciliation for Kubernetes clusters. + [CRITICAL] Flux v2 provides the foundational GitOps toolkit architecture for modular, multi-tenant Kubernetes state reconciliation. github.com/prometheus/prometheus @@ -149,7 +117,7 @@ https://github.com/hashicorp/vault Fri, 12 Jun 2026 00:00:00 -0000 Security & Compliance - [CRITICAL] Remains the absolute cornerstone of enterprise Zero Trust architectures and secret management in multi-cloud environments. + [CRITICAL] HashiCorp Vault remains the premier enterprise engine for Zero Trust secrets management, dynamic credentials, and data protection. OpenTelemetry Collector @@ -167,5 +135,37 @@ Observability, SRE & Testing [CRITICAL] Provides the complete reference deployment stack for end-to-end Kubernetes cluster observability out of the box. + + Kubernetes Gateway API + https://github.com/kubernetes-sigs/gateway-api + https://github.com/kubernetes-sigs/gateway-api + Fri, 12 Jun 2026 00:00:00 -0000 + Networking & Service Mesh + [CRITICAL] Establishes the next-generation, role-oriented routing specification that succeeds legacy Kubernetes Ingress resources. + + + github.com/vmware-tanzu/velero + https://github.com/velero-io/velero + https://github.com/velero-io/velero + Fri, 12 Jun 2026 00:00:00 -0000 + Data, Messaging & Storage + [CRITICAL] It serves as the industry-standard disaster recovery and backup solution for persistent volumes and stateful Kubernetes cluster topologies. + + + trivy + https://github.com/aquasecurity/trivy + https://github.com/aquasecurity/trivy + Thu, 11 Jun 2026 00:00:00 -0000 + Security & Compliance + [CRITICAL] Trivy is the de facto comprehensive vulnerability and misconfiguration scanner for containers, SBOMs, and Infrastructure as Code. + + + GitHub MCP Server + https://github.com/modelcontextprotocol/servers + https://github.com/modelcontextprotocol/servers + Sun, 07 Jun 2026 00:00:00 -0000 + AI & Agents + [CRITICAL] Serves as the canonical repository for Model Context Protocol (MCP) servers, standardizing tool integration across AI agents. + diff --git a/v2-docs/finops.md b/v2-docs/finops.md index d6737a1d..1297f38b 100644 --- a/v2-docs/finops.md +++ b/v2-docs/finops.md @@ -117,9 +117,6 @@ description: "Curated, AI-ranked Finops resources for the 2026 Cloud Native arch #### Cost Platforms - **(2022)** [**thenewstack.io: Finout Gets a Handle on Kubernetes Costs**](https://thenewstack.io/finout-gets-a-handle-on-kubernetes-costs) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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. -#### Foundational Concepts - - - **(2022)** [replex.io: An Introduction to Kubernetes FinOps](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory resource explaining how to divide shared Kubernetes costs across teams. Describes using namespace resource limits and pod metadata tags to set up fair chargeback structures. #### Observability Integrations - **(2023)** [**thenewstack.io: Grafana Wants to Help You Avoid Getting Dinged by Kubernetes Costs**](https://thenewstack.io/grafana-wants-to-help-you-avoid-getting-dinged-by-kubernetes-costs) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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. @@ -156,7 +153,7 @@ description: "Curated, AI-ranked Finops resources for the 2026 Cloud Native arch - **(2026)** [Tether (USDt)](https://tether.to) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The main portal for the Tether (USDt) stablecoin, mapping out collateral verifications, multi-blockchain compatibility layers, and institutional fiat liquidity standards. Important for distributed ledger payments and micro-payment applications. --- -πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Remote Tech Jobs](./remote-tech-jobs.md) +πŸ’‘ **Explore Related:** [Interview Questions](./interview-questions.md) | [HR](./hr.md) | [Recruitment](./recruitment.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/flux.md b/v2-docs/flux.md index 011dd6a1..8a9f303f 100644 --- a/v2-docs/flux.md +++ b/v2-docs/flux.md @@ -88,7 +88,7 @@ description: "Top Flux resources for 2026, AI-ranked: github: Flux Version 2, gi - **(2022)** [thenewstack.io: Deploy Stateful Workloads on Kubernetes with Ondat and FluxCD](https://thenewstack.io/deploy-stateful-workloads-on-kubernetes-with-ondat-and-fluxcd) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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. --- -πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [CI/CD](./cicd.md) | [Registries](./registries.md) +πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/freelancing.md b/v2-docs/freelancing.md index de71178a..637aa1f8 100644 --- a/v2-docs/freelancing.md +++ b/v2-docs/freelancing.md @@ -122,7 +122,7 @@ description: "Top Freelancing resources for 2026, AI-ranked: freelancer, crossov - **(2026)** [soshace](https://soshace.com) [COMMUNITY-TOOL] β€” A curated remote work platform targeting web developers, specifically focusing on React, Angular, and Node.js engineers. It offers transparent vetting and direct client-to-developer contracts. Live grounding emphasizes its utility for medium-sized businesses seeking rapid frontend scaling. --- -πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Remote Tech Jobs](./remote-tech-jobs.md) +πŸ’‘ **Explore Related:** [Interview Questions](./interview-questions.md) | [HR](./hr.md) | [Recruitment](./recruitment.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/git.md b/v2-docs/git.md index fa8e1a43..5739716b 100644 --- a/v2-docs/git.md +++ b/v2-docs/git.md @@ -108,13 +108,6 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a #### Gitlab Operator - **(2022)** [about.gitlab.com: How to install and use the GitLab Kubernetes Operator (on OCP)](https://about.gitlab.com/blog/gko-on-ocp) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An operational installation guide for deploying the GitLab Kubernetes Operator on Red Hat OpenShift. Discusses Ingress controllers, Security Context Constraints (SCC), and persistent storage volumes. -## Cloud Native Operations - -### Kubernetes - -#### Policy Enforcement - - - **(2022)** [==datree.io==](https://www.datree.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-grade CLI validation engine built to run policy and configuration checks on Kubernetes manifests. Datree evaluates configurations against schema rules and security standards before they reach clusters. This is a critical validation step for CI/CD GitOps pipelines. ## Community ### Developer Relations @@ -960,7 +953,7 @@ Assists developers from specification to implementation, verification, and code - **(2021)** [css-tricks.com: Git: Switching Unstaged Changes to a New Branch](https://css-tricks.com/git-switching-unstaged-changes-to-a-new-branch) [COMMUNITY-TOOL] β€” Analyzes rapid tactics for extracting uncommitted, unstaged alterations into a newly spawned local feature branch. Guides developers on preserving workspace fluidity when starting feature-work inside the wrong branch context without triggering merge hazards. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/gitops.md b/v2-docs/gitops.md index caa8a126..f5f84aeb 100644 --- a/v2-docs/gitops.md +++ b/v2-docs/gitops.md @@ -1,5 +1,5 @@ --- -description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier and more β€” curated Cloud Native tools, guides and references." +description: "Top Gitops resources for 2026, AI-ranked: openshift-applier, github: Flux and more β€” curated Cloud Native tools, guides and references." --- # GitOps @@ -72,20 +72,6 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier #### Terraform Practices - **(2026)** [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) ⭐ 2473 [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A definitive guide detailing patterns and antipatterns for structural Terraform designs. Features industry-accepted guidelines on monorepo layout, variable validation, dynamic module injection, and drift remediation within production enterprise clouds. -### Kubernetes and Operators - -#### Platform Engineering - - - **(2026)** [How Kubernetes Operators Fit into Platform Building and When Traditional IaC Isn't Enough](https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-building-and-when-traditional-iac-isnt-enough) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Compares traditional static IaC runtimes against active reconciliation patterns in Kubernetes Operators. Highlights instances where platform engineering teams require continuously running controller loops to prevent configuration drifts. -## Cloud Native - -### Kubernetes - -#### Cluster API - -##### Clusterclass - - - **(2024)** [ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management in Cluster API](https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Outlines the ClusterClass feature inside Kubernetes Cluster API. Enables building reusable, abstract cluster topologies that simplify control-plane configuration and worker node pool management across diverse host infrastructure. ## Cluster Management ### Gitops (3) @@ -93,6 +79,9 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier #### Anthos - **(2025)** [Anthos Config Management](https://docs.cloud.google.com/kubernetes-engine/docs) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The primary management platform docs covering Anthos Config Management. This framework bundles Config Sync, policy-as-code enforcement (Gatekeeper), and tenant isolation to maintain compliant configuration postures across hybrid cloud environments. +#### Config Sync + + - **(2025)** [Config Sync](https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Config Sync is Google Cloud's GitOps-native configuration engine optimized for Anthos and GKE clusters. It securely syncs cluster state configurations and namespace boundaries directly from trusted Git, OCI, or Helm registries with continuous validation. #### Legacy Tools - **(2022)** [thenewstack.io: Weave GitOps Trusted Delivery: A Road to Kubernetes Sanity?](https://thenewstack.io/weave-gitops-trusted-delivery-a-road-to-kubernetes-sanity) [LEGACY] β€” 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. @@ -196,11 +185,6 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier - **(2023)** [opensourceforu.com: Embracing Progressive Delivery In Kubernetes With GitOps](https://www.opensourceforu.com/2023/10/embracing-progressive-delivery-in-kubernetes-with-gitops) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Detailing structural implementations of progressive delivery, such as automated canaries, A/B testing, and blue-green rollouts, working in tandem with GitOps tools (like Flagger or Argo Rollouts) to control application lifecycle safety dynamically. ## Deployment and Delivery -### Application Delivery (1) - -#### Waypoint - - - **(2024)** [waypointproject.io](https://developer.hashicorp.com/waypoint) [GO CONTENT] [COMMUNITY-TOOL] β€” HashiCorp Waypoint provides developers with a structured application delivery model across multiple underlying orchestrators. Utilizing a single declarative configuration file, it unifies the build, deployment, and release pipeline stages. ### Gitops (5) #### Octopilot @@ -358,18 +342,6 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier ##### Infrastructure As Code (2) - **(2025)** [**EntraExporter**](https://github.com/microsoft/entraexporter) ⭐ 866 [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential open-source PowerShell tool designed to export entire Microsoft Entra ID tenant configurations to local JSON files. In 2026, EntraExporter is widely used by security and architecture teams to establish configuration baselines, detect drift, and archive tenant states for compliance audits. -## Infrastructure - -### Hybrid Cloud - -#### Gitops (7) - - - **(2021)** [Kubernetes GitOps with Azure Arc and Charmed Kubernetes](https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A technical case study showcasing hybrid cloud management by linking Canonical's Charmed Kubernetes clusters with Microsoft Azure Arc. It details how Azure Arc acts as an overlay management plane, allowing administrators to push unified GitOps policies, access controls, and application resources to on-premises Charmed clusters. -### Kubernetes Distributions - -#### Automated Operations - - - **(2026)** [Charmed Kubernetes](https://ubuntu.com/kubernetes/charmed-k8s) [PYTHON CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Canonical's enterprise Kubernetes distribution orchestrated using Juju Charms. This platform automates deployment, scaling, lifecycle management, and day-2 operations of multi-cloud Kubernetes clusters using modular, declarative software models, ensuring easy integration with Ceph, OpenStack, and major public clouds. ## Infrastructure As Code (3) ### Kubernetes Provisioning @@ -379,10 +351,10 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier - **(2024)** [Kubestack: Terraform GitOps Framework 🌟](https://www.kubestack.com) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kubestack is a specialized GitOps framework tailored for managing cloud-managed and bare-metal Kubernetes clusters using Terraform. Featuring a robust multi-tier environment structure, it guarantees absolute parity from local development platforms through to multi-zone production configurations. It helps platform engineers declare and provision compliant Kubernetes footprints. ### Kubestack -#### Gitops (8) +#### Gitops (7) - **(2021)** [thenewstack.io: KubeStack: Towards Full-Stack GitOps](https://thenewstack.io/kubestack-towards-full-stack-gitops) [COMMUNITY-TOOL] β€” A detailed technical review mapping Kubestack's strategies for providing complete declarative lifecycle management for both underlying cloud infrastructure and application layer resources. -## Kubernetes (1) +## Kubernetes ### Cluster Operations @@ -401,21 +373,7 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier #### Automation (3) - **(2021)** [github.com/stakater/Xposer](https://github.com/stakater/Xposer) ⭐ 32 [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight automation operator designed to monitor services and dynamically generate DNS-mapped Ingress resources to reduce manual administrative overhead. -## Orchestration and Packaging - -### Helm and Gitops - -#### Helm Overview - - - **(2026)** [==Helm==](https://nubenetes.com/helm/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” 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. -## Platform Architecture - -### Gitops (9) - -#### Modern Pipelines - - - **(2020)** [openshift.com: From Code to Production with GitOps, Tekton and ArgoCD 🌟](https://www.redhat.com/en/blog/from-code-to-production-with-gitops) [YAML CONTENT] [ADVANCED LEVEL] [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” Introduces robust continuous delivery architectures utilizing Tekton for image construction and Argo CD for GitOps-based state syncs. Serves as the primary operational blueprint for enterprise microservice platforms in 2026. -## Platform Engineering (1) +## Platform Engineering ### Gitops and Deployment @@ -441,17 +399,14 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier - **(2020)** [==open-cluster-management.io==](https://open-cluster-management.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Open Cluster Management (OCM) is a modular, extensible CNCF project designed to orchestrate fleets of Kubernetes clusters at scale. It defines standardized API abstractions for cluster registration, application deployment policies, and compliance management. ## Provisioning -### Gitops (10) +### Gitops (8) #### Legacy Tools (1) - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) ⭐ 389 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” 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 legacy. -#### Media - - - **(2020)** [WKSctl: a Tool for Kubernetes Cluster Management Using GitOps](https://www.infoq.com/news/2020/02/wksctl-kubernetes-gitops) [COMMUNITY-TOOL] β€” 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. --- -πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [CI/CD](./cicd.md) | [Registries](./registries.md) +πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/golang.md b/v2-docs/golang.md index 33310e6f..e24f42fd 100644 --- a/v2-docs/golang.md +++ b/v2-docs/golang.md @@ -221,6 +221,7 @@ description: "Top Golang resources for 2026, AI-ranked: Awesome Go, Dapr and mor #### Go (2) + - **(2025)** [devhints.io/go: Go cheatsheet](https://devhints.io/go) [GO CONTENT] [COMMUNITY-TOOL] β€” A high-density Go interface dashboard providing rapid syntactical access. Highlights slice memory operations, struct compositions, dynamic channels, and concurrency waitgroups to speed up systems programming. - **(2025)** [github.com: golang-cheat-sheet](https://github.com/a8m/golang-cheat-sheet) ⭐ 8800 [GO CONTENT] [ADVANCED LEVEL] [ENTERPRISE-STABLE] β€” A high-density Go reference database. It details Go core syntaxes, standard library definitions, channels, interface rules, and concurrency patterns to accelerate systems-level software development. ### Web Development @@ -236,7 +237,7 @@ description: "Top Golang resources for 2026, AI-ranked: Awesome Go, Dapr and mor - [rehacktive/caffeine](https://github.com/rehacktive/caffeine) ⭐ 1176 [COMMUNITY-TOOL] β€” Curator Insight shows Caffeine as a simple Go command-line tool designed to prevent system sleep cycles. Live Grounding shows stable but quiet activity, functioning perfectly as an OS-level utility. --- -πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md) +πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/grafana.md b/v2-docs/grafana.md index 0e2a2310..53dc639f 100644 --- a/v2-docs/grafana.md +++ b/v2-docs/grafana.md @@ -9,6 +9,15 @@ description: "Top Grafana resources for 2026, AI-ranked: Prometheus JMX Exporter !!! info "Architectural Context" Detailed reference for Grafana in the context of Architectural Foundations. +## Cloud Architecture + +### Certification + +#### AWS + +##### Solutions Architect Professional + + - **(2020)** [Tips on Passing AWS Certified Solutions Architect - Professional Level](https://www.linkedin.com/top-content/?trk=article_not_found) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A strategic study guide for passing the AWS Certified Solutions Architect - Professional exam. The content focuses on advanced architectural design patterns, multi-tier application migration, cost optimization, and high-availability setups across complex AWS environments. Curator Insight: Highly structured blueprint for enterprise AWS exam prep. Live Grounding: Real-world value lies in understanding multi-account strategies, organizational governance, and security at scale. ## Infrastructure As Code ### Package Archives @@ -16,6 +25,13 @@ description: "Top Grafana resources for 2026, AI-ranked: Prometheus JMX Exporter #### Visualization - **(2020)** [grafana-6.7.2-1.x86_64.rpm](https://grafana.com) [NONE CONTENT] [LEGACY] β€” A legacy RPM binary package of Grafana 6.7.2. Kept as a reference point for historical dashboards and older enterprise network configurations. +## Kubernetes and Cloud Native + +### CICD + +#### Continuous Deployment + + - **(2020)** [jaxenter.com: CI/CD for Spring Boot Microservices: Part 2. Extending CI/CD: Kubernetes Continuous Deployment for Microservices](https://devm.io/blog) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Part two of the microservices CI/CD series, detailing continuous deployment onto active Kubernetes clusters. Focuses on orchestrating declarative manifest YAML files, configuring deployment strategies like rolling updates, and handling Kubernetes secrets securely. ## Kubernetes Tools ### General Reference @@ -186,7 +202,7 @@ description: "Top Grafana resources for 2026, AI-ranked: Prometheus JMX Exporter - **(2023)** [==Grafana Faro 🌟==](https://grafana.com/oss/faro) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduction to Grafana Faro, an open-source web SDK designed for Frontend Application Observability. Collects real-time core web vitals, user logs, console errors, and session metrics. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/helm.md b/v2-docs/helm.md index 08bb61b9..48b54bf8 100644 --- a/v2-docs/helm.md +++ b/v2-docs/helm.md @@ -87,6 +87,7 @@ description: "Top Helm resources for 2026, AI-ranked: Helm, Artifact Hub and mor - **(2020)** [helm.sh: How to migrate from Helm v2 to Helm v3](https://helm.sh/blog/migrate-from-helm-v2-to-helm-v3) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Standardized blueprint detailing the technical steps to transition environments from Helm v2 to Helm v3. Focuses on state-store conversion (ConfigMaps/Secrets), Tiller cleanup, and avoiding release disruption during metadata migrations. ##### Introductory + - **(2021)** [harness.io: Introduction to Helm: Charts, Deployments, & More 🌟](https://www.harness.io/blog) [COMMUNITY-TOOL] β€” High-impact breakdown of Helm core components including Chart.yaml, value overriding mechanics, and templating practices. Details how modern continuous delivery engines natively incorporate Helm to optimize release logic. - **(2021)** [freecodecamp.org: What is a Helm Chart? A Tutorial for Kubernetes Beginners](https://www.freecodecamp.org/news/what-is-a-helm-chart-tutorial-for-kubernetes-beginners) [COMMUNITY-TOOL] β€” Comprehensive beginner tutorial exploring Helm fundamentals. Translates Kubernetes packaging logic into relatable analogies and guides developers through editing templates and launching basic infrastructure releases. - **(2021)** [thedeveloperstory.com: Helm 101: Brief introduction to kubernetes package manager](https://thedeveloperstory.com/2021/07/12/helm-101-brief-introduction-to-kubernetes-package-manager) [COMMUNITY-TOOL] β€” Fundamental introduction outlining the role of Helm in managing the complexity of Kubernetes infrastructure. Discusses key files (values.yaml, templates directory) and common installation command sequences. - **(2021)** [mattias.engineer/courses/kubernetes/helm: Kubernetes-101: Helm 🌟](https://mattias.engineer/courses/kubernetes/helm) [COMMUNITY-TOOL] β€” Comprehensive instructional module exploring basic and intermediate Helm tasks. Integrates localized labs covering chart structuring, release revisions management, and customized CLI command execution. @@ -279,9 +280,6 @@ description: "Top Helm resources for 2026, AI-ranked: Helm, Artifact Hub and mor #### Java Microservices - **(2022)** [openshift.com: Introducing the Quarkus Helm Chart](https://www.redhat.com/en/blog/introducing-the-quarkus-helm-chart) [N/A CONTENT] [COMMUNITY-TOOL] β€” An introduction detailing the design of the Quarkus Helm Chart, optimized for cloud-native Java microservices. It highlights native compiling integrations, GraalVM deployment profiles, and how to harness OpenShift pipelines for highly efficient container bootstrapping. -#### Learning Hubs - - - **(2025)** [Red Hat Training & Certification Community](https://access.redhat.com/community/learn) [N/A CONTENT] [COMMUNITY-TOOL] β€” Red Hat's official training ecosystem community. It offers platform operators, architects, and developers verified learning pathways, course materials, and labs covering OpenShift administration and cloud-native practices. #### Legacy Charts - **(2020)** [==Jenkins==](https://github.com/helm/charts/tree/master/stable/jenkins) ⭐ 15424 [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The deprecated stable Helm chart repository for Jenkins. It is strongly recommended to avoid this legacy version, as active development and security patches have transitioned exclusively to the official Jenkins community repository on Artifact Hub. @@ -314,7 +312,7 @@ description: "Top Helm resources for 2026, AI-ranked: Helm, Artifact Hub and mor - **(2022)** [aws.amazon.com: Preventing Kubernetes misconfigurations using Datree](https://aws.amazon.com/blogs/containers/preventing-kubernetes-misconfigurations-using-datree) [N/A CONTENT] [COMMUNITY-TOOL] β€” 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 and pipeline execution gates. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/hr.md b/v2-docs/hr.md index 4858e2d2..22c04238 100644 --- a/v2-docs/hr.md +++ b/v2-docs/hr.md @@ -28,7 +28,7 @@ description: "Curated, AI-ranked HR resources for the 2026 Cloud Native architec - **(2026)** [elconfidencial.com: Olvida RRHH, ahora es el Departamento de DiversiΓ³n: la infantilizaciΓ³n del paΓ­s de las 6.000 'startups'](https://www.elconfidencial.com/mundo/2023-03-10/milenializacion-mercado-laboral-israeli-startups_3551800) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” An analytical study investigating modern employee retention trends in high-tech environments, specifically exploring the architectural shifts in human resources and corporate cultural structures. --- -πŸ’‘ **Explore Related:** [Newsfeeds](./newsfeeds.md) | [Remote Tech Jobs](./remote-tech-jobs.md) | [Workfromhome](./workfromhome.md) +πŸ’‘ **Explore Related:** [Interview Questions](./interview-questions.md) | [Recruitment](./recruitment.md) | [Workfromhome](./workfromhome.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/iac.md b/v2-docs/iac.md index 74924076..3c197911 100644 --- a/v2-docs/iac.md +++ b/v2-docs/iac.md @@ -49,20 +49,12 @@ description: "Top IaC resources for 2026, AI-ranked: Awesome Sysadmin, DevOps Ro #### History and Insights - **(2026)** [youtube: Mitchell Hashimoto: The Inside Story of HashiCorp's IaC Journey | The IaC Podcast](https://www.youtube.com/watch?v=--RRpw_6onA) [NONE CONTENT] [COMMUNITY-TOOL] β€” An in-depth video interview exploring the early development, design constraints, and technological milestones of HashiCorp's suite. Offers high-level insights into state management and the evolution of cloud orchestration. -#### Migration Strategies - - - **(2026)** [The Definitive Guide to Importing Your Cloud Resources into IaC](https://blog.cloudgeni.ai/the-definitive-guide-to-importing-your-cloud-resources-into-iac) [NONE CONTENT] [COMMUNITY-TOOL] β€” A detailed technical review addressing drift reconciliation when converting untracked click-ops clouds into declarative state files. Reviews native state import commands and toolkits that automate resource generation. #### Schema Generation - **(2026)** [TerraSchema: Generate JSON Schema from Terraform Configurations](https://github.com/HewlettPackard/terraschema) ⭐ 71 [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A specialized CLI tool that parses declared Terraform configurations to generate structural JSON Schemas. Useful for running runtime validation scripts on dynamic inputs or verifying API schemas during configuration processing. #### Terraform Practices - **(2026)** [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) ⭐ 2473 [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A definitive guide detailing patterns and antipatterns for structural Terraform designs. Features industry-accepted guidelines on monorepo layout, variable validation, dynamic module injection, and drift remediation within production enterprise clouds. -### Kubernetes and Operators - -#### GCP Resources - - - **(2026)** [cloud.google.com/config-connector](https://docs.cloud.google.com/config-connector/docs/overview) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Explains GCP Config Connector implementation patterns. Lets engineers configure Google Cloud infrastructure through Kubernetes Custom Resource Definitions, utilizing Kubernetes controllers to construct databases, IAM permissions, and storage endpoints. ## Cloud Management ### Finops @@ -126,11 +118,6 @@ description: "Top IaC resources for 2026, AI-ranked: Awesome Sysadmin, DevOps Ro #### Terminology - **(2022)** [thenewstack.io: GUIs, CLI, APIs: Learn Basic Terms of Infrastructure-as-Code](https://thenewstack.io/guis-cli-apis-learn-basic-terms-of-infrastructure-as-code) [COMMUNITY-TOOL] β€” Clarifies foundational interfacesβ€”GUIs, CLIs, and APIsβ€”used in automated provisioning workflows. Details how modern declarative execution pipelines abstract these layers to guarantee predictable environment configurations. -#### Terraform - -##### Secrets - - - **(2025)** [Ephemeral Values in Terraform](https://nedinthecloud.com/2025/07/01/ephemeral-values-in-terraform) [HCL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explains the design and execution mechanics of Ephemeral Values introduced in modern Terraform releases. Discusses preventing credential leakages by keeping sensitive short-lived resources completely out of persistent state logs. #### Tool Comparison - **(2023)** [intellipaat.com: Terraform vs Ansible: Key Differences Between Terraform and Ansible 🌟](https://intellipaat.com/blog/terraform-vs-ansible-difference) [COMMUNITY-TOOL] β€” Compares Terraform and Ansible, focusing on state management and typical use cases. Shows how Terraform specializes in declarative stateful cloud provisioning, while Ansible excels at stateless procedural host and configuration management. @@ -175,7 +162,7 @@ description: "Top IaC resources for 2026, AI-ranked: Awesome Sysadmin, DevOps Ro - **(2025)** [==AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot==](https://github.com/Azure/AZVerify) ⭐ 95 [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An innovative open-source tool bridging declarative Bicep files, live Azure deployments, and system diagrams using GitHub Copilot. Standardizes validation processes during complex infrastructure-as-code planning. --- -πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [Pulumi](./pulumi.md) | [Kubernetes Security](./kubernetes-security.md) +πŸ’‘ **Explore Related:** [Terraform](./terraform.md) | [Securityascode](./securityascode.md) | [Ansible](./ansible.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/ibm_cloud.md b/v2-docs/ibm_cloud.md index b67251a3..fe9340bf 100644 --- a/v2-docs/ibm_cloud.md +++ b/v2-docs/ibm_cloud.md @@ -1,5 +1,5 @@ --- -description: "Top Ibm_Cloud resources for 2026, AI-ranked: IBM Cloud, IBM Spectrum and more β€” curated Cloud Native tools, guides and references." +description: "Curated, AI-ranked Ibm_Cloud resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))." --- # IBM @@ -26,14 +26,6 @@ description: "Top Ibm_Cloud resources for 2026, AI-ranked: IBM Cloud, IBM Spectr - **(2026)** [**DockerHub: websphere-liberty**](https://hub.docker.com/_/websphere-liberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official WebSphere Liberty image on Docker Hub, providing a highly optimized cloud-native runtime designed for Java EE and MicroProfile. Live Grounding emphasizes its value for enterprise application modernization, delivering low-footprint containers with IBM technical backing. ## Enterprise Integration -### Cloud-native Storage - -#### IBM Spectrum Scale Integration - - - **(2020)** [redbooks.ibm.com: IBM Storage for Red Hat OpenShift. IBM block storage & IBM Spectrum Scale](https://www.redbooks.ibm.com/abstracts/redp5565.html) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” This comprehensive Redbook outlines deployment architecture guidelines for IBM Block Storage and IBM Spectrum Scale CSI drivers within OpenShift environments. It details technical patterns for high-performance file sharing, security isolation, multi-zone availability, and persistent volume provisioning needed for enterprise-grade workloads. -#### IBM Storage Systems - - - **(2022)** [IBM Spectrum](https://www.ibm.com/solutions) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” IBM Spectrum (now rebranded under IBM Storage) delivers enterprise-grade software-defined storage architectures tailored for highly demanding Kubernetes deployments. The portfolio provides integrated high-performance block, file, and object interfaces designed for secure backup, recovery, and dynamic persistent volume management in complex hybrid-cloud ecosystems. ### Enterprise Mainframe #### Bare Metal Installation @@ -78,7 +70,7 @@ description: "Top Ibm_Cloud resources for 2026, AI-ranked: IBM Cloud, IBM Spectr - **(2019)** [IBM Leverages Containers to Advance DevOps on Mainframes](https://cloudnativenow.com/topics/cloudnativedevelopment/ibm-leverages-containers-to-advance-devops-on-mainframes) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details how IBM brought containerization architectures (like z/OS Container Extensions) to its zSystems mainframes. Live Grounding confirms this as a key modernization vector, enabling developers to build and test mainframe workloads using Git-driven Docker/Kubernetes workflows. --- -πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md) +πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/index.md b/v2-docs/index.md index 2cc76b66..1e80885e 100644 --- a/v2-docs/index.md +++ b/v2-docs/index.md @@ -99,36 +99,43 @@
-
πŸ”₯ Trending Now β€” Cloud Native Intelligence Updated Aug 01, 2026
+
πŸ”₯ Trending Now β€” Cloud Native Intelligence Updated Aug 14, 2026
πŸ”΄ CRITICAL
-
Kubernetes & Orchestration
-
Kubecost 🌟
+
AI & Agents
+
Claude Code CLI
2026-06-18 · 🌟🌟🌟🌟🌟
-
Kubecost is the industry standard for real-time FinOps and cost allocation across multi-cluster cloud native environments.
+
Anthropic's official CLI introduces autonomous agentic software engineering directly into terminal-based developer environments.
πŸ”΄ CRITICAL
-
AI & Agents
-
Google Antigravity Agentic Platform
+
OpenShift / Red Hat
+
OpenShift 4 documentation 🌟
2026-06-18 · 🌟🌟🌟🌟🌟
-
Bridges local agent prototyping to enterprise production by providing a unified SDK and target platform on Google Kubernetes Engine.
+
Serves as the foundational enterprise technical documentation for deploying, securing, and operating OpenShift Container Platform.
+
+
+
πŸ”΄ CRITICAL
+
Kubernetes & Orchestration
+
Crossplane
+
2026-06-14 · 🌟🌟🌟🌟🌟
+
Crossplane revolutionizes platform engineering by transforming Kubernetes into a universal control plane to manage multi-cloud infrastructure declaratively.
πŸ”΄ CRITICAL
Azure
CBL-Mariner
2026-06-14 Β· 5kβ˜…
-
Azure Linux provides a lightweight, security-hardened container OS specifically optimized to minimize footprint and attack surface for AKS workloads.
+
Azure Linux is Microsoft's purpose-built, secure container host OS powering modern Azure Kubernetes Service (AKS) worker nodes.
πŸ”΄ CRITICAL
Python, Java & Developer Ecosystem
metalbear-co/mirrord
2026-06-14 Β· 5.1kβ˜…
-
Plugs local Python/Java processes directly into remote Kubernetes namespaces, avoiding slow container rebuild cycles during local development.
+
Revolutionizes local cloud-native development by letting engineers run local code directly within remote Kubernetes namespaces without container rebuilding.
πŸ”΄ CRITICAL
@@ -142,7 +149,7 @@
Virtualization & Private Cloud
Openshift Container Platform
2026-06-14
-
Red Hat OpenShift is the premier enterprise hybrid cloud platform unifying Kubernetes and containerized virtualization at enterprise scale.
+
OpenShift is a premier enterprise hybrid and private cloud platform delivering turnkey virtualization, compliance, and developer tooling.
πŸ”΄ CRITICAL
@@ -156,9 +163,9 @@
CI/CD & GitOps
github: Flux Version 2
2026-06-13 Β· 8.2kβ˜…
-
A core CNCF GitOps engine that provides highly parallelized and decoupled multi-tenant reconciliation for Kubernetes clusters.
+
Flux v2 provides the foundational GitOps toolkit architecture for modular, multi-tenant Kubernetes state reconciliation.
-
+
πŸ”΄ CRITICAL
Linux & System Foundations
bpftrace
@@ -170,7 +177,7 @@
DevOps & Culture
backstage
2026-06-13 Β· 33.6kβ˜…
-
As a graduated CNCF project, Backstage is the industry-standard open-source framework for building internal developer portals to scale enterprise platform engineering.
+
Backstage serves as the CNCF-backed industry standard for internal developer portals, defining modern platform engineering and developer self-service culture.
πŸ”΄ CRITICAL
@@ -179,26 +186,12 @@
2026-06-13 Β· 20.8kβ˜…
It serves as the core, industry-standard container runtime engine underpinning Kubernetes production clusters globally.
-
-
πŸ”΄ CRITICAL
-
Data, Messaging & Storage
-
Zalando Postgres Operator
-
2026-06-12 Β· 5.2kβ˜…
-
The industry-standard operator for deploying highly available PostgreSQL clusters with Patroni on Kubernetes.
-
-
-
πŸ”΄ CRITICAL
-
OpenShift / Red Hat
-
hypershift: HyperShift
-
2026-06-12 Β· 526β˜…
-
Decouples and containerizes the OpenShift control plane, dramatically reducing infrastructure costs and boot times for multi-cluster environments.
-
πŸ”΄ CRITICAL
Security & Compliance
hashicorp/vault
2026-06-12 Β· 35.8kβ˜…
-
Remains the absolute cornerstone of enterprise Zero Trust architectures and secret management in multi-cloud environments.
+
HashiCorp Vault remains the premier enterprise engine for Zero Trust secrets management, dynamic credentials, and data protection.
πŸ”΄ CRITICAL
@@ -214,6 +207,13 @@
2026-06-02 · 🌟🌟🌟🌟
OpenTofu 1.12 delivers a major paradigm shift by introducing dynamic pre-configuration capabilities that solve long-standing modular limitations in upstream Terraform.
+
+
πŸ”΄ CRITICAL
+
AWS
+
OpenAI Models and Codex on Amazon Bedrock are Now Generally Available
+
2026-06-02 · 🌟🌟🌟🌟
+
Marks a major strategic shift by bringing OpenAI frontier models and Codex directly into Amazon Bedrock for enterprise cloud adoption.
+
@@ -224,44 +224,51 @@
πŸ”΄ CRITICAL
AI & Agents
-
Claude Code CLI
+
Google Antigravity Agentic Platform
2026-06-18 · 🌟🌟🌟🌟🌟
-
It redefines developer productivity by introducing a fully autonomous agentic coding, testing, and git execution workflow directly inside the CLI.
+
Provides a comprehensive enterprise platform and SDK specifically engineered to build and run stateful AI agents on Kubernetes.
πŸ”΄ CRITICAL
Kubernetes & Orchestration
-
Crossplane
-
2026-06-14 · 🌟🌟🌟🌟🌟
-
Crossplane transforms Kubernetes into a universal infrastructure control plane, enabling teams to manage multi-cloud resources through declarative Kubernetes custom resources.
+
NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes
+
2026-06-14 Β· 3.8kβ˜…
+
Essential infrastructure component enabling Kubernetes clusters to discover, schedule, and run GPU-accelerated AI/ML workloads.
+
+
+
πŸ”΄ CRITICAL
+
Azure
+
Bicep
+
2026-06-14 Β· 3.6kβ˜…
+
Bicep provides the primary native declarative DSL for modular and scalable Infrastructure as Code across Azure environments.
πŸ”΄ CRITICAL
Python, Java & Developer Ecosystem
Ruff
2026-06-14 Β· 48kβ˜…
-
Radically accelerates Python CI/CD pipelines by replacing multiple fragmented formatters and linters with a single, highly performant Rust-based engine.
+
Acts as the modern de facto standard for Python linting and formatting, drastically reducing CI/CD execution times across enterprise codebases.
πŸ”΄ CRITICAL
GCP, OCI & Others
k8s-config-connector: GCP Config Connector
2026-06-14 Β· 1kβ˜…
-
It enables native, GitOps-driven management of Google Cloud resources directly through Kubernetes Custom Resource Definitions (CRDs).
+
Enables true GitOps infrastructure management by controlling GCP cloud resources directly as native Kubernetes Custom Resources.
πŸ”΄ CRITICAL
Containers & Runtime
runc
2026-06-13 Β· 13.3kβ˜…
-
The low-level canonical OCI container runtime that underpins nearly all major container engines and Kubernetes nodes globally.
+
The canonical OCI runtime specification implementation that directly handles low-level Linux container execution.
-
+
πŸ”΄ CRITICAL
Observability, SRE & Testing
OpenTelemetry Collector
2026-06-12 Β· 7.1kβ˜…
-
Serves as the universal, vendor-agnostic standard for ingesting, processing, and routing metrics, logs, and traces across cloud-native environments.
+
The OpenTelemetry Collector serves as the universal, vendor-agnostic standard for ingesting, transforming, and routing traces, metrics, and logs across modern distributed systems.
πŸ”΄ CRITICAL
@@ -272,38 +279,31 @@
πŸ”΄ CRITICAL
-
Networking & Service Mesh
-
Kubernetes Gateway API
-
2026-06-12 Β· 2.9kβ˜…
-
The Gateway API is a major paradigm shift, offering an expressive, role-oriented, and extensible routing specification to succeed the legacy Ingress API.
+
OpenShift / Red Hat
+
hypershift: HyperShift
+
2026-06-12 Β· 526β˜…
+
HyperShift decouples the control plane into containerized management workloads, revolutionizing cluster provisioning speed and operational cost efficiency.
πŸ”΄ CRITICAL
-
OpenShift / Red Hat
-
Red Hat OLM
-
2026-06-11 Β· 1.9kβ˜…
-
The Operator Lifecycle Manager serves as the backbone of OpenShift's operator-first philosophy, managing lifecycle and dependencies for complex stateful workloads.
+
Networking & Service Mesh
+
Kubernetes Gateway API
+
2026-06-12 Β· 2.9kβ˜…
+
Defines the next-generation role-oriented standard superseding Kubernetes Ingress for expressive L4-L7 traffic management.
πŸ”΄ CRITICAL
Architecture & Microservices
rootsongjc/awesome-cloud-native 🌟
2026-06-08 Β· 2.4kβ˜…
-
Systematically maps the CNCF cloud-native landscape, offering architects detailed blueprints for service meshes, dynamic storage, and logging setups.
+
Delivers an extensive taxonomy of CNCF cloud-native architecture components, spanning service meshes, runtime engines, and distributed storage.
πŸ”΄ CRITICAL
-
AWS
-
Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock
+
Infrastructure as Code
+
New in Terraform 1.15: Dynamic sources, variable deprecation, and more
2026-06-02 · 🌟🌟🌟🌟
-
Breaks Microsoft's exclusive hosting of OpenAI's frontier models, allowing enterprise teams to run GPT-5.5 securely inside Amazon Bedrock.
-
-
-
πŸ”΄ CRITICAL
-
CI/CD & GitOps
-
Argo CD
-
2026-06-01 · 🌟🌟🌟🌟🌟
-
The absolute industry standard for declarative GitOps continuous delivery on Kubernetes clusters, securing widespread enterprise adoption.
+
Terraform 1.15 introduces native dynamic module sources, solving a major longstanding limitation in declarative module composition.
@@ -420,7 +420,7 @@ Every technical label across Nubenetes, sized by how many resources carry it. Cl German1 Go / Javascript2 Go / Yaml2 -Go1049 +Go1048 Go/Bash1 Go/Markdown1 Go/Rego1 @@ -451,7 +451,7 @@ Every technical label across Nubenetes, sized by how many resources carry it. Cl Jsonnet5 Kotlin4 Kql5 -Legacy554 +Legacy553 Lua2 Makefile1 Markdown345 @@ -514,7 +514,7 @@ Every technical label across Nubenetes, sized by how many resources carry it. Cl Yaml / Go1 Yaml / Rego1 Yaml / Shell1 -Yaml417 +Yaml418 Yaml/Bash2 Yaml/Go2 Yaml/Hcl2 diff --git a/v2-docs/industry-digest.md b/v2-docs/industry-digest.md index 3f669440..133532cb 100644 --- a/v2-docs/industry-digest.md +++ b/v2-docs/industry-digest.md @@ -53,16 +53,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-01 | [Gaia-X.eu](https://gaia-x.eu) | πŸ”΄ critical | Establishes a European standard for data sovereignty and federated cloud infrastructure, directly countering hyperscaler lock-in. | - | 2026-05-17 | [justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)](https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper) | πŸ”΄ critical | Implements crucial cloud-native supply chain security by combining container image signing with automated OPA policy enforcement. | - | 2026-06-01 | [devopswithkubernetes.com](https://courses.mooc.fi/org/uh-cs/courses/devops-with-kubernetes) | 🟑 high | Provides a highly regarded, open-source academic curriculum to upskill teams in Kubernetes and cloud-native practices. | - | 2026-05-17 | [versusmind.eu: Dapr - a serverless runtime for distributed applications' 🌟](https://versusmind.eu/blog/dapr-a-serverless-runtime-for-distributed-applications) | 🟑 high | Explores how Dapr abstracts distributed system complexities, enabling cloud-native developers to focus on core business logic. | - | 2026-05-17 | [blog.knell.it: Making your Helm Chart observable for Prometheus](https://blog.knell.it/making-your-helm-chart-observable-for-prometheus) | 🟑 high | Bridges Helm deployment structures with Prometheus observability, enabling native and standardized application monitoring. | - | 2026-05-17 | [en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test](https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1) | 🟑 high | Simplifies local Kubernetes environments with K3s and K3d, drastically accelerating development and integration testing cycles. | - | 2026-06-14 | [ruudvanasseldonk.com: The yaml document from hell](https://ruuda.nl/2023/the-yaml-document-from-hell) | 🟑 high | Analyzes critical syntactical hazards in YAML, the primary configuration language for Kubernetes, helping developers avoid costly deployment errors. | - | 2026-05-17 | [padok.fr: FinOps, or the Culture of Cloud Cost Optimization](https://www.padok.fr/en/blog/finops-cloud) | 🟑 high | Introduces cultural and operational shifts necessary to manage and optimize cloud expenditure within modern cloud-native infrastructures. | - | 2026-06-01 | [http3-explained.haxx.se: HTTP/3 explained 🌟](https://http3-explained.haxx.se) | 🟑 high | Provides the definitive technical guide to HTTP/3 and QUIC, driving next-generation performance and security in cloud-native ingress architectures. | - | 2026-06-01 | [difftastic.wilfred.me.uk](https://difftastic.wilfred.me.uk) | πŸ”΅ medium | Introduces syntax-aware structural diffing, greatly improving code and Kubernetes manifest reviews compared to traditional line-based diffs. | + | 2026-06-01 | [Gaia-X.eu](https://gaia-x.eu) | πŸ”΄ critical | Defines the strategic framework and standards for European cloud data sovereignty and federated infrastructure interoperability. | + | 2026-05-17 | [justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)](https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper) | πŸ”΄ critical | Addresses vital software supply chain security by enforcing container image signatures via Cosign and OPA Gatekeeper admission control. | + | 2026-06-01 | [http3-explained.haxx.se: HTTP/3 explained 🌟](https://http3-explained.haxx.se) | 🟑 high | Provides the definitive technical guide to HTTP/3 and QUIC, essential for modern cloud-native networking and ingress architectures. | + | 2026-06-01 | [devopswithkubernetes.com](https://courses.mooc.fi/org/uh-cs/courses/devops-with-kubernetes) | 🟑 high | Offers an extensive, community-driven academic curriculum covering modern DevOps, container scheduling, and Kubernetes administration. | + | 2026-05-17 | [versusmind.eu: Dapr - a serverless runtime for distributed applications' 🌟](https://versusmind.eu/blog/dapr-a-serverless-runtime-for-distributed-applications) | 🟑 high | Explains how the Dapr distributed application runtime simplifies microservice development and multi-cloud portability. | + | 2026-06-14 | [medium: Install Hashicorp Vault on Kubernetes using Helm - Part 1 \|' Marco Franssen](https://marcofranssen.nl/install-hashicorp-vault-on-kubernetes-using-helm-part-1) | 🟑 high | Demonstrates production-ready deployment patterns for enterprise secrets management using HashiCorp Vault and Helm on Kubernetes. | + | 2026-05-17 | [blog.knell.it: Making your Helm Chart observable for Prometheus](https://blog.knell.it/making-your-helm-chart-observable-for-prometheus) | πŸ”΅ medium | Provides practical instructions for instrumenting custom Helm charts with native Prometheus monitoring and observability. | + | 2026-05-17 | [en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test](https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1) | πŸ”΅ medium | Streamlines local developer workflows and CI testing cycles by utilizing lightweight k3s and k3d Kubernetes environments. | + | 2026-06-01 | [Building a continious deployment pipeline with Kubernetes and Concourse-CI](https://blog.alterway.fr/en/building-a-continious-deployment-pipeline-with-kubernetes-and-concourse-ci.html) | πŸ”΅ medium | Illustrates secure continuous deployment patterns and role-based access controls interfacing CI pipelines directly with Kubernetes. | + | 2026-06-14 | [ruudvanasseldonk.com: The yaml document from hell](https://ruuda.nl/2023/the-yaml-document-from-hell) | πŸ”΅ medium | Highlights crucial edge cases and syntax hazards in YAML parsing that directly affect Kubernetes manifest reliability. | === "Last 12 Months" diff --git a/v2-docs/interview-questions.md b/v2-docs/interview-questions.md index c167e541..2cc12fd2 100644 --- a/v2-docs/interview-questions.md +++ b/v2-docs/interview-questions.md @@ -45,6 +45,9 @@ description: "Curated, AI-ranked Interview Questions resources for the 2026 Clou - **(2026)** [learnsteps.com: DevOps Interview Questions: How will you scale your current CI-CD pipeline](https://www.learnsteps.com/devops-interview-questions-how-will-you-scale-your-current-ci-cd-pipeline) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Reviews scaling methodologies for massive enterprise continuous delivery systems. Addresses parallel task routing, build agent autoscaling, caching mechanisms, and automatic rollbacks upon deployment errors. - **(2026)** [intellipaat.com: Top DevOps Interview Questions – Most Asked](https://intellipaat.com/blog/interview-question/devops-interview-questions) [NONE CONTENT] [COMMUNITY-TOOL] β€” A broad-spectrum reference manual for fundamental DevOps interview evaluations. Features technical breakdowns of virtualization, basic configuration pipelines, microservice deployment strategies, and monitoring solutions. +#### Cloud Networking + + - **(2026)** [learnsteps.com: DevOps Interview Questions: How will you design your cloud VPC and subnets?](https://www.learnsteps.com/devops-interview-questions-how-will-you-design-your-cloud-vpc-and-subnets) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An architectural scenario walkthrough evaluating VPC partition layout designs. Focuses on address planning, NAT placements, security group hierarchies, and transit routing rules within high-availability clouds. #### Database and SQL - **(2026)** [gcreddy.com: SQL Interview Questions and Answers](https://www.gcreddy.com/2022/02/sql-interview-questions-and-answers.html) [NONE CONTENT] [COMMUNITY-TOOL] β€” Provides fundamental SQL database query interview questions. Teaches logical query execution paths, normalization theories, basic syntax structure, and joining mechanisms across tabular databases. @@ -173,7 +176,7 @@ description: "Curated, AI-ranked Interview Questions resources for the 2026 Clou - **(2021)** [automationreinvented.blogspot.com: Top 70 interview questions on Automation Testing-Selenium-TestNG Set-06? TestNG Tricky Interview questions 2021 for SDET-QAE?](https://automationreinvented.blogspot.com/2021/01/top-60-interview-questions-on.html) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Broad UI automation preparation set evaluating Selenium WebDriver API combined with TestNG assertions. Covers dynamic wait mechanisms, Page Object Pattern configurations, and multi-thread test runs. --- -πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Remote Tech Jobs](./remote-tech-jobs.md) +πŸ’‘ **Explore Related:** [HR](./hr.md) | [Recruitment](./recruitment.md) | [Workfromhome](./workfromhome.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/introduction.md b/v2-docs/introduction.md index f926f67c..9e75478a 100644 --- a/v2-docs/introduction.md +++ b/v2-docs/introduction.md @@ -285,13 +285,6 @@ graph TD Explores three fundamental high-availability cloud strategies: active-active vs active-passive configurations, geo-redundant database replication, and zero-downtime DNS-routed failovers. Discusses mathematical SLA models and network traffic planning required to achieve high service uptime. -#### Multi-region Deployments - -??? note "engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep Dive" - **[Access Resource](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive)** 🌟🌟🌟🌟🌟 | Level: Advanced - - A real-world architectural dissection of how monday.com implemented a highly resilient, multi-regional cloud strategy to improve latency and adhere to strict regional data regulations. Explains state replication strategies, request routing optimizations, and database scaling bottlenecks encountered during global scaling. - ### Market Trends (1) #### Open Source Business Models @@ -341,15 +334,6 @@ graph TD #### Business Drivers - **(2022)** [thenewstack.io: Reasons to Opt for a Multicloud Strategy](https://thenewstack.io/reasons-to-opt-for-a-multicloud-strategy) 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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. -### Storage and Hybrid Systems - -#### Topology Comparison - -??? note "blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds" - **[Access Resource](https://www.min.io/blog)** 🌟🌟🌟🌟 | Level: Intermediate - - Details the comparative trade-offs between mono-cloud, multi-cloud, and hybrid cloud topologies from an object storage and data gravity perspective. MinIO highlights the critical role of data portability and standardized APIs (S3) in enabling architectural freedom across multi-cloud footprints. - ## Cloud Infrastructure ### Automation @@ -394,13 +378,6 @@ graph TD Deep dive into core Kubernetes architectures, detailing controller-manager reconciliation mechanisms, kube-scheduler filters, and API-driven status updates. Provides a technical reference for engineers wanting to design resource control loops and manage standard system interactions. -#### Fundamentals (1) - -??? note "cloud.google.com: What is Kubernetes? 🌟" - **[Access Resource](https://cloud.google.com/learn/what-is-kubernetes)** 🌟🌟🌟🌟🌟 | Level: Beginner - - A comprehensive foundation on Kubernetes, detailing its architectural pillars including the control plane, worker nodes, and declarative API engine. It outlines container scheduling, automated self-healing, and service discovery mechanisms essential for running resilient, modern cloud-native systems. - #### Orchestrator Comparison ??? note "nathanpeck.com: Why should I use an orchestrator like Kubernetes, Amazon ECS, or Hashicorp Nomad?" @@ -525,7 +502,7 @@ graph TD ### Containerization (1) -#### Fundamentals (2) +#### Fundamentals (1) - **(2020)** [opensource.com: 6 container concepts you need to understand](https://opensource.com/article/20/12/containers-101) 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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. - **(2021)** [makeuseof.com: hich Container System Should You Use: Kubernetes or Docker?](https://www.makeuseof.com/kubernetes-or-docker) 🌟🌟 [COMMUNITY-TOOL] β€” Clarifies the common beginner point of confusion comparing Docker with Kubernetes. Explains that Docker is a containerization engine focused on packing and running single application workloads, while Kubernetes is an orchestrator managing fleets of containers across physical resources. @@ -547,7 +524,7 @@ graph TD ### Kubernetes Orchestration -#### Fundamentals (3) +#### Fundamentals (2) - **(2020)** [loves.cloud: Kubernetes: An Introduction](https://loves.cloud/kubernetes-an-introduction) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Introduces the foundational architecture of Kubernetes, tracing its heritage from Google's internal Borg system to an open-source standard. Explains core concepts such as Pods, Services, Deployments, and the control plane architecture (API Server, etcd, Scheduler, Controller Manager) for bare-metal and cloud migrations. #### Future Trends @@ -672,7 +649,7 @@ graph TD ### Quantum Computing -#### Fundamentals (4) +#### Fundamentals (3) - **(2024)** [cope.es: El ejemplo de 'la moneda' con el que entender cΓ³mo funciona un ordenador cuΓ‘ntico: "SerΓ‘ una revoluciΓ³n"](https://www.cope.es/programas/la-linterna/noticias/ejemplo-moneda-con-que-entender-como-funciona-ordenador-cuantico-una-revolucion-20240407_3232557) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Introduce los principios de la computaciΓ³n cuΓ‘ntica de manera accesible mediante la analogΓ­a de una moneda girando para ilustrar la superposiciΓ³n. Destaca el impacto potencial de los cΓΊbits frente a la computaciΓ³n clΓ‘sica. ## Frontend Architecture @@ -797,11 +774,6 @@ graph TD #### Lessons Learned - **(2021)** [world.hey.com: Disasters I've seen in a microservices world 🌟🌟](https://world.hey.com/joaoqalves/disasters-i-ve-seen-in-a-microservices-world-a9137a51) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A candid engineering post-mortem of catastrophic distributed systems architectures. It warns against over-engineered microservice boundaries, distributed transactions, massive latency chains, and premature optimization that results in 'distributed monoliths'. -### Data Management (2) - -#### Event-driven Architecture - - - **(2016)** [infoq.com: Turning Microservices Inside-Out](https://www.infoq.com/articles/microservices-inside-out) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. ### Design Patterns (3) #### Best Practices (2) @@ -895,7 +867,7 @@ graph TD Establishes a rigorous decision framework for migrating from monolithic systems to microservices, balancing organization size, domain boundaries, and cognitive load. The synthesis emphasizes that microservices should only be selected when parallel development velocity and independent horizontal scaling justify the added network complexity. -#### Fundamentals (5) +#### Fundamentals (4) ??? note "thenewstack.io: What Is Microservices Architecture?" **[Access Resource](https://thenewstack.io/microservices/what-is-microservices-architecture)** 🌟🌟🌟🌟 | Level: Beginner @@ -1158,7 +1130,7 @@ graph TD - **(2022)** [ubiqum.com: 20 Software Development Tools that will make you more productive](https://ubiqum.com/blog/20-software-development-tools-that-will-make-you-more-productive) [COMMUNITY-TOOL] β€” Curated technical list analyzing software development tools engineered to enhance engineering velocity. Explores IDE extensions, local container utilities, source control clients, and task automators critical for scaling developer operations. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md) +πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md) diff --git a/v2-docs/istio.md b/v2-docs/istio.md index 4bec7402..16e2cefa 100644 --- a/v2-docs/istio.md +++ b/v2-docs/istio.md @@ -99,7 +99,6 @@ description: "Top Istio resources for 2026, AI-ranked: Envoy Gateway, Jaeger and #### Tutorials - **(2022)** [freecodecamp.org: Learn Istio – How to Manage, Monitor, and Secure Microservices 🌟](https://www.freecodecamp.org/news/learn-istio-manage-microservices) [COMMUNITY-TOOL] β€” A structured, end-to-end tutorial designed to teach engineers how to deploy, monitor, and secure microservices using Istio. Covers key topics including canary releases, distributed tracing integration, and mutual TLS configuration. - - **(2022)** [Implementing Istio From Start To Finish](https://www.cloudnativedeepdive.com/implementing-istio-from-start-to-finish) [COMMUNITY-TOOL] β€” A comprehensive implementation roadmap designed to guide engineering teams through the planning, deployment, and optimization stages of building an enterprise-grade Istio platform from the ground up. ## Continuous Delivery ### Gitops @@ -211,7 +210,7 @@ description: "Top Istio resources for 2026, AI-ranked: Envoy Gateway, Jaeger and - **(2023)** [redhat-scholars: istio-tutorial 🌟](https://github.com/redhat-scholars/istio-tutorial) ⭐ 1206 [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive scenario-driven learning path designed by Red Hat. Covers service deployment, routing, traffic splitting, canary deployments, circuit breakers, and advanced security models using Envoy. --- -πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Networking](./networking.md) | [Web Servers](./web-servers.md) +πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/java-and-java-performance-optimization.md b/v2-docs/java-and-java-performance-optimization.md index c8edb538..3b191f68 100644 --- a/v2-docs/java-and-java-performance-optimization.md +++ b/v2-docs/java-and-java-performance-optimization.md @@ -1,5 +1,5 @@ --- -description: "Top Java And Java Performance Optimization resources for 2026, AI-ranked: Byteman, Running Jenkins on Java 11 and more β€” curated Cloud Native tools, guides and." +description: "Top Java And Java Performance Optimization resources for 2026, AI-ranked: Byteman, Jillegal OffHeap Module and more β€” curated Cloud Native tools, guides and." --- # Java and Memory Management @@ -25,16 +25,6 @@ description: "Top Java And Java Performance Optimization resources for 2026, AI- - **(None)** [](https://www.javacodegeeks.com/2014/12/on-heap-vs-off-heap-memory-usage.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.javacodegeeks.com in the Kubernetes Tools ecosystem. - [DZone: Understanding the Java Memory Model and Garbage Collection 🌟](https://dzone.com/articles/understanding-the-java-memory-model-and-the-garbag) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: Understanding the Java Memory Model and Garbage Collection 🌟 in the Kubernetes Tools ecosystem. - [DZone: Memory Leaks and Java Code](https://dzone.com/articles/memory-leak-andjava-code) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: Memory Leaks and Java Code in the Kubernetes Tools ecosystem. -## CICD - -### Jenkins Management - -#### Infrastructure Upgrades - - - **(2019)** [Running Jenkins on Java 11 🌟](https://www.jenkins.io/doc/administration/requirements/jenkins-on-java-11) [LEGACY] β€” Comprehensive administration runbook describing JVM upgrade pathways from Java 8 to Java 11. Addresses class-loading modifications, modularization parameters, and deprecated agent arguments. -#### JVM Performance Tuning - - - **(2016)** [jenkins.io - Tuning Jenkins GC For Responsiveness and Stability with Large Instances 🌟](https://www.jenkins.io/blog/2016/11/21/gc-tuning) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Critical infrastructure advisory detailing memory allocation and G1GC GC argument tuning for massive Jenkins instances. Provides ready-to-use flag structures to eliminate long-duration Stop-The-World JVM freezes. ## Cloud Native Infrastructure ### Kubernetes @@ -82,6 +72,13 @@ description: "Top Java And Java Performance Optimization resources for 2026, AI- - **(2023)** [speakerdeck.com: Profiling a Java Application @DevDays 2023 | Victor Rentea](https://speakerdeck.com/victorrentea/profiling-a-java-application-at-devdays-2023) [COMMUNITY-TOOL] β€” Deep presentation deck outlining hands-on strategies for profiling complex enterprise Java deployments. Explores diagnosing thread contention, locking bottlenecks, heap leaks, and high JIT compilation latency. - **(2020)** [developers.redhat.com: Get started with JDK Flight Recorder in OpenJDK 8u 🌟](https://developers.redhat.com/blog/2020/08/25/get-started-with-jdk-flight-recorder-in-openjdk-8u) [ADVANCED LEVEL] [LEGACY] β€” Explores backporting JDK Flight Recorder to OpenJDK 8u, enabling low-overhead hardware and software event monitoring in production environments. Demonstrates negligible performance drag (<1%) compared to legacy profilers. +## Java Platform + +### Runtime and JVM + +#### Garbage Collection (1) + + - **(2021)** [kstefanj.github.io: GC progress from JDK 8 to JDK 17](https://kstefanj.github.io/2021/11/24/gc-progress-8-17.html) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A comprehensive technical evaluation tracking the performance evolution and design changes of garbage collectors from JDK 8 to JDK 17. The analysis highlights significant throughput gains, memory footprint reductions, and sub-millisecond pause-time optimizations achieved in modern G1 and ZGC algorithms, making Java 17 highly optimized for containerized microservice execution environments. ## Observability (1) ### Application Monitoring @@ -145,7 +142,7 @@ description: "Top Java And Java Performance Optimization resources for 2026, AI- - **(2024)** [Byteman](https://byteman.jboss.org) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A highly robust runtime bytecode injection tool utilizing JBoss rule engines to trace, test, and inject faults into live Java applications. By using Event-Condition-Action (ECA) rules without requiring source code modifications, it remains a vital instrument for simulating extreme edge cases, chaos engineering, and tracing complex cloud microservices. - **(2021)** [developers.redhat.com: A faster way to access JDK Flight Recorder data](https://developers.redhat.com/articles/2021/11/23/faster-way-access-jdk-flight-recorder-data) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Technical review of modern JVM Flight Recorder streaming capabilities. It reviews strategies for consuming real-time telemetry events via Java in-memory APIs, offering low-latency, zero-overhead diagnostic monitoring without relying on bulky local file dumps. - **(2020)** [developers.redhat.com: Collect JDK Flight Recorder events at runtime with JMC Agent 🌟](https://developers.redhat.com/blog/2020/10/29/collect-jdk-flight-recorder-events-at-runtime-with-jmc-agent) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A detailed Red Hat guide walking through real-time runtime JVM tracing using the JMC Agent. It explains how to dynamically inject custom JDK Flight Recorder (JFR) event declarations into third-party libraries and production codebases on-the-fly, bypassing the need for restarts or manual instrumentation. -#### Garbage Collection (1) +#### Garbage Collection (2) - **(2011)** [javarevisited.blogspot.com: How Garbage Collection works in Java? Explained (2011)](https://javarevisited.blogspot.com/2011/04/garbage-collection-in-java.html) [COMMUNITY-TOOL] β€” A fundamental learning resource explaining basic JVM Garbage Collection loops, young-and-old generational divisions, and classic algorithms (such as Serial and Parallel collectors). While standard for conceptual onboarding, developers should supplement this material with modern G1GC and low-latency concurrent garbage collectors. #### Memory Management (1) @@ -158,7 +155,7 @@ description: "Top Java And Java Performance Optimization resources for 2026, AI- - **(2020)** [developers.redhat.com: Checkpointing Java from outside of Java](https://developers.redhat.com/blog/2020/10/15/checkpointing-java-from-outside-of-java) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An exploration of JVM checkpoint/restore methodologies focusing on Coordinated Restore at Checkpoint (CRaC) and external CRIU mechanisms. This approach enables instantaneous microservice startup by taking cold snapshots of memory, dramatically lowering latency penalties in serverless deployments. --- -πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md) +πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/java_app_servers.md b/v2-docs/java_app_servers.md index b0dd4087..d05559a8 100644 --- a/v2-docs/java_app_servers.md +++ b/v2-docs/java_app_servers.md @@ -17,24 +17,10 @@ description: "Top Java_App_Servers resources for 2026, AI-ranked: Payara Micro, - [Dzone: Getting Started With Java EE 8, Payara 5 and Eclipse Oxygen](https://dzone.com/articles/getting-started-with-java-ee-8-payara-5-and-eclips) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Getting Started With Java EE 8, Payara 5 and Eclipse Oxygen in the Kubernetes Tools ecosystem. - [Dzone: Jakarta EE & Wildfly Running on Kubernetes](https://dzone.com/articles/jakarta-ee-amp-wildfly-running-on-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Jakarta EE & Wildfly Running on Kubernetes in the Kubernetes Tools ecosystem. -## Cloud DevOps - -### CICD - -#### Build Environments - -##### Runtime Configuration - - - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demonstrates how to dynamically install Java 23 onto Azure DevOps pipeline agents using automated setup tasks. In 2026, using localized runtime installation tasks is preferred over relying on pre-baked VM images, allowing pipelines to remain flexible and easily adapt to new framework versions. ## Cloud-native Java ### Runtimes -#### Jboss EAP - -##### Microprofile - - - **(2020)** [developers.redhat.com: Red Hat JBoss Enterprise Application Platform expansion pack 1.0 (JBoss EAP XP) released](https://developers.redhat.com/blog/2020/06/17/red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-released) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The release announcement for Red Hat JBoss EAP Expansion Pack (XP) 1.0, enabling support for MicroProfile specifications on top of enterprise application servers. Live Grounding indicates JBoss EAP XP has become a core element for Red Hat customers modernization strategies, providing a bridge between traditional and cloud-native application patterns. #### Payara Micro ##### Docker @@ -66,7 +52,7 @@ description: "Top Java_App_Servers resources for 2026, AI-ranked: Payara Micro, - **(2026)** [Payara](https://payara.fish) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Payara Server and Payara Micro provide high-performance, container-friendly environments for running Jakarta EE and MicroProfile workloads. Designed for critical production architectures, it supports built-in clustering, hazelcast-powered data grids, and auto-tuning capabilities inside Kubernetes deployments. --- -πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md) +πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/java_frameworks.md b/v2-docs/java_frameworks.md index f4136735..e280926a 100644 --- a/v2-docs/java_frameworks.md +++ b/v2-docs/java_frameworks.md @@ -15,8 +15,8 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l #### General Reference - - [Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟](https://dzone.com/articles/programming-styles-spring-boot-vis-a-vis-with-ecli) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟 in the Kubernetes Tools ecosystem. - [reddit.com/r/java](https://www.reddit.com/r/java) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/java in the Kubernetes Tools ecosystem. + - [Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟](https://dzone.com/articles/programming-styles-spring-boot-vis-a-vis-with-ecli) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟 in the Kubernetes Tools ecosystem. - [dzone: Java Creator James Gosling Interview](https://dzone.com/articles/java-creator-james-gosling-interview) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Java Creator James Gosling Interview in the Kubernetes Tools ecosystem. - [dzone: Choosing Library To Build Rest API in Java](https://dzone.com/articles/building-rest-api-in-java) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Choosing Library To Build Rest API in Java in the Kubernetes Tools ecosystem. - [stackoverflow.com: How to map a MySQL JSON column to a Java entity property' using JPA and Hibernate](https://stackoverflow.com/questions/44308167/how-to-map-a-mysql-json-column-to-a-java-entity-property-using-jpa-and-hibernate) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: How to map a MySQL JSON column to a Java entity property' using JPA and Hibernate in the Kubernetes Tools ecosystem. @@ -85,12 +85,6 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l #### Kubernetes CLI - **(2025)** [**odo**](https://odo.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] β€” A developer-focused CLI tool for writing and deploying applications on Kubernetes and OpenShift without deep Kubernetes knowledge. It abstracts complex YAML files and facilitates live code updates directly inside running containers. It represents an emerging paradigm in local iteration loops, competing with tooling like Skaffold and Tilt for developer mindshare. -#### Manifest Generation - - - **(2025)** [**Dekorate**](https://dekorate.io) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An annotation-based code generation tool that automatically creates Kubernetes manifests (YAML, JSON) during compile time. By decorating Java code directly, developers can emit Deployment, Service, and Ingress templates without leaving their IDEs. While highly convenient for Java-centric shops, it can obscure platform-level complexities that DevOps teams may need to manage externally. -#### Maven Integration - - - **(2025)** [**JKube**](https://eclipse.dev/jkube) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Eclipse JKube is a collection of plugins and libraries used for building container images and generating Kubernetes manifests out of Java projects. Successor to the popular Fabric8 Maven Plugin, it integrates natively into Maven and Gradle builds. In 2026, it remains a robust enterprise choice for teams seeking to automate image builds and deployments directly from their existing JVM build pipelines. #### Orchestration Tooling - **(2025)** [==Skaffold --generate-manifests==](https://skaffold.dev/docs/pipeline-stages/init) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Detail on Skaffold's `--generate-manifests` capability, which facilitates local build and deployment orchestration on Kubernetes. This tool manages the developer inner loop by tracking local code modifications, triggering rebuilding/tagging of images, and automating deployments. It has become an industry standard for continuous local feedback loops in multi-service local environments. @@ -292,21 +286,8 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l #### Javadoc - **(2021)** [openjdk.java.net: JEP 413: Code Snippets in Java API Documentation](https://openjdk.org/jeps/413) [JAVA CONTENT] [COMMUNITY-TOOL] β€” This proposal details JEP 413, introducing the `@snippet` tag for Java API documentation. By allowing the integration of validated, syntax-highlighted code snippets directly from external source files or internal blocks, it replaces fragile HTML `
` tags, streamlining the documentation-as-code workflow for large enterprise platforms.
-### Runtime and JVM
-
-#### Garbage Collection
-
-  - **(2021)** [kstefanj.github.io: GC progress from JDK 8 to JDK 17](https://kstefanj.github.io/2021/11/24/gc-progress-8-17.html) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive technical evaluation tracking the performance evolution and design changes of garbage collectors from JDK 8 to JDK 17. The analysis highlights significant throughput gains, memory footprint reductions, and sub-millisecond pause-time optimizations achieved in modern G1 and ZGC algorithms, making Java 17 highly optimized for containerized microservice execution environments.
 ## Kubernetes and Cloud Native
 
-### CICD
-
-#### Continuous Deployment
-
-  - **(2020)** [jaxenter.com: CI/CD for Spring Boot Microservices: Part 2. Extending CI/CD: Kubernetes Continuous Deployment for Microservices](https://devm.io/blog) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part two of the microservices CI/CD series, detailing continuous deployment onto active Kubernetes clusters. Focuses on orchestrating declarative manifest YAML files, configuring deployment strategies like rolling updates, and handling Kubernetes secrets securely.
-#### Dockerization
-
-  - **(2020)** [jaxenter.com: CI/CD for Spring Boot Microservices: Part 1](https://devm.io/microservices/cicd-microservices-docker-162408) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” 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.
 ### Microservices (1)
 
 #### Best Practices
@@ -403,7 +384,7 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l
   - **(2022)** [javatechonline.com: Making Java easy to learn - OOPs Design Principles](https://javatechonline.com/oops-principles-oops-design-principles) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An in-depth guide on SOLID design principles and Object-Oriented Programming (OOP) methodologies. This resource links core design patterns to system modularity and maintainability, providing developers with the tools to construct long-term, evolvable software systems.
 ### JVM Internals
 
-#### Garbage Collection (1)
+#### Garbage Collection
 
   - **(2021)** [developers.redhat.com: Shenandoah in OpenJDK 17: Sub-millisecond GC pauses](https://developers.redhat.com/articles/2021/09/16/shenandoah-openjdk-17-sub-millisecond-gc-pauses) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This Red Hat engineering analysis covers Shenandoah GC in OpenJDK 17. It details how the garbage collector achieves sub-millisecond pauses by performing evacuation and compacting concurrently with active application threads, making it ideal for low-latency Java microservices.
   - **(2021)** [tschatzl.github.io: JDK 17 G1/Parallel GC changes](https://tschatzl.github.io/2021/09/16/jdk17-g1-parallel-gc-changes.html) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An expert analysis on GC improvements within JDK 17, specifically targeting the G1 and Parallel garbage collectors. It explains the runtime optimizations that reduce memory footprints, improve memory reclaiming speeds, and stabilize GC latency during containerized workloads.
@@ -432,7 +413,6 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l
 #### Licensing
 
   - **(2021)** [Oracle Java](https://www.oracle.com/java/technologies/java-se-glance.html) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details Oracle's licensing pivot with the introduction of the No-Fee Terms and Conditions (NFTC) license for JDK 17. The analysis explains how this license permits free production usage, easing previous compliance friction for enterprise environments.
-  - **(2018)** [Oracle's Java 11 trap - Use OpenJDK instead! 🌟](https://blog.joda.org/2018/09/do-not-fall-into-oracles-java-11-trap.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A highly discussed warning article regarding the commercial risks associated with using Oracle JDK 11 without a paid subscription. The piece strongly urges teams to migrate standard JVM deployments to community OpenJDK distributions to maintain licensing compliance.
 #### Openjdk Support
 
   - **(2018)** [developers.redhat.com: The future of Java and OpenJDK updates without Oracle support](https://developers.redhat.com/blog/2018/09/24/the-future-of-java-and-openjdk-updates-without-oracle-support) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Red Hat's strategic statement on taking over the stewardship of OpenJDK updates (specifically JDK 8 and JDK 11) after Oracle's support cycles. It outlines Red Hat's commitment to community-driven, enterprise-grade, open-source Java runtimes suitable for cloud native microservices.
@@ -553,13 +533,6 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l
 #### MVC
 
   - **(2021)** [javatutorial.net: Introduction to Spring Web Framework](https://javatutorial.net/introduction-to-spring-web-framework) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A starter guide outlining fundamental request-handling mechanics in Spring MVC. It illustrates how the DispatcherServlet delegates routing, how controllers process model attributes, and the configuration patterns needed to expose clean RESTful endpoints.
-## Storage and Data
-
-### Performance Benchmarking
-
-#### Etcd Storage Tuning
-
-  - **(2021)** [ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd](https://www.ibm.com/think/cloud) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
 ## Web Layer (1)
 
 ### Full Stack
@@ -569,7 +542,7 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l
   - **(2022)** [javarevisited.blogspot.com: Spring Boot + Angular Example Tutorial for Java Developers](https://javarevisited.blogspot.com/2022/01/spring-boot-angular-example-tutorial.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A fullstack starter tutorial demonstrating how to integrate a Spring Boot backend API with an Angular single-page frontend application. It covers structuring cross-origin request policies (CORS), handling JSON model parsing, and securing application endpoints.
 
 ---
-πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Web3](./web3.md) | [Dotnet](./dotnet.md)
+πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/javascript.md b/v2-docs/javascript.md
index 7ebe50da..5f4e3fd0 100644
--- a/v2-docs/javascript.md
+++ b/v2-docs/javascript.md
@@ -18,6 +18,11 @@ description: "Top Javascript resources for 2026, AI-ranked: dev.to: JavaScript O
   - **(2021)** [developers.redhat.com: Introduction to the Node.js reference architecture, Part 5: Building good containers](https://developers.redhat.com/articles/2021/08/26/introduction-nodejs-reference-architecture-part-5-building-good-containers) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Part of Red Hat's Node.js reference architecture focusing on secure container images. Outlines distroless base choices, multi-stage Docker builds, user permissions management, and resource allocation policies for production runtimes.
 ## Developer Productivity
 
+### Integrated Development Environments
+
+#### Rust
+
+  - **(2022)** [IntelliJ vs. VSCode for Rust Development](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Comparative review evaluating IntelliJ Rust versus VSCode + rust-analyzer. Analyzes memory footprint, compilation speed feedback loops, macro expansion accuracy, and integrated debugger performance.
 ### Package Management
 
 #### Supply Chain Security
@@ -110,7 +115,7 @@ description: "Top Javascript resources for 2026, AI-ranked: dev.to: JavaScript O
   - **(2022)** [web.dev/explore/react](https://web.dev/explore/react) [JAVASCRIPT CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Google's comprehensive developer resource hub focused on optimizing React application performance. Emphasizes web vitals, code-splitting, bundle reduction, and server-side rendering strategies crucial for designing low-latency web interfaces.
 
 ---
-πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Web3](./web3.md) | [Dotnet](./dotnet.md)
+πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Python](./python.md) | [Java_Frameworks](./java_frameworks.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/jenkins-alternatives.md b/v2-docs/jenkins-alternatives.md
index fea90e89..8a4fc27c 100644
--- a/v2-docs/jenkins-alternatives.md
+++ b/v2-docs/jenkins-alternatives.md
@@ -28,6 +28,11 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
 ### Jenkins Alternatives
 
   - **(2024)** [lambdatest.com: 21 Of The Best Jenkins Alternatives For Developers](https://www.testmuai.com/blog/best-jenkins-alternatives) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Surveys the shifting ecosystem of modern Continuous Integration (CI) tools, contrasting traditional server-based systems with cloud-native architectures. Outlines key replacements for Jenkins (such as GitHub Actions, GitLab CI, and CircleCI), detailing differences in hosting topologies, plugin dependency models, and configuration maintenance burdens.
+### Openshift and Jfrog
+
+#### DevOps Integrations
+
+  - **(2020)** [openshift.com: Cloud DevOps With OpenShift and JFrog](https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This integration study outlines the cooperative benefits of leveraging Red Hat OpenShift alongside JFrog Artifactory to drive secure, enterprise-grade cloud-native development. It covers automated build triggers, container compliance, and continuous deployment workflows. It showcases how combining these enterprise tools streamlines DevOps practices at scale.
 ### Tool Comparison
 
   - **(2024)** [lambdatest.com: TeamCity vs. Jenkins: Picking The Right CI/CD Tool](https://www.testmuai.com/blog/teamcity-vs-jenkins-picking-the-right-ci-cd-tool) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” 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.
@@ -43,6 +48,11 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
   - **(2026)** [**Awesome GitHub Actions**](https://github.com/sdras/awesome-actions) ⭐ 27907  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community-backed library for GitHub Actions workflows, custom actions, and orchestrator tools. Streamlines structural pipelines by detailing matrix patterns, self-hosted runner optimizations, and security hardening configurations.
 ## Deployment and Delivery
 
+### Application Delivery
+
+#### Waypoint
+
+  - **(2024)** [waypointproject.io](https://developer.hashicorp.com/waypoint) [GO CONTENT]  [COMMUNITY-TOOL] β€” HashiCorp Waypoint provides developers with a structured application delivery model across multiple underlying orchestrators. Utilizing a single declarative configuration file, it unifies the build, deployment, and release pipeline stages.
 ### CICD (2)
 
 #### Cloud-native CI
@@ -54,6 +64,9 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
 #### Deployment Strategies
 
   - **(2021)** [youtube: jfrog - Modern App Deployments: How to use NGINX and JFrog to Automate your Blue/Green deployments](https://www.youtube.com/watch?v=15CGdzfDlpQ&ab_channel=JFrog)  [COMMUNITY-TOOL] [GUIDE] β€” This technical tutorial demonstrates orchestration of blue/green deployments using NGINX as an ingress traffic controller and JFrog Artifactory as the container registry. It highlights automating immutable artifact promotions and shifting traffic paths smoothly to prevent production downtime.
+#### Industry Reports
+
+  - **(2024)** [GigaOm's Radar for Enterprise CI/CD 🌟](https://jfrog.com/pipelines)  [CASE STUDY] [COMMUNITY-TOOL] β€” An industry analyst review of enterprise CI/CD solutions. Highlights the positioning of systems like JFrog Pipelines on parameters including multi-cloud portability, automated governance, secure distribution, and hybrid scalability.
 #### Kubernetes-native CI
 
   - **(2022)** [==csweichel/werft==](https://github.com/csweichel/werft) ⭐ 194  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” 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.
@@ -87,9 +100,14 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
   - **(2021)** [Deploy Spinnaker CD Pipelines in Kubernetes](https://www.opsmx.com/blog/deploy-spinnaker-cd-pipelines-in-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A step-by-step configuration guide illustrating Spinnaker deployment within a target Kubernetes cluster using the Spinnaker Operator. Outlines how to define cloud providers and manage internal persistence layers for pipeline reliability.
 ## DevOps
 
+### CICD (3)
+
+#### Tooling
+
+  - **(2021)** [devops.com: 7 Popular Open Source CI/CD Tools](https://devops.com/7-popular-open-source-ci-cd-tools)  [COMMUNITY-TOOL] β€” Compares seven dominant open-source CI/CD frameworks, assessing execution speed, plugin ecosystems, maintenance overhead, and architectural fitness for hybrid and Kubernetes configurations.
 ### Container Orchestration
 
-#### CICD (3)
+#### CICD (4)
 
   - **(2023)** [github.com: RedHat Actions 🌟](https://github.com/redhat-actions) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The main organizational hub housing Red Hat's official actions for OpenShift deployment. These components standardize cluster authentication, CLI installation, and container orchestration tasks directly in pipeline code. Acts as the primary bridge for enterprise Kubernetes pipeline operations.
 #### Self-hosted Runners
@@ -97,7 +115,7 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
   - **(2024)** [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners) [DOCKERFILE CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Holds Red Hat's containerized self-hosted GitHub Actions runner configurations optimized for execution on OpenShift clusters. Offers secure scaling patterns that allow pipelines to process resource-intensive compilation and container builds natively within the cluster fabric.
 ## Devsecops
 
-### CICD (4)
+### CICD (5)
 
 #### Tekton Pipelines
 
@@ -109,7 +127,7 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
 
 ### Red Hat Openshift
 
-#### CICD (5)
+#### CICD (6)
 
   - **(2021)** [==Jenkins-X + Tekton on OpenShift==](https://github.com/openshift/tektoncd-pipeline-operator) ⭐ 53  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community-maintained repository detailing the configuration of Jenkins X alongside Tekton on Red Hat OpenShift. Offers resource definitions and custom templates designed to respect OpenShift-specific Security Context Constraints (SCC).
   - **(2020)** [CI/CD OpenShift and Tekton](https://www.sonatype.com/blog/new-cloud-native-ci/cd-projects-openshift-and-tekton)  [COMMUNITY-TOOL] β€” An in-depth blog post detailing cloud-native CI/CD on Red Hat OpenShift using the Tekton Pipelines operator. It analyzes how OpenShift Pipelines provides on-demand containerized execution environments to eliminate resource-hungry, idle build servers.
@@ -118,7 +136,7 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
   - **(2020)** [https://github.com/jenkins-x/jenkins-x-openshift-image](https://github.com/jenkins-x/jenkins-x-openshift-image) ⭐ 3  [DOCKERFILE CONTENT] 🌟🌟🌟 [LEGACY] β€” A legacy helper repository containing customized Dockerfiles designed to package Jenkins X binaries for OpenShift container platforms. This repository facilitates deployment compliance inside restricted cluster ecosystems.
 ## Infrastructure
 
-### CICD (6)
+### CICD (7)
 
 #### Kubernetes-native CI (1)
 
@@ -130,16 +148,9 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
 #### Appops and Gitops
 
   - **(2025)** [==Devtron==](https://github.com/devtron-labs/devtron) ⭐ 5513  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security checks, and deep resource validation for multicluster operations.
-## Mlops
-
-### Kubernetes
-
-#### Kubeflow
-
-  - **(2026)** [==kubeflow==](https://www.kubeflow.org) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubeflow is the leading cloud-native open-source MLOps suite designed to construct, deploy, and run modular machine learning workflows on Kubernetes clusters. Provides a comprehensive platform for managing Jupyter notebooks, workflow pipelines, and highly optimized inference deployments.
 ## Platform Architecture
 
-### CICD (7)
+### CICD (8)
 
 #### Tekton Pipelines (1)
 
@@ -156,7 +167,7 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
 #### Database Integration
 
   - **(2026)** [circleci.com: Performing database tests on SQL databases](https://circleci.com/blog/relational-db-testing)  [COMMUNITY-TOOL] β€” A guide focused on the isolated integration of relational databases inside automated validation pipelines. Discusses execution patterns such as ephemeral test container sidecars to safely run structural migrations during active test stages.
-### CICD (8)
+### CICD (9)
 
 #### Advanced Configurations
 
@@ -251,7 +262,7 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
   - **(2026)** [==onedev==](https://github.com/theonedev/onedev) ⭐ 15041  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An all-in-one, highly scalable self-hosted Git service and CI/CD platform. Features visual pipeline construction, interactive code navigation, and issue-tracking, optimized to run as a single-node setup or distributed across Kubernetes environments.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [CI/CD](./cicd.md) | [Registries](./registries.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md) | [Flux](./flux.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/jenkins.md b/v2-docs/jenkins.md
index 96a4d586..74b083ed 100644
--- a/v2-docs/jenkins.md
+++ b/v2-docs/jenkins.md
@@ -16,7 +16,6 @@ description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Ne
 #### General Reference
 
   - [reddit.com/r/jenkinsci](https://www.reddit.com/r/jenkinsci)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/jenkinsci in the Kubernetes Tools ecosystem.
-  - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible Playbooks From Jenkins in the Kubernetes Tools ecosystem.
   - [dzone: getting started with jenkins the ultimate guide](https://dzone.com/articles/getting-started-with-jenkins-the-ultimate-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: getting started with jenkins the ultimate guide in the Kubernetes Tools ecosystem.
   - [dzone: jenkins in a nutshell](https://dzone.com/articles/jenkins-in-a-nutshell)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: jenkins in a nutshell in the Kubernetes Tools ecosystem.
   - [dzone.com: Easily Automate Your CI/CD Pipeline With Jenkins, Helm, and Kubernetes' 🌟](https://dzone.com/articles/easily-automate-your-cicd-pipeline-with-jenkins-he)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Easily Automate Your CI/CD Pipeline With Jenkins, Helm, and Kubernetes' 🌟 in the Kubernetes Tools ecosystem.
@@ -29,6 +28,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Ne
   - [stackoverflow.com: Can I have an entire declarative pipeline defined and' parameterized in a shared library?](https://stackoverflow.com/questions/45889796/can-i-have-an-entire-declarative-pipeline-defined-and-parameterized-in-a-shared)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Can I have an entire declarative pipeline defined and' parameterized in a shared library? in the Kubernetes Tools ecosystem.
   - [Dzone: Running Jenkins Server With Configuration-as-Code 🌟](https://dzone.com/articles/running-jenkins-server-with-configuration-as-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Jenkins Server With Configuration-as-Code 🌟 in the Kubernetes Tools ecosystem.
   - [dzone: how to setup scalable jenkins on top of a kubernetes cluster](https://dzone.com/articles/how-to-setup-scalable-jenkins-on-top-of-a-kubernet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: how to setup scalable jenkins on top of a kubernetes cluster in the Kubernetes Tools ecosystem.
+  - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible Playbooks From Jenkins in the Kubernetes Tools ecosystem.
   - [jrebel.com: Top 10 Jenkins Plugins and Features (2014)](https://www.jrebel.com/blog/top-10-jenkins-plugins-and-features)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jrebel.com: Top 10 Jenkins Plugins and Features (2014) in the Kubernetes Tools ecosystem.
   - [Building Docker images when running Jenkins in Kubernetes](https://www.reddit.com/r/jenkinsci/comments/ctirsc/building_docker_images_when_running_jenkins_in)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Building Docker images when running Jenkins in Kubernetes in the Kubernetes Tools ecosystem.
 ## CICD
@@ -138,9 +138,6 @@ description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Ne
     ---
     πŸ’‘ **Architectural Recommendation**: Use **JCasC** to set up the controller, **Job DSL** to generate your multibranch pipeline jobs automatically, and a **Declarative Jenkinsfile** inside each repo to define the build steps. Enrich the visual feedback loop by deploying the **Pipeline Graph View Plugin**, and lock the UI down to read-only mode to prevent configuration drift.
 
-#### Developer Tooling
-
-  - **(2024)** [Visual Studio Code JCasC-Plugin 🌟](https://marketplace.visualstudio.com/items?itemName=jcasc-developers.jcasc-plugin) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A high-performance developer editor tool designed to provide autocompletion, real-time schema linting, and context-aware validation syntax checks specifically for managing complex Jenkins Configuration as Code declarations.
 #### Docker Deployment
 
   - **[Official Jenkins Docker Image](https://github.com/jenkinsci/docker)** [DE FACTO STANDARD] β€” Official Docker templates and build scripts for Jenkins controllers.
@@ -202,7 +199,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Ne
 #### Version Tracking
 
   - **(2024)** [jenkins-version](https://github.com/jenkins-infra/jenkins-version) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An infrastructure management micro-library maintaining core platform version maps. Used by operations modules to trace historical releases, coordinate security updates, and validate target software compatibility matrices.
-### Developer Tooling (1)
+### Developer Tooling
 
 #### Editor Extension
 
@@ -237,6 +234,11 @@ description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Ne
 #### Reliability
 
   - **(2021)** [How to Disable Code: The Developer's Production Kill Switch 🌟](https://www.cloudbees.com/blog/how-disable-code-developers-production-kill-switch)  [COMMUNITY-TOOL] β€” 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.
+### Industry Analysis
+
+#### DevOps Trends
+
+  - **(2021)** [sdtimes.com: CI/CD pipelines are expanding 🌟](https://sdtimes.com/devops/ci-cd-pipelines-are-expanding)  [COMMUNITY-TOOL] β€” A comprehensive industry report analyzing the evolution of modern CI/CD pipelines as they swallow up operations, security compliance (DevSecOps), and AI/ML model integration (MLOps). It traces how simple deployment automation has evolved into highly integrated, complex policy engines that run across distributed clouds.
 ### Jenkins
 
 #### .NET
@@ -307,6 +309,14 @@ description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Ne
 #### Tutorials
 
   - **(2023)** [lambdatest.com: How To Set Up Continuous Integration With Git and Jenkins?](https://www.testmuai.com/blog/how-to-setup-continuous-integration-with-git-jenkins)  [COMMUNITY-TOOL] β€” A beginner guide outlining basic integrations between Git control layers and Jenkins CI servers. It walks through configuring automated polling, webhooks, SSH keys, and multi-branch pipeline pipelines.
+### Jenkins Management
+
+#### Infrastructure Upgrades
+
+  - **(2019)** [Running Jenkins on Java 11 🌟](https://www.jenkins.io/doc/administration/requirements/jenkins-on-java-11)  [LEGACY] β€” Comprehensive administration runbook describing JVM upgrade pathways from Java 8 to Java 11. Addresses class-loading modifications, modularization parameters, and deprecated agent arguments.
+#### JVM Performance Tuning
+
+  - **(2016)** [jenkins.io - Tuning Jenkins GC For Responsiveness and Stability with Large Instances 🌟](https://www.jenkins.io/blog/2016/11/21/gc-tuning) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Critical infrastructure advisory detailing memory allocation and G1GC GC argument tuning for massive Jenkins instances. Provides ready-to-use flag structures to eliminate long-duration Stop-The-World JVM freezes.
 ### Jenkins Pipeline
 
 #### Best Practices
@@ -564,6 +574,11 @@ description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Ne
 #### Log Analysis
 
   - **(2025)** [Text Finder 🌟](https://plugins.jenkins.io/text-finder) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Scans workspace files or console output logs for designated regular expressions, enabling automated job state alterations. It is used to systematically degrade a build status from success to unstable or failed upon encountering structural anomalies or error flags.
+### Jenkins (1)
+
+#### Automation Server
+
+  - **(2026)** [Jenkins](https://www.jenkins.io) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Jenkins remains the foundational open-source automation server supporting highly extensible CI/CD pipelines. Its exhaustive plugin ecosystem allows seamless orchestration of Ansible runs, Git operations, and target-system provisioning as part of delivery loops.
 ### Pipelines
 
 #### Utility Steps
@@ -822,6 +837,13 @@ description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Ne
 
   - **(2021)** [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The real-world production Global Shared Pipeline Library utilized by the official Jenkins infrastructure project (ci.jenkins.io). Serves as an excellent architectural blueprint of highly robust, scalable, and modular pipeline development.
   - **(2021)** [Declarative Pipeline - Jenkins shared library 🌟](https://github.com/gfkse/jenkins-shared-library) ⭐ 22  [GROOVY CONTENT] 🌟 [COMMUNITY-TOOL] β€” An open-source reference implementation of a Jenkins Declarative Shared Library. Contains practical, modular code examples for static security analysis, test result formatting, container compilation, and real-time Slack notification integrations.
+## Kubernetes and Cloud Native
+
+### CICD (4)
+
+#### Dockerization
+
+  - **(2020)** [jaxenter.com: CI/CD for Spring Boot Microservices: Part 1](https://devm.io/microservices/cicd-microservices-docker-162408) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” 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.
 ## Microservices
 
 ### Application Development
@@ -895,7 +917,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Ne
   - **(2021)** [jenkins.io: Docker images use Java 11 by default 🌟](https://www.jenkins.io/blog/2021/08/17/docker-images-use-jdk-11-by-default)  [COMMUNITY-TOOL] β€” 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.
 ## Platform Architecture
 
-### CICD (4)
+### CICD (5)
 
 #### Jenkins Pipelines
 
@@ -950,6 +972,13 @@ description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Ne
 ##### Cost Optimization
 
   - **(2023)** [instana.com: The Hidden Cost of Observability: Data Volume](https://www.ibm.com/think) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates the financial and performance ramifications of high-cardinality data ingestion in modern APM systems. Discusses smart sampling, log aggregation, and metric filtering strategies. Curator Insight: Crucial warning on the price of raw ingestion. Live Grounding: Highly relevant for architects designing telemetry pipelines where unchecked trace collection can exceed production infrastructure budgets.
+## Software Development
+
+### Java Ecosystem
+
+#### Licensing
+
+  - **(2018)** [Oracle's Java 11 trap - Use OpenJDK instead! 🌟](https://blog.joda.org/2018/09/do-not-fall-into-oracles-java-11-trap.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A highly discussed warning article regarding the commercial risks associated with using Oracle JDK 11 without a paid subscription. The piece strongly urges teams to migrate standard JVM deployments to community OpenJDK distributions to maintain licensing compliance.
 ## Software Engineering
 
 ### Groovy Programming
@@ -979,7 +1008,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Ne
     
 
 ---
-πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Registries](./registries.md) | [Argo](./argo.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/jvm-parameters-matrix-table.md b/v2-docs/jvm-parameters-matrix-table.md
index 762608a9..4d9f955a 100644
--- a/v2-docs/jvm-parameters-matrix-table.md
+++ b/v2-docs/jvm-parameters-matrix-table.md
@@ -16,7 +16,7 @@ description: "Curated, AI-ranked JVM Parameters Matrix Table resources for the 2
   - [Dzone: 7 JVM Arguments of Highly Effective Applications 🌟🌟🌟](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 7 JVM Arguments of Highly Effective Applications 🌟🌟🌟 in the Kubernetes Tools ecosystem.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/keptn.md b/v2-docs/keptn.md
index dbc726f6..ce453d99 100644
--- a/v2-docs/keptn.md
+++ b/v2-docs/keptn.md
@@ -52,7 +52,7 @@ description: "Top Keptn resources for 2026, AI-ranked: Keptn, Quick Start and mo
   - **(2021)** [dynatrace-perfclinics.github.io: Why Devs Love Dynatrace 🌟](https://dynatrace-perfclinics.github.io/codelabs/why-devs-love-dynatrace-2/index.html)  [COMMUNITY-TOOL] [GUIDE] β€” Technical codelab demonstrating how developers leverage Dynatrace APM to identify code-level bottlenecks, analyze database performance, and utilize auto-remediation loops within automated delivery pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [CI/CD](./cicd.md) | [Registries](./registries.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubectl-commands.md b/v2-docs/kubectl-commands.md
index 68bed987..48a5b8f7 100644
--- a/v2-docs/kubectl-commands.md
+++ b/v2-docs/kubectl-commands.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias, kubectl explain and more β€” curated Cloud Native tools, guides and references."
+description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias, Helm and more β€” curated Cloud Native tools, guides and references."
 ---
 # Kubectl commands
 
@@ -35,13 +35,19 @@ description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias
 
   - **(2026)** [==ahmetb/kubectl-aliases==](https://github.com/ahmetb/kubectl-aliases) ⭐ 3691  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated system that generates systematic shell aliases for 'kubectl', significantly enhancing engineering productivity. It minimizes operational friction by programmatic expansion of over 800 permutations of flags and subcommands, allowing administrators to interface with Kubernetes clusters using succinct shorthand sequences.
   - **(2026)** [==github.com/trstringer/kubectl-example==](https://github.com/trstringer/kubectl-example) ⭐ 13  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A reference repository providing curated template patterns and concrete command-line configurations for common 'kubectl' usage patterns. Designed to shorten the ramp-up time for operators, it acts as a declarative cheat-sheet for state transitions and diagnostic queries.
-  - **(2026)** [==Flag export deprecated in kubernetes 1.14==](https://github.com/kubernetes/kubernetes/pull/73787) ⭐ 123002  [GO CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The upstream Kubernetes pull request deprecating the '--export' flag in 'kubectl get'. Live grounding confirms that as of Kubernetes 1.18+, this flag was completely removed in favor of alternative serialization pipelines, requiring automation scripts to migrate away from this legacy pattern.
   - **(2026)** [kubectl explain](https://jamesdefabia.github.io/docs/user-guide/kubectl/kubectl_explain) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official reference documentation for 'kubectl explain', a critical utility for schema exploration within the Kubernetes API. Architecturally, it queries the cluster OpenAPI specification directly to output detailed structural layouts of specific resources, assisting developers in constructing valid declarative YAML manifests.
   - **(2026)** [kubectl Shell Autocomplete](https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A deep dive into setting up shell autocomplete for 'kubectl' across Bash, Zsh, and fish environments. From an operational efficiency perspective, autocompletion queries API resources dynamically, minimizing context switching and reducing manual spelling errors during incident response.
   - **(2026)** [hackernoon.com: How to Work With the Kubectl Debug Command](https://hackernoon.com/how-to-work-with-the-kubectl-debug-command) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth technical manual outlining the usage of 'kubectl debug'. It details how to troubleshoot crash-looping workloads by attaching ephemeral diagnostic containers into target Pod namespaces, effectively bypassing missing-shell constraints of distroless or minimal base images.
 #### Security
 
   - **(2026)** [goteleport.com: kubectl exec vs SSH](https://goteleport.com/blog/ssh-vs-kubectl) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
+## Container Orchestration
+
+### Kubernetes (2)
+
+#### Ansible Integration
+
+  - **(2025)** [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
 ## Deployment and Orchestration
 
 ### Cluster Provisioning
@@ -56,7 +62,7 @@ description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias
 #### Productivity
 
   - **(2026)** [==complete-alias==](https://github.com/cykerway/complete-alias) ⭐ 814  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A shell integration tool designed to resolve completion mechanisms for aliased commands. For platform engineers running complex aliased 'kubectl' pipelines, this tool bridges the gap by enabling native parameter autocomplete for custom aliases, preserving system-level speed.
-## Kubernetes (2)
+## Kubernetes (3)
 
 ### Developer Experience (1)
 
@@ -68,9 +74,6 @@ description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias
 #### Kubectl Plugins
 
   - **(2025)** [Kubectl plugins and tools](https://nubenetes.com/kubernetes/#kubectl-plugins) [GO CONTENT]  [COMMUNITY-TOOL] β€” 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.
-#### Productivity (1)
-
-  - **(2021)** [Kubernetes productivity tips and tricks 🌟](https://www.theodo.com/en-fr/blog)  [COMMUNITY-TOOL] β€” 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.
 ## Kubernetes Platform
 
 ### Cluster Administration
@@ -98,13 +101,6 @@ description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias
 #### Config Management
 
   - **(2023)** [**learnitguide.net: How to Create ConfigMap from Properties File Using K8s' Client**](https://www.learnitguide.net/2023/04/how-to-create-configmap-from-properties.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates methods to compile Kubernetes ConfigMaps from structured properties files. Bridges common application configurations with native cloud manifest patterns.
-## Observability
-
-### Debugging
-
-#### CLI Operations
-
-  - **(2023)** [A Complete Guide to Kubectl exec](https://refine.dev/blog/kubectl-exec-command)  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive guide explaining the inner workings of the 'kubectl exec' command. Breaks down how connection handshakes occur between the API server, Kubelet, and container runtimes (CRI).
 ## Operations and UX
 
 ### CLI Plugins
@@ -112,9 +108,16 @@ description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias
 #### Output Formatting
 
   - **(2026)** [hidetatz/kubecolor 🌟](https://github.com/hidetatz/kubecolor) ⭐ 1446  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kubecolor is a highly adopted command-line wrapper for kubectl that colorizes terminal outputs. It improves cluster observability by visually distinguishing resource types, labels, statuses, and namespaces during interactive CLI operations.
+## Orchestration and Packaging
+
+### Helm and Gitops
+
+#### Helm Overview
+
+  - **(2026)** [==Helm==](https://nubenetes.com/helm/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” 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.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-alternatives.md b/v2-docs/kubernetes-alternatives.md
index 3700621f..82a57c7a 100644
--- a/v2-docs/kubernetes-alternatives.md
+++ b/v2-docs/kubernetes-alternatives.md
@@ -151,7 +151,7 @@ description: "Top Kubernetes Alternatives resources for 2026, AI-ranked: dreamla
   - **(2026)** [Taubyte](https://taubyte.com) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An innovative WebAssembly-native edge cloud designed to eliminate typical virtualization layers. Offers decentralized and autonomous execution of lightweight, globally scaling serverless routines.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Openshift](./openshift.md) | [Noops](./noops.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-autoscaling.md b/v2-docs/kubernetes-autoscaling.md
index 969ae153..3c8dc67d 100644
--- a/v2-docs/kubernetes-autoscaling.md
+++ b/v2-docs/kubernetes-autoscaling.md
@@ -24,6 +24,13 @@ description: "Curated, AI-ranked Kubernetes Autoscaling resources for the 2026 C
 #### Sidecar Pattern
 
   - **(2023)** [thenewstack.io: Sidecars are Changing the Kubernetes Load-Testing Landscape](https://thenewstack.io/sidecars-are-changing-the-kubernetes-load-testing-landscape) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
+## Finops and Cloud Cost
+
+### Kubernetes Finops
+
+#### Foundational Concepts
+
+  - **(2022)** [replex.io: An Introduction to Kubernetes FinOps](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory resource explaining how to divide shared Kubernetes costs across teams. Describes using namespace resource limits and pod metadata tags to set up fair chargeback structures.
 ## Infrastructure and Platform
 
 ### Autoscaling (1)
@@ -152,7 +159,7 @@ description: "Curated, AI-ranked Kubernetes Autoscaling resources for the 2026 C
   - **(2023)** [symbiosis.host: Benchmarking cluster creation time for 8 managed Kubernetes providers](https://symbiosis.host)  [CASE STUDY] [COMMUNITY-TOOL] β€” A comparative performance study evaluating cluster provisioning latency across eight prominent cloud providers (such as AWS EKS, GCP GKE, Azure AKS, DigitalOcean, and Symbiosis). Tracks control plane bootstrap speed, node joining times, and API availability to guide DevOps teams in emergency scale-out or dynamic environment workflows.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-backup-migrations.md b/v2-docs/kubernetes-backup-migrations.md
index bf05b996..a59d36ee 100644
--- a/v2-docs/kubernetes-backup-migrations.md
+++ b/v2-docs/kubernetes-backup-migrations.md
@@ -16,13 +16,22 @@ description: "Top Kubernetes Backup Migrations resources for 2026, AI-ranked: Ka
 #### Enterprise Migration
 
   - **(2020)** [**konveyor 🌟**](https://konveyor.io) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” An open-source application modernization platform that helps developers migrate legacy virtual machines, stateful services, and bare-metal workloads to Kubernetes. It provides discovery, analysis, and execution tools for large-scale container migrations.
+## Databases
+
+### SQL Server
+
+#### Backup Administration
+
+  - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demonstrates native PowerShell script templates to automate Microsoft SQL Server backups. Offers a valuable guide for planning traditional database state transitions into hybrid Kubernetes clusters.
+## Hybrid Cloud and Enterprise
+
+### Openshift
+
+#### Data Management
+
+  - **(2024)** [**redhat.com: OpenShift Backup and Recovery with Kasten K10**](https://www.redhat.com/es/blog) [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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.
 ## Infrastructure
 
-### Cluster Management
-
-#### RKE2
-
-  - **(2024)** [RKE2 Standalone Disaster Recovery Guide](https://support.tools/post/rke2-standalone-disaster-recovery) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Critical disaster recovery operational manual targeting RKE2 standalone clusters. Focuses on backup restoration, etcd snapshot recovery, and certificate rotation when cluster management planes fail.
 ### Control Plane
 
 #### ETCD Administration
@@ -104,19 +113,9 @@ description: "Top Kubernetes Backup Migrations resources for 2026, AI-ranked: Ka
   - **(2022)** [**kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟**](https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” A detailed community report detailing the deployment profiles of Konveyor, Tackle, KubeVirt, and Forklift. Walks through translating legacy application profiles into clean Kubernetes blueprints.
   - **(2021)** [**containerjournal.com: Red Hat, IBM Launch Konveyor to Aggregate Kubernetes Tools**](https://cloudnativenow.com/features/red-hat-ibm-launch-konveyor-to-aggregate-kubernetes-tools) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Announces the launch of the Konveyor community workspace, bringing together migration tools under a single framework backed by Red Hat and IBM to facilitate migration paths into Kubernetes.
   - **(2021)** [youtube: Crane 2 Preview: Introduction and Demo](https://www.youtube.com/watch?v=esIZS7PVrvs&ab_channel=Konveyor) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical walk-through demonstrating Crane's core architecture. Highlights dynamic resource mapping, metadata updates, and persistent volume sync during migration windows.
-## Kubernetes
-
-### Data Management
-
-#### Backup
-
-  - **(2021)** [thenewstack.io: 5 Best Practices to Back up Kubernetes](https://thenewstack.io/5-best-practices-to-back-up-kubernetes)  [COMMUNITY-TOOL] β€” Ensuring disaster recovery capability in Kubernetes requires robust backup strategies for both cluster state (etcd) and persistent volume data. This reference highlights best practices including scheduling automated snapshot intervals, isolating backup storage, and regularly testing recovery procedures. Adhering to these patterns safeguards enterprise workloads against data corruption and ransomware.
-#### Checkpointing API
-
-  - **(2022)** [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) [ADVANCED LEVEL]  [EMERGING] β€” 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.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-based-devel.md b/v2-docs/kubernetes-based-devel.md
index a096a6e4..c88c2514 100644
--- a/v2-docs/kubernetes-based-devel.md
+++ b/v2-docs/kubernetes-based-devel.md
@@ -187,7 +187,6 @@ description: "Top Kubernetes Based Devel resources for 2026, AI-ranked: Minikube
   - **(2024)** [k8z.dev: A lightweight, modern mobile and desktop application for manage kubernetes. Easily for use fast, secure](https://k8z.dev) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A modern, lightweight cross-platform desktop and mobile app engineered for low-memory footprint cluster monitoring. Emphasizes swift, responsive transitions and secure local storage of cluster context data.
   - **(2024)** [github.com/unxsist/jet-pilot](https://github.com/unxsist/jet-pilot) ⭐ 624  [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source desktop client designed for rapid cluster inspection and diagnosis. Features specialized diagnostic tools to track real-time pod failures, trace internal network routes, and analyze real-time container event logs.
   - **(2022)** [nirops/yakiapp](https://github.com/vivekagate/yakiapp) ⭐ 102  [JAVASCRIPT CONTENT] 🌟🌟 [LEGACY] β€” An early community-built visual client for Kubernetes. *Live Grounding*: This project is no longer actively maintained and has been archived, but it offers interesting historical design schemas for lightweight cluster inspectors.
-  - **(2023)** [octant.dev](https://octant.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟 [LEGACY] β€” VMware's visual tool for inspecting Kubernetes clusters. *Live Grounding*: This project is officially retired and archived. It serves solely as a design architectural reference for highly extensible, dashboard-based cluster visualization.
   - **(2022)** [linode.com: A Overview of Using Octant with Kubernetes](https://www.linode.com/docs/guides/using-octant-with-kubernetes-a-tutorial) [GO CONTENT] 🌟 [COMMUNITY-TOOL] [GUIDE] β€” An archival guide to installing and utilizing Octant for Kubernetes administration. Illustrates the platform's architectural approach to extensibility and dashboard structures, valuable for developers studying dashboard patterns.
 #### Enterprise Console
 
@@ -198,7 +197,6 @@ description: "Top Kubernetes Based Devel resources for 2026, AI-ranked: Minikube
   - **(2024)** [k8studio.io/blogs: K8studio vs. Lens vs. K9s 🌟](https://k8studio.io/blogs/k8studio-vs-lens-kubernetes-ide) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A technical comparative analysis comparing three premier client interfaces: K8Studio (graphical topology focus), Lens (full-featured IDE desktop application), and K9s (ultra-fast keyboard-driven terminal console dashboard).
 #### Hybrid CLI
 
-  - **(2024)** [**kui.tools 🌟**](https://kui.tools) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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.
   - **(2023)** [blog.flant.com: Kui β€” a β€œhybrid” CLI/GUI application for working with Kubernetes](https://palark.com/blog/kui-hybrid-cli-gui-for-kubernetes) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A technical walkthrough of Kui's hybrid interface. Examines how bridging raw terminal output with dynamic graphics enhances developer troubleshooting efficiency during heavy log auditing and resource state inspection.
 #### Installation
 
@@ -229,7 +227,7 @@ description: "Top Kubernetes Based Devel resources for 2026, AI-ranked: Minikube
   - **(2022)** [**blog.aquasec.com: RATs (remote access tools) in the Cloud: Kubernetes UI Tools Turn into a Weapon**](https://blog.aquasec.com/kubernetes-ui-tools-security-threat) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A cybersecurity threat analysis exposing how unsecured and misconfigured Kubernetes administration dashboards can be targeted by attackers as remote access tools (RATs). Outlines strict network isolation, zero-trust patterns, and RBAC strategies.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-bigdata.md b/v2-docs/kubernetes-bigdata.md
index c0ec630b..4eedafa9 100644
--- a/v2-docs/kubernetes-bigdata.md
+++ b/v2-docs/kubernetes-bigdata.md
@@ -27,17 +27,15 @@ description: "Curated, AI-ranked Kubernetes Bigdata resources for the 2026 Cloud
 #### Openshift
 
   - **(2022)** [cloud.redhat.com: Getting Started running Spark workloads on OpenShift](https://www.redhat.com/en/blog/getting-started-running-spark-workloads-on-openshift) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Provides an enterprise guide to running containerized Apache Spark workloads within Red Hat OpenShift, highlighting security-first practices and security context constraints (SCCs). Illustrates leveraging OpenShift's cluster monitoring and dynamic storage classes for big data analytics. Live Grounding confirms OpenShift remains a preferred, secure platform for regulated enterprises executing large-scale analytical tasks.
+#### Orchestration
+
+  - **(2021)** [**datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available**](https://www.datamechanics.co) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Announces the critical General Availability (GA) milestone of Apache Spark on Kubernetes in the Spark 3.1 release. Details the architectural advantages of using native Kubernetes scheduler bindings instead of standalone Spark or YARN schedulers. Live Grounding validates that this release marked the turning point for Kubernetes-native data engineering pipelines.
 #### Performance and Tuning
 
   - **(2022)** [==coderstan.com: Apache Spark on Kubernetesβ€”Lessons Learned from Launching Millions of Spark Executors (Databricks Data+AI Summit 2022)==](https://coderstan.com/2022/07/15/spark-on-kubernetes-launching-millions-of-spark-executors) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Shares high-scale operational insights and hard-earned engineering lessons from managing millions of Spark executors on Kubernetes clusters. Details scheduling bottlenecks, DNS limits, local SSD configurations, and executor startup latency optimizations. Live Grounding highlights these exact tuning principles as standard operating procedures for operating hyperscale, cost-efficient data platforms today.
 #### Streaming and Scheduling
 
   - **(2023)** [**docs.databricks.com: Use scheduler pools for multiple streaming workloads**](https://docs.databricks.com/aws/en/structured-streaming/production) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deep dives into configuring Spark scheduler pools to enforce Fair Scheduling (FAIR) when running multiple concurrent Structured Streaming queries in a shared production workspace. Prevents heavy resource queries from starving lightweight streaming jobs. Live Grounding verifies that proper allocation of pool weights remains a mandatory configuration practice for robust multi-tenant streaming pipelines.
-### Batch Scheduling
-
-#### Kueue
-
-  - **(2024)** [**Red Hat Build of Kueue**](https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on Red Hat's enterprise integration of Kueue, a Kubernetes-native job queueing system designed to manage resource quotas, tenant isolation, and fair-share scheduling for high-performance AI/ML and batch workloads. Live Grounding confirms Kueue is crucial in 2026 for orchestrating GPU and CPU cluster resource allocation dynamically across large-scale enterprise clusters.
 ### Cloud Platforms
 
 #### Databricks
@@ -55,7 +53,7 @@ description: "Curated, AI-ranked Kubernetes Bigdata resources for the 2026 Cloud
   - **(2021)** [opensourceforu.com: Kubernetes Adoption Widespread for Big Data: Survey](https://www.opensourceforu.com/2021/12/kubernetes-adoption-widespread-for-big-data-survey/?amp) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details industry survey results illustrating the widespread migration of Big Data and stateful analytics workloads onto Kubernetes. Shows the transition from static, dedicated bare-metal clusters to dynamic, container-orchestrated platforms. Live Grounding confirms this historical trajectory has culminated in 2026, where cloud-native orchestration is the unquestioned standard for running Spark, Flink, and ML training pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-client-libraries.md b/v2-docs/kubernetes-client-libraries.md
index 41c002be..030cedeb 100644
--- a/v2-docs/kubernetes-client-libraries.md
+++ b/v2-docs/kubernetes-client-libraries.md
@@ -63,16 +63,6 @@ description: "Top Kubernetes Client Libraries resources for 2026, AI-ranked: cdk
 
 #### Eclipse Jkube
 
-##### Migration
-
-  - **(2020)** [**eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to Eclipse JKube 🌟**](https://eclipse.dev/jkube/docs/migration-guide) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” The official Eclipse foundation migration documentation for moving from Fabric8 to JKube. Live Grounding confirms this is the authoritative reference for modifying existing POM.xml profiles, aligning configuration namespaces, and preserving legacy custom templates under the new JKube APIs.
-  - **(2020)** [developers.redhat.com: Migrating from Fabric8 Maven Plugin to Eclipse JKube 1.0.0](https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0) 🌟🌟🌟 [LEGACY] β€” This Red Hat technical guide provides step-by-step instructions for transitioning legacy configurations from the Fabric8 Maven Plugin to Eclipse JKube 1.0.0. Live Grounding highlights its historical and architectural value in easing technical debt during legacy container-modernization efforts. It ensures continuous delivery pipelines are adapted correctly with zero manifest generation disruption.
-##### Quarkus Integration
-
-  - **(2021)** [YouTube: Deploying a Quarkus application into Kubernetes using JKube | Cloud Tool Time | Marc Nuri 🌟](https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A video guide by Marc Nuri illustrating how to deploy a Quarkus microservice to Kubernetes using Eclipse JKube plugins. Live Grounding shows that JKube's framework detection shines in native GraalVM compile steps, producing ultra-optimized, small-footprint containers without complex Dockerfile configurations.
-##### Release Announcement
-
-  - **(2020)** [developers.redhat.com: Cloud-native Java applications made easy: Eclipse JKube 1.0.0 now available](https://developers.redhat.com/blog/2020/09/09/cloud-native-java-applications-made-easy-eclipse-jkube-1-0-0-now-available) 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official Red Hat release announcement for Eclipse JKube 1.0.0, highlighting its framework-detection features for Quarkus, Spring Boot, and WildFly. Live Grounding shows that this release established configuration-free Kubernetes containerization for Java, moving the ecosystem toward hands-off cluster-native builds. It proved the viability of auto-detecting Java web framework archetypes.
 ##### Source Code
 
   - **(2020)** [**GitHub: Eclipse JKube**](https://github.com/eclipse-jkube/jkube) ⭐ 849  [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The active GitHub repository for Eclipse JKube, housing Maven/Gradle plugins, extensions, and core libraries. Live Grounding indicates robust ongoing community support, enabling local resource generation, deployment, and hot-swapping inside active clusters. The project is crucial for bridging the gap between standard Java compilation and Kubernetes runtimes.
@@ -108,7 +98,7 @@ description: "Top Kubernetes Client Libraries resources for 2026, AI-ranked: cdk
 #### Operators
 
   - **(2026)** [javaoperatorsdk.io: Build Kubernetes Operators in Java without hassle](https://javaoperatorsdk.io) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The Java Operator SDK is an open-source, enterprise-grade framework for developing reliable Kubernetes operators using pure Java. It handles complex reconciliation patterns, informer caches, and API interactions seamlessly.
-#### Quarkus Integration (1)
+#### Quarkus Integration
 
   - **(2023)** [blog.marcnuri.com: Build Kubernetes controllers with Fabric8 Kubernetes Client, Quarkus, and JKube](https://blog.marcnuri.com/fabric8-kubernetes-java-client-and-quarkus-and-graalvm) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Detailed technical guide showing how to leverage Quarkus, GraalVM native image compilation, and the Fabric8 client to build sub-second startup Kubernetes controllers. By integrating Eclipse JKube, developers can deploy footprint-optimized Java applications perfectly suited for serverless scaling.
 ### Java Tooling
@@ -118,7 +108,7 @@ description: "Top Kubernetes Client Libraries resources for 2026, AI-ranked: cdk
   - **(2021)** [blog.marcnuri.com](https://blog.marcnuri.com) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A deep-dive analysis of Eclipse JKube 1.4.0 improvements, focusing on streamlined Helm chart compilation, upgraded core API clients, and enhanced native build properties for container engines.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-monitoring.md b/v2-docs/kubernetes-monitoring.md
index c1cc12c9..3382430f 100644
--- a/v2-docs/kubernetes-monitoring.md
+++ b/v2-docs/kubernetes-monitoring.md
@@ -93,20 +93,6 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
 #### Object State Monitoring
 
   - **(2024)** [**kube-state-metrics 🌟**](https://github.com/kubernetes/kube-state-metrics) ⭐ 6137  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A vital system service that translates raw Kubernetes API server state data (e.g., deployments, pod counts, resource limits, cronjobs) into high-fidelity Prometheus metrics. Unlike cAdvisor, which captures resource usage, kube-state-metrics models cluster resource orchestration configurations.
-## Infrastructure
-
-### Hardware
-
-#### GPU Virtualization
-
-  - **(2022)** [Sharing a NVIDIA GPU Between Pods in Kubernetes](https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth technical exploration of fractional GPU sharing techniques, including NVIDIA Multi-Instance GPU (MIG) and MPS, within Kubernetes clusters. Resolves major resource allocation bottlenecks to drive cost-effective machine learning workflows.
-## Kubernetes (2)
-
-### Resource Management
-
-#### CPU Throttling
-
-  - **(2024)** [CPU Limits in Kubernetes: Deep Dive into Pod Throttling and Kernel Interactions](https://www.linkedin.com/pulse/cpu-limits-kubernetes-why-your-pod-idle-still-deep-dive-lazarev-k3m7f) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exceptionally detailed deep dive into kernel interactions, Linux control groups (cgroups), and the Completely Fair Scheduler (CFS) quota mechanism inside Kubernetes. It demystifies why pods experience severe throttling even when aggregate CPU metrics appear healthy, analyzing the impact of short-duration burst workloads. It provides essential mathematical formulas and kernel parameters to fine-tune pod limits safely.
 ## Log Management and Diagnostics
 
 ### Audit Logging
@@ -159,7 +145,7 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
 #### Ebpf-based Telemetry (1)
 
   - **(2023)** [isovalent.com: What are the 4 Golden Signals for Monitoring Kubernetes?](https://isovalent.com/blog/post/what-are-the-4-golden-signals-for-monitoring-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the implementation of Google's 'Four Golden Signals' within Kubernetes, highlighting how eBPF-powered tools like Cilium provide transparent application level metrics (latency, traffic, errors, saturation) without relying on traditional sidecar architectures.
-### Resource Management (1)
+### Resource Management
 
 #### Sizing and Quotas
 
@@ -273,7 +259,7 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
   - **(2016)** [==Monitoring Distributed Systems - Google SRE Book==](https://sre.google/sre-book/monitoring-distributed-systems) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The foundational text establishing distributed systems monitoring fundamentals. Introduces the 'four golden signals' (latency, traffic, errors, and saturation) and addresses the core engineering trade-offs between white-box and black-box monitoring. Curator Insight: Seminal SRE literature defining core telemetry metrics. Live Grounding: Remains the architectural blueprint for modern production-grade telemetry frameworks globally.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-networking.md b/v2-docs/kubernetes-networking.md
index 6d940e97..9c623b6f 100644
--- a/v2-docs/kubernetes-networking.md
+++ b/v2-docs/kubernetes-networking.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Kubernetes Networking resources for 2026, AI-ranked: NodeLocal DNSCache, Flannel and more β€” curated Cloud Native tools, guides and references."
+description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel, NetMaker and more β€” curated Cloud Native tools, guides and references."
 ---
 # Kubernetes Networking
 
@@ -50,9 +50,6 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: NodeLocal
 
   - **(2021)** [matthewpalmer.net: Kubernetes Networking Guide for Beginners](https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-networking-guide-beginners.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An introductory, developer-focused guidebook breaking down cluster network boundaries and abstract IP allocations. Designed to demystify container routing and service discovery for application programmers.
   - **(2020)** [edureka.co: Kubernetes Networking – A Comprehensive Guide To The Networking Concepts In Kubernetes](https://www.edureka.co/blog/kubernetes-networking) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A broad, conceptual handbook introducing standard network boundaries in cloud-native deployments. Outlines how namespaces share interfaces within a pod and details the routing hops required for intra-cluster communication.
-##### Service Discovery
-
-  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A contemporary structural breakdown explaining how Kubernetes leverages service endpoints to build abstract load balancing layers. Reviews the operations of kube-proxy in writing local node routing rules and traces how traffic migrates from virtual endpoints to real pod ports.
 ##### Service Topology
 
   - **(2022)** [==home.robusta.dev: The ultimate guide to Kubernetes Services, LoadBalancers, and Ingress 🌟🌟🌟==](https://home.robusta.dev/blog/kubernetes-service-vs-loadbalancer-vs-ingress) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A visual, high-impact guide illuminating structural boundaries and usage paradigms across ClusterIP, NodePort, LoadBalancer, and Ingress. Translates complex routing definitions into clear deployment rules of thumb to help architects select the optimal entry channel based on target budgets and security policies.
@@ -92,9 +89,6 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: NodeLocal
 ##### Security and TLS
 
   - **(2021)** [**devopscube.com: How To Configure Ingress TLS/SSL Certificates in Kubernetes**](https://devopscube.com/configure-ingress-tls-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A tutorial guiding developers through TLS/SSL certificate generation, binding, and storage in ingress environments. Explains how to leverage native cert-manager pipelines to secure internet-facing applications automatically with Let's Encrypt certificates.
-##### Tooling
-
-  - **(2022)** [**ingressbuilder.jetstack.io 🌟🌟**](https://ingressbuilder.jetstack.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive utility created by Jetstack that aids in generating syntactic-proof configurations for Kubernetes Ingress resources. Automates cert-manager annotations and rewrite-target generation, limiting YAML drafting errors.
 ##### Tunnels
 
   - **(2023)** [**inlets.dev: How to Get Ingress for Private Kubernetes Clusters**](https://inlets.dev/blog/2023/02/24/ingress-for-local-kubernetes-clusters.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deconstructs architectures designed to route public traffic into nested enterprise VPN networks. Leverages secure tunnels to channel request paths from public exit nodes directly into localized development networks.
@@ -153,7 +147,6 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: NodeLocal
   - **(2021)** [cilium.io: CNI Benchmark: Understanding Cilium Network Performance](https://cilium.io/blog/2021/05/11/cni-benchmark) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive benchmark analysis highlighting performance differences between standard iptables implementations and eBPF-driven engines, with a focus on latency and CPU efficiency.
 #### Cilium
 
-  - **(2026)** [cilium.io 🌟](https://cilium.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main website for Cilium, the industry-standard networking, security, and observability engine powered by eBPF. Eliminates routing performance penalties and delivers deep API metrics.
   - **(2021)** [cilium.io: Cilium 1.10: WireGuard, BGP Support, Egress IP Gateway, New Cilium CLI, XDP Load Balancer, Alibaba Cloud Integration and more](https://cilium.io/blog/2021/05/20/cilium-110) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Feature overview of Cilium's v1.10 release, highlighting the integration of native WireGuard encryption, BGP routing, egress gateways, and high-performance XDP load balancing.
 #### Fundamentals (2)
 
@@ -165,17 +158,10 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: NodeLocal
 #### Scaling
 
   - **(2020)** [mhmxs.blogspot.com: Autoscaling Calico Route Reflector topology in Kubernetes](https://mhmxs.blogspot.com/2020/12/autoscaling-calico-route-reflector.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
-### Core Services
-
-#### Kube-proxy
-
-  - **(2021)** [dustinspecker.com: iptables: How Kubernetes Services Direct Traffic to Pods](https://dustinspecker.com/posts/iptables-how-kubernetes-services-direct-traffic-to-pods) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Low-level diagnostic guide tracing the packet path through programmed iptables rules. Demonstrates exactly how kube-proxy routes cluster IP destination calls to dynamic backend endpoints.
-  - **(2021)** [arthurchiao.art: Cracking kubernetes node proxy (aka kube-proxy)](https://arthurchiao.art/blog/cracking-k8s-node-proxy) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive technical blog exploring the design principles of the node proxy. Compares user-space, iptables, and IPVS proxy modes with performance telemetry data.
 ### DNS (1)
 
 #### Caching
 
-  - **(2026)** [==NodeLocal DNSCache==](https://github.com/kubernetes/enhancements) ⭐ 3887  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a local loopback IP, bypassing heavy iptables conntrack entries and DNAT rules to reduce latencies and resolve UDP packet drop vulnerabilities.
   - **(2020)** [Kubernetes Node Local DNS Cache](https://povilasv.me/kubernetes-node-local-dns-cache)  [COMMUNITY-TOOL] β€” An analytical guide showcasing how to verify, configure, and measure performance gains of NodeLocal DNSCache in high-throughput clusters. Details configuration paths, fallback mechanisms, and troubleshooting steps to resolve configuration mismatches between DNS cache pods and system resolvers.
 #### Global Load Balancing
 
@@ -189,7 +175,7 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: NodeLocal
 #### Monitoring
 
   - **(2021)** [sysdig.com: How to monitor coreDNS 🌟](https://www.sysdig.com/blog/how-to-monitor-coredns)  [COMMUNITY-TOOL] β€” 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.
-#### Service Discovery (1)
+#### Service Discovery
 
   - **(2021)** [thenewstack.io: Supercharge CoreDNS with Cluster Addons 🌟](https://thenewstack.io/supercharge-coredns-with-cluster-addons)  [COMMUNITY-TOOL] β€” 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.
 ### IPAM
@@ -221,9 +207,6 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: NodeLocal
 
   - **(2021)** [==NGINX Ingress Controller - v1.0.0==](https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0) ⭐ 19494  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Landmark v1.0.0 release of the community ingress-nginx controller. Highlights include compatibility with the GA ingress API specification, significant security enhancements, and optimized resource consumption.
   - **(2022)** [devopscube.com: How to Setup Nginx Ingress Controller On Kubernetes – Detailed Guide 🌟](https://devopscube.com/setup-ingress-kubernetes-nginx-controller)  [COMMUNITY-TOOL] [GUIDE] β€” Deep-dive deployment playbook detailing how to install, configure, and manage the NGINX Ingress Controller. Includes instructions on utilizing Helm, routing traffic to dynamic backends, and handling TLS certificates.
-#### Traefik
-
-  - **(2022)** [Transitioning from ingress-nginx to Traefik in Kubernetes](https://traefik.io/blog/transition-from-ingress-nginx-to-traefik)  [COMMUNITY-TOOL] β€” A migration blueprint walking developers through transitioning from ingress-nginx to Traefik. Details how Traefik's native middleware, dynamic routing, and CRDs simplify TLS management and traffic splitting in dynamic environments.
 ### Multi-cluster
 
 #### Cluster Mesh
@@ -284,7 +267,6 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: NodeLocal
 #### Deep Dive (1)
 
   - **(2020)** [==speakerdeck.com: Kubernetes and networks. Why is this so dan hard? 🌟==](https://speakerdeck.com/thockin/kubernetes-and-networks-why-is-this-so-dang-hard) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An essential presentation deck by Tim Hockin (Kubernetes co-founder) exploring why cloud-native networking is complex and explaining the underlying decisions behind the pod-to-pod network design. Live Grounding confirms this slide deck is a legendary reference, outlining crucial design trade-offs regarding IPv4 exhaustion, NAT, routing engines, and Service VIPs.
-  - **(2020)** [==ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟==](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exquisite, step-by-step technical analysis of the process of container instantiation and network interface creation. Explores how the Kubelet invokes CNI plugins to assign an IP address. Live Grounding validates that understanding the low-level CNI specification and IPC interactions is crucial for debugging cluster networking bottlenecks.
   - **(2021)** [**dustinspecker.com: How Do Kubernetes and Docker Create IP Addresses?!**](https://dustinspecker.com/posts/how-do-kubernetes-and-docker-create-ip-addresses) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep technical investigation into the mechanics of Linux network namespaces, virtual ethernet pairs (veth), bridge interfaces, and IP routing rules. Demystifies how Docker and Kubernetes CNI plugins programmatically allocate IPs to containers. Live Grounding shows that understanding these low-level Linux primitives remains highly valuable for troubleshooting complex network packet drops.
   - **(2020)** [**altoros.com: Kubernetes Networking: How to Write Your Own CNI Plug-in with Bash**](https://www.altoros.com/blog/kubernetes-networking-writing-your-own-simple-cni-plug-in-with-bash) [BASH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A fantastic, educational guide explaining how to write a simple CNI plugin from scratch using Bash. Demonstrates interface provisioning, IP allocation, and local host routing rules. Live Grounding shows that while not intended for production systems, this exercise demystifies the CNI specification and improves lower-level debugging skills.
   - **(2024)** [Network Node Manager](https://github.com/kakao/network-node-manager) ⭐ 109  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized network daemon developed by Kakao for optimizing node-level routing rules and handling network interfaces inside Kubernetes. Live Grounding shows that this utility targets bare-metal clusters, streamlining system-level network management while improving connectivity troubleshooting in on-premise cloud infrastructure.
@@ -297,7 +279,6 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: NodeLocal
 ??? abstract "Architect's Technical Comparison Table"
     | Solution | Maturity | Primary Focus | Language | Stars |
     | :--- | :--- | :--- | :--- | :--- |
-    | [Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟🌟 |
     | [containo.us: Kubernetes Ingress & Service API Demystified](https://traefik.io/blog/kubernetes-ingress-service-api-demystified) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
     | [externalTrafficPolicy=local on kubernetes. How to preserve the source IP in kubernetes](https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e498212f9) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
     | [thenewstack.io: HAProxy Kubernetes Ingress Controller Moves Outside the Cluster](https://thenewstack.io/haproxy-kubernetes-ingress-controller-moves-outside-the-cluster) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
@@ -307,8 +288,8 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: NodeLocal
     | [ovh.com - getting external traffic into kubernetes: clusterip, nodeport, loadbalancer and ingress](https://blog.ovhcloud.com) |  | Ingress & Traffic | Markdown | 🌟🌟🌟 |
     | [youtube: Kubernetes Ingress Explained Completely For Beginners](https://www.youtube.com/watch?v=VicH6KojwCI) |  | Ingress & Traffic | English | 🌟🌟🌟 |
     | [haproxy.com: Announcing HAProxy Kubernetes Ingress Controller 1.5 🌟](https://www.haproxy.com/blog/announcing-haproxy-kubernetes-ingress-controller-1-5) |  | Ingress & Traffic | Go | 🌟🌟🌟 |
+    | [devclass.com: HAProxy Ingress Controller 1.5 introduces mTLS support, gives load balancing experts more power](https://www.devclass.com/containers/2021/01/26/haproxy-ingress-controller-15-introduces-mtls-support-gives-load-balancing-experts-more-power/1619777) |  | Ingress & Traffic | Markdown | 🌟🌟🌟 |
 
-  - **(2023)** [==Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An expansive, community-maintained comparison spreadsheet detailing the feature matrices, protocol supports, dynamic reloading behaviors, and ecosystem integrations of various Ingress Controllers. Live Grounding highlights this dynamic reference as an essential resource for architects choosing ingress tools based on enterprise requirements.
   - **(2021)** [**containo.us: Kubernetes Ingress & Service API Demystified**](https://traefik.io/blog/kubernetes-ingress-service-api-demystified) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demystifies the inner workings of Kubernetes Services, endpoints, and Ingress routing rules. Compares how reverse-proxy solutions like Traefik process these API resources to dynamic configurations. Live Grounding validates that Traefik remains a popular, high-performance edge router in modern multi-tenant environments due to its automated Let's Encrypt and middleware options.
   - **(2021)** [**externalTrafficPolicy=local on kubernetes. How to preserve the source IP in kubernetes**](https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e498212f9) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Addresses how setting the Kubernetes Service configuration `externalTrafficPolicy: Local` preserves client source IPs. Analyzes the associated trade-offs, such as potential uneven load distribution across endpoints. Live Grounding confirms that preserving source IP is crucial for zero-trust authorization, geolocation rules, and audit logging.
   - **(2021)** [**thenewstack.io: HAProxy Kubernetes Ingress Controller Moves Outside the Cluster**](https://thenewstack.io/haproxy-kubernetes-ingress-controller-moves-outside-the-cluster) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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.
@@ -324,14 +305,9 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: NodeLocal
 
   - **(2020)** [==kubernetes.io: Scaling Kubernetes Networking With EndpointSlices==](https://kubernetes.io/blog/2020/09/02/scaling-kubernetes-networking-with-endpointslices) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explains how the EndpointSlices API addresses the scalability issues of traditional Endpoints resources. Avoids sending large network update payloads across all cluster nodes by grouping endpoints. Live Grounding shows that EndpointSlices are crucial in large clusters with thousands of pods, keeping control plane traffic minimal.
   - **(2021)** [**blog.cloudflare.com: Moving k8s communication to gRPC**](https://blog.cloudflare.com/moving-k8s-communication-to-grpc) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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.
-### Load Balancing (1)
-
-#### Performance and Tuning (1)
-
-  - **(2023)** [==learnk8s.io: Load balancing and scaling long-lived connections in Kubernetes 🌟🌟🌟==](https://learnkube.com/kubernetes-long-lived-connections) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptional, highly-detailed exploration of how Kubernetes handles long-lived connections such as gRPC, HTTP/2, and WebSockets. Analyzes why standard iptables-based kube-proxy L4 load balancing fails to distribute traffic evenly, causing backend starvation. Live Grounding highlights that resolving these issues requires client-side load balancing, proxy-assisted gRPC routing, or active connection-termination intervals.
 
 ---
-πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Networking](./networking.md) | [Web Servers](./web-servers.md)
+πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Servicemesh](./servicemesh.md) | [Web Servers](./web-servers.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-on-premise.md b/v2-docs/kubernetes-on-premise.md
index 129ba933..cfb46afe 100644
--- a/v2-docs/kubernetes-on-premise.md
+++ b/v2-docs/kubernetes-on-premise.md
@@ -37,6 +37,13 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
 #### Zero Trust
 
   - **(2026)** [==defenseunicorns/zarf==](https://github.com/zarf-dev/zarf) ⭐ 1925  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly resilient developer tool designed by Defense Unicorns to package, deploy, and manage Kubernetes clusters and cloud-native applications in strictly air-gapped, offline, or secure zero-trust environments. Zarf bundles container registries, Helm charts, binary dependencies, and configurations into a single cryptographically signed archive file, completely removing internet reliance.
+## DevOps Culture
+
+### Organizational Design
+
+#### Culture and Governance
+
+  - **(2023)** [**blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟**](https://blogs.vmware.com/cloud-foundation) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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.
 ## Education
 
 ### Kubernetes
@@ -86,8 +93,16 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
 #### Sandboxing
 
   - **(2021)** [==Kata Containers on MicroK8s==](https://github.com/didier-durand/microk8s-kata-containers) ⭐ 34  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community repository providing integration instructions and configurations to run Kata Containers within a Canonical MicroK8s environment. This architecture allows security teams to deploy hardware-isolated, hypervisor-sandboxed container runtimes (using QEMU or Cloud Hypervisor) inside lightweight local clusters, resolving tenant isolation concerns in multi-tenant environments.
+### Hybrid Cloud
+
+#### Gitops (1)
+
+  - **(2021)** [Kubernetes GitOps with Azure Arc and Charmed Kubernetes](https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical case study showcasing hybrid cloud management by linking Canonical's Charmed Kubernetes clusters with Microsoft Azure Arc. It details how Azure Arc acts as an overlay management plane, allowing administrators to push unified GitOps policies, access controls, and application resources to on-premises Charmed clusters.
 ### Kubernetes Distributions
 
+#### Automated Operations
+
+  - **(2026)** [Charmed Kubernetes](https://ubuntu.com/kubernetes/charmed-k8s) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Canonical's enterprise Kubernetes distribution orchestrated using Juju Charms. This platform automates deployment, scaling, lifecycle management, and day-2 operations of multi-cloud Kubernetes clusters using modular, declarative software models, ensuring easy integration with Ceph, OpenStack, and major public clouds.
 #### Custom Installers
 
   - **(2026)** [kurl.sh](https://kurl.sh) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
@@ -124,6 +139,13 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
   - **(2020)** [**VMware vSphere 7 with Kubernetes** - Project Pacific](https://www.vmware.com/products/cloud-infrastructure/vsphere) [PROPRIETARY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A transformative enterprise initiative (Project Pacific) that embedded native Kubernetes capabilities directly into the ESXi hypervisor. vSphere with Tanzu enables virtualization administrators to manage VMs and native Tanzu Kubernetes Grid (TKG) guest clusters inside a single vSphere Client interface, converging IT operations.
   - **(2020)** [cormachogan.com: A first look at vSphere with Kubernetes in action](https://cormachogan.com/2020/04/01/a-first-look-at-vsphere-with-kubernetes-in-action)  [COMMUNITY-TOOL] β€” A hands-on architectural exploration of the early vSphere with Kubernetes implementation. The post walks through supervisor cluster enablement, native vSphere Pods execution, storage class integration with VMware CNS (Cloud Native Storage), and basic network policies.
   - **(2020)** [cormachogan.com: Building a TKG Cluster in vSphere with Kubernetes](https://cormachogan.com/2020/04/07/building-a-tkg-guest-cluster-in-vsphere-with-kubernetes)  [COMMUNITY-TOOL] β€” A deep technical guide demonstrating how to declare and bootstrap Tanzu Kubernetes Grid (TKG) workload clusters (guest clusters) inside a vSphere supervisor cluster. Explains the underlying declarative custom resource definition (CRD) configurations matching Cluster API mechanics.
+## Kubernetes (1)
+
+### Operations
+
+#### Productivity
+
+  - **(2021)** [Kubernetes productivity tips and tricks 🌟](https://www.theodo.com/en-fr/blog)  [COMMUNITY-TOOL] β€” 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.
 ## Kubernetes Platforms
 
 ### Mirantis
@@ -238,11 +260,14 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
 #### Ubuntu Stack
 
   - **(2026)** [**Conjure up**](https://canonical.com/juju) [PYTHON CONTENT]  [LEGACY] β€” Curator Insight vs Live Grounding: Canonical's Conjure-up tool was originally developed to orchestrate Juju applications and configure Charmed Kubernetes dynamically. Live status confirms the tool is deprecated and retired, with Canonical directing teams to use direct Juju or MicroK8s setups.
-### Gitops (1)
+### Gitops (2)
 
 #### Legacy Tools
 
   - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) ⭐ 389  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” 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 legacy.
+#### Media (1)
+
+  - **(2020)** [WKSctl: a Tool for Kubernetes Cluster Management Using GitOps](https://www.infoq.com/news/2020/02/wksctl-kubernetes-gitops)  [COMMUNITY-TOOL] β€” 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.
 ### Infrastructure-as-code
 
 #### Exoscale
@@ -264,7 +289,7 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
   - **(2019)** [Stateful Kubernetes-In-a-Box with Kontena Pharos](https://blog.purestorage.com/stateful-kubernetes-pure-service-orchestrator-kontena-pharos) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical blog post detailing stateful storage solutions in Kubernetes using Pure Service Orchestrator on Kontena Pharos, a lightweight enterprise distribution. With Kontena Pharos discontinued and Pure Storage workflows fully migrated to standard CSI plugins (like Portworx), this remains of historical interest only.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-operators-controllers.md b/v2-docs/kubernetes-operators-controllers.md
index 93c3ce10..bd5cdcfe 100644
--- a/v2-docs/kubernetes-operators-controllers.md
+++ b/v2-docs/kubernetes-operators-controllers.md
@@ -40,6 +40,13 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 
   - [cncf.io: Kubernetes Operators 101](https://www.cncf.io/blog/2020/10/02/kubernetes-operators-101)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes Operators 101 in the Kubernetes Tools ecosystem.
   - [cncf.io: CNCF Operator White Paper (PDF) 🌟](https://www.cncf.io/wp-content/uploads/2021/07/CNCF_Operator_WhitePaper.pdf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: CNCF Operator White Paper (PDF) 🌟 in the Kubernetes Tools ecosystem.
+## Architecture
+
+### Kubernetes Operators
+
+#### Java Quarkus
+
+  - **(2026)** [developers.redhat.com: Writing a Kubernetes Operator in Java using Quarkus - **Cheat Sheet** 🌟](https://developers.redhat.com/cheat-sheets/writing-kubernetes-operator-java) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced developer reference for implementing custom Kubernetes Operators in Java using Quarkus. Curator Insight highlights Quarkus' small memory footprint. Live Grounding shows a significant surge in Java Operator SDK adoption for enterprise platforms.
 ## CICD
 
 ### Kubernetes and Containers
@@ -47,6 +54,13 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 #### Self-hosted Infrastructure
 
   - **(2020)** [==github.com/actions/actions-runner-controller 🌟==](https://github.com/actions/actions-runner-controller) ⭐ 6298  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official Kubernetes operator designed to manage self-hosted GitHub Actions runner infrastructure dynamically. Integrates natively with Horizontal Pod Autoscaler (HPA) targets to scale runner deployments in response to webhook event metrics.
+## Cloud Infrastructure
+
+### Kubernetes and Operators
+
+#### Platform Engineering
+
+  - **(2026)** [How Kubernetes Operators Fit into Platform Building and When Traditional IaC Isn't Enough](https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-building-and-when-traditional-iac-isnt-enough) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Compares traditional static IaC runtimes against active reconciliation patterns in Kubernetes Operators. Highlights instances where platform engineering teams require continuously running controller loops to prevent configuration drifts.
 ## Cloud Native Infrastructure
 
 ### Kubernetes Extension
@@ -81,6 +95,13 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 #### Tool Comparison
 
   - **(2021)** [openshift.com: Build Your Kubernetes Operator With the Right Tool 🌟](https://www.redhat.com/en/blog/build-your-kubernetes-operator-with-the-right-tool)  [COMMUNITY-TOOL] β€” A comparative guide highlighting the tradeoffs between different operator developer tools like Helm, Ansible, and Go. It establishes a maturity model to help teams choose tools based on their application's lifecycle complexity. Essential reference for migration strategies from simple manifest templates to active state-reconciliation loops.
+## Data and AI
+
+### Batch Scheduling
+
+#### Kueue
+
+  - **(2024)** [**Red Hat Build of Kueue**](https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on Red Hat's enterprise integration of Kueue, a Kubernetes-native job queueing system designed to manage resource quotas, tenant isolation, and fair-share scheduling for high-performance AI/ML and batch workloads. Live Grounding confirms Kueue is crucial in 2026 for orchestrating GPU and CPU cluster resource allocation dynamically across large-scale enterprise clusters.
 ## Data and Databases
 
 ### Lifecycle Management
@@ -238,6 +259,18 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 ##### Operators (15)
 
   - **(2024)** [==isaaguilar/terraform-operator: Terraform Operator==](https://github.com/GalleyBytes/terraform-operator) ⭐ 380  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Executes declarative Terraform pipelines natively as custom resources inside clusters. It matches dynamic GitOps deployment models to external cloud infrastructure, allowing teams to unify orchestration under a single control plane.
+### Hardware
+
+#### GPU Virtualization
+
+  - **(2022)** [Sharing a NVIDIA GPU Between Pods in Kubernetes](https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth technical exploration of fractional GPU sharing techniques, including NVIDIA Multi-Instance GPU (MIG) and MPS, within Kubernetes clusters. Resolves major resource allocation bottlenecks to drive cost-effective machine learning workflows.
+### Networking
+
+#### Ingress
+
+##### Azure Application Gateway
+
+  - **(2025)** [**Introduction to Azure Application Gateway for Containers (AGC)**](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An introductory architecture guide covering the capabilities of Azure's modern Application Gateway for Containers (AGC). Illustrates how it integrates natively via Gateway API parameters to deliver low-latency application routing.
 ## Infrastructure and Hardware
 
 ### AIML Infrastructure
@@ -245,13 +278,18 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 #### Hardware Integration
 
   - **(2026)** [==NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes==](https://github.com/NVIDIA/k8s-device-plugin) ⭐ 3788  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This specialized DaemonSet exposes physical GPU properties to the local kubelet node manager. Operating as the essential link for hardware-accelerated workloads, it handles task-scheduling configurations and sets device-isolation runtimes so container systems can safely slice and access host GPU hardware.
-## Kubernetes Developer Experience
+## Infrastructure As Code
 
-### Inner-loop Automation
+### AI Integrations
 
-#### Guides
+#### Validation and Testing
 
-  - **(2021)** [rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)](https://www.dynatrace.com/solutions/observability-for-developers) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Comprehensive multi-part review of critical Kubernetes development tools. Examines deployment mechanisms (Helm, Kustomize), real-time sync engines (Skaffold, Tilt, Garden), IDE extensions, and container building alternatives.
+  - **(2024)** [AI Meets Terraform: Prompt Strategies for Test Generation](https://masterpoint.io/blog/ai-meets-tf-prompt-strategies-for-test-generation) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores LLM prompting strategies designed to automatically generate high-quality integration testing assertions for Terraform infrastructure codebases. Outlines systematic framework specifications to minimize manual testing overhead.
+### Ansible
+
+#### Core Concepts
+
+  - **(2022)** [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive primer exploring how to declare, structure, and organize Ansible inventories. Covers standard INI and YAML file declarations, host-group structures, nested grouping, and introductory dynamic inventory strategies.
 ## Kubernetes Gitops and Packaging
 
 ### Argo Project Ecosystem
@@ -268,7 +306,7 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 ##### Operators (16)
 
   - **(2023)** [==gst-pipeline-operator: A Kubernetes operator for running audio/video processing' pipelines==](https://github.com/tinyzimmer/gst-pipeline-operator) ⭐ 24  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly specialized operator configured to execute GStreamer audio/video pipelines inside clusters, scaling media ingestion, processing topologies, and delivery channels dynamically.
-## Networking
+## Networking (1)
 
 ### DNS
 
@@ -375,7 +413,7 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 
 ### Kubernetes
 
-#### Networking (1)
+#### Networking (2)
 
   - **(2023)** [github.com/carlosedp/lbconfig-operator: External Load Balancer Operator' 🌟](https://github.com/carlosedp/lbconfig-operator) ⭐ 63  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Operator that dynamically provisions and configures external hardware/software load balancers (such as F5 BIG-IP or HAProxy) based on Kubernetes ingress or service resource updates.
 #### Observability (3)
@@ -391,7 +429,7 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
   - **(2020)** [kruschecompany.com: What is a Kubernetes Operator and Where it Can be Used?](https://kruschecompany.com/wp-content/uploads/2020/01/kubernetes-operator.jpg)  [COMMUNITY-TOOL] β€” Illustrated guide defining the role, architecture, and common deployment strategies of Kubernetes Operators. Explains how custom controllers automate day-2 infrastructure management tasks like scaling, backups, and state healing.
   - **(2020)** [devops.com: Day 2 for the Operator Ecosystem 🌟](https://devops.com/day-2-for-the-operator-ecosystem) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on Kubernetes Operator lifecycle maturity models, introducing toolkits like KUDO (Kubernetes Universal Declarative Operator). Covers operational challenges, telemetry gathering, and unified configuration schemas.
   - **(2019)** [infoq.com: Kubernetes Operators in Depth](https://www.infoq.com/articles/kubernetes-operators-in-depth) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
-## Platform Engineering
+## Platform Engineering (1)
 
 ### Gitops and Configuration
 
@@ -517,7 +555,7 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
   - **(2021)** [openshift.com: Is your Operator Air-Gap Friendly?](https://www.redhat.com/en/blog/is-your-operator-air-gap-friendly) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains critical design rules for deploying operators inside highly secure, disconnected, or air-gapped systems, detailing offline container registries, local metadata hosting, and strict network configurations.
 ### Multi-tenancy (1)
 
-#### Platform Engineering (1)
+#### Platform Engineering (2)
 
 ##### Operators (42)
 
@@ -529,6 +567,11 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 ##### Operators (43)
 
   - **(2021)** [contentful.com: Open-sourcing kube-secret-syncer: A Kubernetes operator to sync secrets from AWS Secrets Manager](https://www.contentful.com/blog/open-source-kube-secret-syncer) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A detailed technical review describing the open-sourcing of kube-secret-syncer. The tool synchronizes secrets dynamically from AWS Secrets Manager to Kubernetes namespaces, removing manual config synchronization overhead.
+#### Cloud Integrations
+
+##### Azure
+
+  - **(2025)** [Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)](https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662)  [COMMUNITY-TOOL] β€” Explores key architectural patterns for integrating Azure Key Vault (AKV) with Azure Kubernetes Service (AKS). Reviews Azure AD Workload Identity federation, the Secrets Store CSI Driver, and AKS-native mechanisms. Enables engineering teams to eliminate static cloud credentials from cluster runtime contexts.
 #### Multi-provider Secrets
 
 ##### Operators (44)
@@ -591,7 +634,7 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
   - **(2024)** [github.com/lukaszraczylo/jobs-manager-operator 🌟](https://github.com/lukaszraczylo/jobs-manager-operator) [GO CONTENT]  [COMMUNITY-TOOL] β€” A specialized job execution supervisor focused on automated lifecycle pruning. It dynamically clears completed or broken jobs based on custom-defined TTL guidelines, preventing etcd congestion caused by historical batch resources.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-releases.md b/v2-docs/kubernetes-releases.md
index 83ac741a..a227d1eb 100644
--- a/v2-docs/kubernetes-releases.md
+++ b/v2-docs/kubernetes-releases.md
@@ -203,7 +203,7 @@ description: "Curated, AI-ranked Kubernetes Releases resources for the 2026 Clou
   - **(2022)** [datree.io: EKS 1.22 Upgrade Tutorial](https://www.datree.io/resources/eks-1-22-upgrade-tutorial)  [GUIDE] [LEGACY] β€” An operations-oriented technical walkthrough focusing on upgrading Amazon EKS clusters to version 1.22. It documents the impact of deprecated v1beta1 API removals, specifically detailing transitions for Ingress and CustomResourceDefinition objects. SREs can leverage this guide to configure validation scripts and preventative gatekeeping within CI/CD pipelines prior to AWS control-plane updates.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-security.md b/v2-docs/kubernetes-security.md
index 15d8f0ee..eda39ac8 100644
--- a/v2-docs/kubernetes-security.md
+++ b/v2-docs/kubernetes-security.md
@@ -116,6 +116,13 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 #### Runtime Isolation
 
   - **(2020)** [thenewstack.io: A Security Comparison of Docker, CRI-O and Containerd 🌟](https://thenewstack.io/a-security-comparison-of-docker-cri-o-and-containerd) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
+## Networking (1)
+
+### CNI
+
+#### Cilium
+
+  - **(2026)** [cilium.io 🌟](https://cilium.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main website for Cilium, the industry-standard networking, security, and observability engine powered by eBPF. Eliminates routing performance penalties and delivers deep API metrics.
 ## Networking and Security
 
 ### Security Compliance
@@ -151,14 +158,6 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 ### Vulnerability Exploitation
 
   - **(2020)** [labs.bishopfox.com: Bad Pods: Kubernetes Pod Privilege Escalation 🌟](https://bishopfox.com/blog/kubernetes-pod-privilege-escalation) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly cited technical analysis demonstrating how misconfigured container host namespaces, capabilities, and volume mounts can be exploited to escape container boundaries and gain full host-level access.
-## Policy-as-code
-
-### Kyverno Administration
-
-  - **(2020)** [kyverno.io 🌟](https://kyverno.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” Kyverno is a declarative Kubernetes-native policy engine. Designed specifically for Kubernetes, it simplifies policy management by allowing administrators to validate, mutate, and generate resources without writing complex Rego code.
-### Kyverno Rules and Policies
-
-  - **(2020)** [kyverno.io/policies 🌟](https://kyverno.io/policies) [YAML CONTENT]  [COMMUNITY-TOOL] β€” 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.
 ## RBAC and Authorization
 
 ### Privilege Escalation
@@ -280,10 +279,6 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 #### Authentication and Authorization
 
   - **(2022)** [dev.to/thenjdevopsguy: The 4 C’s Of Kubernetes Security](https://dev.to/thenjdevopsguy/the-4-cs-of-kubernetes-security-3i9e) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates enterprise patterns for integrating Kubernetes Role-Based Access Control (RBAC) with corporate directory systems (OIDC, Active Directory). Examines tools like Dex to implement single sign-on (SSO) strategies across multi-cluster environments. Essential reading for cluster operations scaling across departments.
-#### Protocols
-
-  - **(2022)** [curity.io: OAuth 2.0 Overview](https://curity.io/resources/learn/oauth-overview)  [COMMUNITY-TOOL] β€” An industrial-grade review of the OAuth 2.0 protocol specifications, flows, and grant types. Provides system architects with core design criteria to safely establish authorization states between microservice deployments. Underlines secure handling of access, refresh, and id tokens.
-  - **(2022)** [curity.io: OpenID Connect Overview](https://curity.io/resources/learn/openid-connect-overview)  [COMMUNITY-TOOL] β€” Provides a comprehensive architecture overview of OpenID Connect (OIDC) acting as the authentication layer on top of OAuth 2.0. Analyzes ID token syntax, discovery endpoints, and flows for multi-tenant systems. Essential background knowledge for implementing cloud-native federated identities.
 #### SSO
 
   - **(2022)** [dev.to/gabrielbiasi: Automatic SSO in Kubernetes workloads using a sidecar container](https://dev.to/gabrielbiasi/automatic-sso-in-kubernetes-workloads-using-a-sidecar-container-3752)  [COMMUNITY-TOOL] β€” Outlines an automated SSO sidecar integration pattern inside Kubernetes pods, abstracting authentication logic away from application-level containers. Details OAuth token management and redirect intercept strategies executed transparently at the pod level. Simplifies identity integration across multiple microservices.
@@ -565,7 +560,7 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
   - **(2020)** [gist.github.com: How to protect your ~/.kube/ configuration](https://gist.github.com/PatrLind/e651d3cbc3bf68e4bd9fcc9568cbd3fb) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides hardening steps for securing developer workstation `~/.kube/config` files. Details POSIX permissions adjustments, the usage of credential helpers, and avoiding static administrative token storage.
 
 ---
-πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Pulumi](./pulumi.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-storage.md b/v2-docs/kubernetes-storage.md
index 61b258fb..59caa2d3 100644
--- a/v2-docs/kubernetes-storage.md
+++ b/v2-docs/kubernetes-storage.md
@@ -20,6 +20,13 @@ description: "Top Kubernetes Storage resources for 2026, AI-ranked: Rook, OpenEB
   - [portworx.com: Kubernetes Persistent Volume Tutorial by Portworx](https://portworx.com/tutorial-kubernetes-persistent-volumes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering portworx.com: Kubernetes Persistent Volume Tutorial by Portworx in the Kubernetes Tools ecosystem.
   - [Portworx](https://portworx.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Portworx in the Kubernetes Tools ecosystem.
   - [LightOS](https://www.lightbitslabs.com/product)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering LightOS in the Kubernetes Tools ecosystem.
+## Cloud Architecture and Infrastructure Strategy
+
+### Storage and Hybrid Systems
+
+#### Topology Comparison
+
+  - **(2023)** [**blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds**](https://www.min.io/blog) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details the comparative trade-offs between mono-cloud, multi-cloud, and hybrid cloud topologies from an object storage and data gravity perspective. MinIO highlights the critical role of data portability and standardized APIs (S3) in enabling architectural freedom across multi-cloud footprints.
 ## Cloud Infrastructure and Orchestration
 
 ### Storage and Databases
@@ -76,6 +83,16 @@ description: "Top Kubernetes Storage resources for 2026, AI-ranked: Rook, OpenEB
 #### Storage Paradigms (1)
 
   - **(2020)** [thenewstack.io: Compute and Storage Should Be Decoupled for Log Management at Scale](https://thenewstack.io/why-compute-and-storage-should-be-decoupled-for-log-management-at-scale) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
+## Enterprise Integration
+
+### Cloud-native Storage
+
+#### IBM Spectrum Scale Integration
+
+  - **(2020)** [redbooks.ibm.com: IBM Storage for Red Hat OpenShift. IBM block storage & IBM Spectrum Scale](https://www.redbooks.ibm.com/abstracts/redp5565.html) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This comprehensive Redbook outlines deployment architecture guidelines for IBM Block Storage and IBM Spectrum Scale CSI drivers within OpenShift environments. It details technical patterns for high-performance file sharing, security isolation, multi-zone availability, and persistent volume provisioning needed for enterprise-grade workloads.
+#### IBM Storage Systems
+
+  - **(2022)** [IBM Spectrum](https://www.ibm.com/solutions) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” IBM Spectrum (now rebranded under IBM Storage) delivers enterprise-grade software-defined storage architectures tailored for highly demanding Kubernetes deployments. The portfolio provides integrated high-performance block, file, and object interfaces designed for secure backup, recovery, and dynamic persistent volume management in complex hybrid-cloud ecosystems.
 ## Kubernetes Storage Implementation
 
 ### Persistent Volumes and Provisioners
@@ -97,13 +114,6 @@ description: "Top Kubernetes Storage resources for 2026, AI-ranked: Rook, OpenEB
   - **(2021)** [blog.newrelic.com: Kubernetes Fundamentals, Part 5: Working with Kubernetes Volumes](https://newrelic.com/blog/infrastructure-monitoring/how-to-use-kubernetes-volumes) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed New Relic platform tutorial detailing how Kubernetes Volumes function. It maps practical configurations from local directories up to persistent network volumes, helping engineers establish robust observability patterns around disk metrics.
   - **(2021)** [kubermatic.com: Keeping the State of Apps 1: Introduction to Volume and volumeMounts](https://www.kubermatic.com/blog/keeping-the-state-of-apps-1-introduction-to-volume-and-volumemounts) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A focused architectural introduction explaining the crucial distinction between a declared Volume (the backend data provider) and a volumeMount (how that data is projected inside a container). It covers essential syntax parameters for configuration.
   - **(2021)** [matthewpalmer.net: Filesystem vs Volume vs Persistent Volume 🌟](https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-volumes-example-nfs-persistent-volume.html) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A developer-oriented guide explaining the conceptual differences between filesystems, generic container volumes, and Persistent Volumes. It uses clear examples, such as an NFS-backed Volume, to clarify how and when to use each configuration pattern.
-## Platform Engineering
-
-### Ecosystem
-
-#### Marketplace
-
-  - **(2024)** [Red Hat Marketplace](https://marketplace.redhat.com/sunset) 🌟🌟 [COMMUNITY-TOOL] β€” Originally a portal dedicated to discovering, buying, and provisioning certified operators and third-party software on OpenShift. While the standalone portal has transitioned, the actual operational flow has been assimilated directly into the internal OpenShift OperatorHub interface.
 ## Storage
 
 ### Distributed Storage
@@ -209,9 +219,14 @@ description: "Top Kubernetes Storage resources for 2026, AI-ranked: Rook, OpenEB
 #### Industry Research
 
   - **(2021)** [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report)  [CASE STUDY] [COMMUNITY-TOOL] β€” This classic report maps standard adoption trends of stateful workloads in containerized environments. It highlights performance, operations, and resource efficiency as key factors convincing enterprises to run workloads on native Kubernetes storage pools instead of external infrastructure.
+### Performance Benchmarking
+
+#### Etcd Storage Tuning
+
+  - **(2021)** [ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd](https://www.ibm.com/think/cloud) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md) | [Noops](./noops.md)
+πŸ’‘ **Explore Related:** [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Kubernetes Releases](./kubernetes-releases.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-tools.md b/v2-docs/kubernetes-tools.md
index b089160e..d3f0f7f6 100644
--- a/v2-docs/kubernetes-tools.md
+++ b/v2-docs/kubernetes-tools.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Descheduler for Kubernetes and more β€” curated Cloud Native tools, guides and references."
+description: "Top Kubernetes Tools resources for 2026, AI-ranked: Descheduler for Kubernetes, nerdctl and more β€” curated Cloud Native tools, guides and references."
 ---
 # Kubernetes Plugins, Tools, Extensions and Projects
 
@@ -286,6 +286,11 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Schema Generation
 
   - **(2026)** [TerraSchema: Generate JSON Schema from Terraform Configurations](https://github.com/HewlettPackard/terraschema) ⭐ 71  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A specialized CLI tool that parses declared Terraform configurations to generate structural JSON Schemas. Useful for running runtime validation scripts on dynamic inputs or verifying API schemas during configuration processing.
+### Kubernetes and Operators
+
+#### GCP Resources
+
+  - **(2026)** [cloud.google.com/config-connector](https://docs.cloud.google.com/config-connector/docs/overview) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Explains GCP Config Connector implementation patterns. Lets engineers configure Google Cloud infrastructure through Kubernetes Custom Resource Definitions, utilizing Kubernetes controllers to construct databases, IAM permissions, and storage endpoints.
 ## Cloud Native
 
 ### Kubernetes
@@ -300,19 +305,9 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Integration Tools
 
   - **(2020)** [ekglue - Envoy/Kubernetes glue](https://github.com/jrockway/ekglue) ⭐ 29  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight utility developed to bridge Envoy configuration directly with Kubernetes API endpoints. It parses Kubernetes services and endpoints to dynamically construct Envoy-compatible bootstrap configurations. While highly illustrative of early custom control plane mechanics, it has largely been superseded by native Kubernetes Gateway API and modern Envoy-based ingress controllers.
-## Cloud Native Operations
-
-### Kubernetes (1)
-
-#### Configuration Management (1)
-
-  - **(2021)** [**k8syaml.com 🌟**](https://k8syaml.com) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive web environment designed to generate clean, standard Kubernetes manifests based on best-practice configurations. It enables operators to construct and validate resources without writing boilerplate templates from scratch.
-#### Policy Enforcement
-
-  - **(2021)** [**dev.to: Automating quality checks for Kubernetes YAMLs**](https://dev.to/wkrzywiec/automating-quality-checks-for-kubernetes-yamls-398) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A detailed technical guide demonstrating how to integrate automated quality controls for Kubernetes manifests within build pipelines. It explains how to combine linters and security checks to validate configurations before they are deployed.
 ## Cloud Native Platforms
 
-### Kubernetes (2)
+### Kubernetes (1)
 
 #### Multi-arch Telemetry
 
@@ -378,7 +373,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Multi-tenant Provisioner
 
   - **(2021)** [salesforce/Craft](https://github.com/salesforce/craft) ⭐ 91  [GO CONTENT] [ADVANCED LEVEL] 🌟 [LEGACY] β€” Salesforce Craft was a specialized framework built for designing, orchestrating, and provisioning scalable multi-tenant infrastructure. It has since been archived, with its capabilities transitioned to Cloud Provider APIs and Cluster API.
-### Configuration Management (2)
+### Configuration Management (1)
 
 #### Dynamic Metadata
 
@@ -471,7 +466,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Cdk8s
 
   - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) ⭐ 4823  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The GitHub repository containing the core source code for CDK8s. It allows developers to model Kubernetes resources as structured code in TypeScript, Python, Java, or Go. It features full support for custom-generated CRDs, letting platform teams build clean, reusable configuration libraries.
-## Configuration Management (3)
+## Configuration Management (2)
 
 ### Declarative Gitops
 
@@ -508,11 +503,16 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
   - **(2026)** [==Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟==](https://github.com/FairwindsOps/pluto) ⭐ 2531  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” An essential static analysis tool that inspects files, Helm releases, and live clusters to detect deprecated or removed Kubernetes API versions. Prevents cluster upgrade disruptions by proactively targeting obsolete resource configurations.
 ## Container Orchestration
 
-### Kubernetes (3)
+### Kubernetes (2)
 
 #### EKS
 
   - **(2026)** [==realvz/awesome-eks: A curated list of awesome tools for Amazon EKS 🌟==](https://github.com/realvz/awesome-eks) ⭐ 340  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community-curated list of tools, security extensions, and configuration practices designed for Amazon EKS operators. It serves as a practical, hands-on repository for tuning ingress resources, Karpenter autoscaling, and CloudWatch agent integrations. Essential for SRE teams maintaining production-grade Kubernetes workloads on AWS.
+### Kubernetes Networking
+
+#### Kube-proxy
+
+  - **(2025)** [NFTables mode for kube-proxy in Kubernetes](https://kubernetes.io/blog/2025/02/28/nftables-kube-proxy) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
 ## Containers
 
 ### Developer Tooling (1)
@@ -520,6 +520,13 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Cloud Emulation
 
   - **(2024)** [==Floci - An AWS Local Emulator Alternative==](https://github.com/floci-io/floci) ⭐ 14064  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An active and highly performant local alternative to localstack. Emulates AWS cloud service behavior locally using specialized lightweight container footprints.
+## Containers and Orchestration
+
+### Image Engineering
+
+#### Build Tools (1)
+
+  - **(2021)** [**technology.doximity.com: Buildpacks vs Dockerfiles 🌟**](https://technology.doximity.com/articles/buildpacks-vs-dockerfiles) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Contrasts declarative Cloud Native Buildpacks (CNB) with manual imperative Dockerfile structures. Analyzes the security, consistency, and build speed tradeoffs, arguing that CNBs represent a superior approach to packaging corporate applications at scale.
 ## Continuous Integration and Delivery
 
 ### CICD (4)
@@ -602,6 +609,11 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Pulumi
 
   - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) ⭐ 25299  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, multi-cloud infrastructure platform that enables architects to build, deploy, and manage resources using general-purpose programming languages. Supports TypeScript, Go, Python, C#, and Java, using real language constructs like loops, functions, and standard testing libraries.
+#### Terraform
+
+##### Secrets
+
+  - **(2025)** [Ephemeral Values in Terraform](https://nedinthecloud.com/2025/07/01/ephemeral-values-in-terraform) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains the design and execution mechanics of Ephemeral Values introduced in modern Terraform releases. Discusses preventing credential leakages by keeping sensitive short-lived resources completely out of persistent state logs.
 ### Static Analysis (1)
 
 #### Kubernetes Validation
@@ -641,7 +653,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Traffic Management
 
   - **(2022)** [==kubectl-isolate==](https://github.com/yteraoka/kubectl-isolate) ⭐ 10  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A troubleshooting plugin that temporarily isolates running pods from Service network targets by modifying selector labels. Enables in-depth live diagnostics on broken pod targets without tearing down functional setups.
-### Configuration Management (4)
+### Configuration Management (3)
 
 #### Visual Generators
 
@@ -662,6 +674,11 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Go Development
 
   - **(2018)** [==Ko: Easy Go Containers 🌟==](https://github.com/ko-build/ko) ⭐ 8450  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A fast, lightweight container image builder custom-tailored for Go applications. ko builds and publishes images without requiring a local Docker daemon, producing secure, minimal distroless-base images by default.
+### Inner Loop
+
+#### Manifest Generation (2)
+
+  - **(2025)** [**Dekorate**](https://dekorate.io) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An annotation-based code generation tool that automatically creates Kubernetes manifests (YAML, JSON) during compile time. By decorating Java code directly, developers can emit Deployment, Service, and Ingress templates without leaving their IDEs. While highly convenient for Java-centric shops, it can obscure platform-level complexities that DevOps teams may need to manage externally.
 ### Learning Resources
 
 #### Curated Lists
@@ -862,7 +879,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Deployment Helpers
 
   - **(2022)** [==github.com/lsdopen/ahoy==](https://github.com/lsdopen/ahoy) ⭐ 78  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Ahoy streamlines deployment validation in delivery pipelines by managing Kubernetes manifest configurations. It works as an intermediary script engine to verify configuration structures prior to deployment execution. It helps teams ensure compliance inside automated pipelines.
-### Configuration Management (5)
+### Configuration Management (4)
 
 #### Developer Productivity (1)
 
@@ -1007,6 +1024,13 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Virtual Peering
 
   - **(2025)** [==liqo: Enable dynamic and seamless Kubernetes multi-cluster topologies==](https://github.com/liqotech/liqo) ⭐ 1451  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dynamic multi-cluster scaling platform that enables seamless resource sharing and secure overlay peering between disparate clusters. Liqo allows pods to be scheduled onto remote virtual-nodes transparently without complex VPN setups, solving dynamic hybrid-cloud expansion needs.
+### Networking (1)
+
+#### Ingress
+
+##### Tooling (2)
+
+  - **(2022)** [**ingressbuilder.jetstack.io 🌟🌟**](https://ingressbuilder.jetstack.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive utility created by Jetstack that aids in generating syntactic-proof configurations for Kubernetes Ingress resources. Automates cert-manager annotations and rewrite-target generation, limiting YAML drafting errors.
 ### Node Management
 
 #### Auditing and Compliance
@@ -1087,11 +1111,6 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Hypervisor
 
   - **(2025)** [smartxworks/virtink](https://github.com/smartxworks/virtink) ⭐ 607  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” 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 building hyper-converged architectures.
-### Windows Containers
-
-#### Guides
-
-  - **(2022)** [loft.sh: Kubernetes on Windows: 6 Life-Saving Tools & Tips](https://www.vcluster.com/blog/kubernetes-on-windows-6-life-saving-tools-and-tips) [ADVANCED LEVEL]  [LEGACY] β€” A technical resource detailing operational best practices, troubleshooting mechanisms, and performance-tuning tricks for running Windows Server containers on hybrid Kubernetes clusters. It addresses common networking pitfalls (such as Calico or Flannel overlay differences) and resource limitation differences between Linux namespaces and Windows Job Objects. It provides engineering teams with practical tips to facilitate legacy .NET Framework containerization.
 ## Infrastructure and Hardware
 
 ### AIML Infrastructure
@@ -1130,17 +1149,10 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 
 ### Cost Management
 
-#### Tooling (2)
+#### Tooling (3)
 
   - **(2022)** [KubeSurvival 🌟](https://github.com/aporia-ai/kubesurvival) ⭐ 187  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A scanning utility that audits existing clusters to determine the absolute cheapest VM instance shapes capable of hosting current workloads. Ensures high-availability parameters and compute requirements are fully met before suggesting migration profiles.
-## Introductory
-
-### Concepts
-
-#### Core Resources
-
-  - **(2021)** [community.suse.com: Stupid Simple Kubernetesβ€Šβ€”β€ŠDeployments, Services and Ingresses Explained](https://www.rancher.com/community)  [COMMUNITY-TOOL] β€” Provides a clean, foundational model detailing the relationship between Deployments, Services, and Ingress resources. Explains how these layers work together to manage container replicas, handle traffic distribution, and expose APIs to external users.
-## Kubernetes (4)
+## Kubernetes (3)
 
 ### Aiops
 
@@ -1164,7 +1176,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Namespace Management
 
   - **(2020)** [==kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller (HNC)==](https://github.com/kubernetes-retired/hierarchical-namespaces) ⭐ 667  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” 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 repository has been officially retired as of recent CNCF updates, steering teams toward newer vcluster or namespace-controller patterns.
-### Networking (1)
+### Networking (2)
 
 #### Service Routing
 
@@ -1284,7 +1296,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Traffic Engineering
 
   - **(2023)** [==github.com/Trolley-MGMT/trolleymgmt==](https://github.com/Trolley-MGMT/trolleymgmt) ⭐ 113  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Trolley-MGMT is a control plane assistant designed to coordinate multi-cluster ingress routing and traffic mapping. It simplifies workload migrations and network path resolution across physical boundaries. It offers a lightweight model for traffic management without full mesh overhead.
-## Networking (2)
+## Networking (3)
 
 ### Access and Proxies
 
@@ -1316,6 +1328,11 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Integration
 
   - **(2022)** [==pangolin 🌟==](https://github.com/dpeckett/pangolin) ⭐ 231  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated routing utility designed to help configure dynamic upstream setups. Provides simple API configurations to coordinate external traffic profiles securely when mapping paths to backing container platforms.
+### Ingress and Gateway
+
+#### Traefik
+
+  - **(2022)** [Transitioning from ingress-nginx to Traefik in Kubernetes](https://traefik.io/blog/transition-from-ingress-nginx-to-traefik)  [COMMUNITY-TOOL] β€” A migration blueprint walking developers through transitioning from ingress-nginx to Traefik. Details how Traefik's native middleware, dynamic routing, and CRDs simplify TLS management and traffic splitting in dynamic environments.
 ### Ingress and Routing
 
 #### Serverless
@@ -1896,7 +1913,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### State Difference
 
   - **(2019)** [**kubediff 🌟**](https://github.com/weaveworks/kubediff) ⭐ 1181  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A pioneering utility from Weaveworks that compared declarative Kubernetes manifests on disk with live cluster state to highlight drift. Historically important as a foundational GitOps tool, now superseded by automated reconciliation loops.
-### Manifest Generation (2)
+### Manifest Generation (3)
 
 #### Resource Cleaning
 
@@ -1940,13 +1957,6 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Stress Testing
 
   - **(2021)** [openshift: Introducing kube-burner, A tool to Burn Down Kubernetes and OpenShift 🌟](https://www.redhat.com/en/blog/introducing-kube-burner-a-tool-to-burn-down-kubernetes-and-openshift) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Red Hat's official announcement and architectural breakdown of kube-burner. It covers how the tool enables platform engineers to benchmark OpenShift and standard Kubernetes cluster limits by automating mass resource creation and metric collection.
-## Performance Engineering
-
-### Kubernetes Optimization
-
-#### Autonomous Tuning
-
-  - **(2025)** [**How Kruize Optimizes OpenShift Workloads**](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical review explaining how the Kruize Autotune project leverages prometheus metrics to autonomously profile and adjust microservices allocations on enterprise OpenShift clusters.
 ## Platform
 
 ### Application Platform
@@ -2053,7 +2063,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
   - **(2020)** [==open-cluster-management.io==](https://open-cluster-management.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Open Cluster Management (OCM) is a modular, extensible CNCF project designed to orchestrate fleets of Kubernetes clusters at scale. It defines standardized API abstractions for cluster registration, application deployment policies, and compliance management.
 ### Multi-tenancy (3)
 
-#### Policy Enforcement (1)
+#### Policy Enforcement
 
   - **(2020)** [==platformengineering.org/tools/capsule ⭐==](https://platformengineering.org/tools/capsule) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Capsule provides native multi-tenancy in single Kubernetes clusters by implementing lightweight tenant abstractions. Operating as a custom operator, it manages namespaces without replacing standard Kubernetes APIs or creating separate control planes. It is highly valued for enforcing governance limits in shared enterprise platforms.
 ### Service Mesh Management
@@ -2069,6 +2079,14 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Automation Tools
 
   - **(2019)** [==KubeLibrary==](https://github.com/devopsspiral/KubeLibrary) ⭐ 145  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KubeLibrary is an open-source testing library that integrates the official Kubernetes Python Client with the Robot Framework. It enables platform and QA engineers to write human-readable end-to-end integration and sanity tests.
+### UI and Dashboards
+
+#### Desktop Client
+
+  - **(2023)** [octant.dev](https://octant.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟 [LEGACY] β€” VMware's visual tool for inspecting Kubernetes clusters. *Live Grounding*: This project is officially retired and archived. It serves solely as a design architectural reference for highly extensible, dashboard-based cluster visualization.
+#### Hybrid CLI
+
+  - **(2024)** [**kui.tools 🌟**](https://kui.tools) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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.
 ## Provisioning (3)
 
 ### Ansible
@@ -2261,7 +2279,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 ##### Legacy Tools (1)
 
   - **(2018)** [==box/kube-exec-controller==](https://github.com/box/kube-exec-controller) ⭐ 126  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: Controller to restrict and audit shell execution inside Kubernetes pods. Live Grounding: Inactive for over five years. Superseded by newer ephemeral container mechanics, admission controllers (OPA/Kyverno), and modern service mesh execution boundaries.
-### Policy Enforcement (2)
+### Policy Enforcement (1)
 
 #### Admission Control (5)
 
@@ -2388,7 +2406,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 #### Penetration Testing
 
   - **(2021)** [intellipaat.com: What is Penetration Testing?](https://intellipaat.com/blog/what-is-penetration-testing)  [COMMUNITY-TOOL] β€” This resource is an introductory educational article outlining the core principles, methodologies, and phases of penetration testing. It serves as a foundational guide for engineers transitioning into security-conscious infrastructure architectures.
-### Policy Enforcement (3)
+### Policy Enforcement (2)
 
 #### Educational Material (5)
 
@@ -2425,7 +2443,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 
   - **(2026)** [==Checkov 🌟==](https://github.com/bridgecrewio/checkov) ⭐ 8790  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Checkov is a static code analysis tool for Infrastructure as Code (IaC) that scans Kubernetes manifests, Helm charts, Terraform, and cloud-provider templates for misconfigurations and security risks, acting as a critical CI/CD gatekeeper.
   - **(2020)** [sKan](https://github.com/alcideio/skan) ⭐ 204  [GO CONTENT] 🌟🌟 [LEGACY] β€” sKan (by Alcide) was an early static analysis tool for scanning configuration files and Helm charts to discover security vulnerabilities. It has since been archived, with modern platforms choosing robust, active alternatives such as Checkov.
-### Configuration Management (6)
+### Configuration Management (5)
 
 #### Backup Tools
 
@@ -2547,7 +2565,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
   - **(2023)** [piotrminkowski.com: Testing Java Apps on Kubernetes with Testkube](https://piotrminkowski.com/2023/11/27/testing-java-apps-on-kubernetes-with-testkube) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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 plane.
 ## Troubleshooting (2)
 
-### Networking (3)
+### Networking (4)
 
 #### Diagnostics (3)
 
@@ -2570,12 +2588,12 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Desched
 
 ### Batch Jobs
 
-#### Tooling (3)
+#### Tooling (4)
 
   - **(2020)** [github.com/alexellis/run-job](https://github.com/alexellis/run-job) ⭐ 211  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-oriented utility written in Go to quickly trigger Kubernetes Jobs, track execution statuses, and stream execution logs directly to stdout. Simplifies local workflow testing and diagnostic debugging.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/kubernetes-troubleshooting.md b/v2-docs/kubernetes-troubleshooting.md
index 85cf1b15..db7ab22b 100644
--- a/v2-docs/kubernetes-troubleshooting.md
+++ b/v2-docs/kubernetes-troubleshooting.md
@@ -35,6 +35,13 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
 #### Awesome Lists
 
   - **(2023)** [==Awesome Chaos Engineering==](https://github.com/dastergon/awesome-chaos-engineering) ⭐ 6589  🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier curated directory of resources, tools, and papers dedicated to the practice of Chaos Engineering. It indexes tools for simulating network latency, injecting resource stress, and terminating instances across various platforms, with a strong focus on cloud-native environments. This is a must-have reference for engineering teams building self-healing, fault-tolerant distributed systems.
+## Cloud Infrastructure
+
+### Infrastructure As Code
+
+#### Migration Strategies
+
+  - **(2026)** [The Definitive Guide to Importing Your Cloud Resources into IaC](https://blog.cloudgeni.ai/the-definitive-guide-to-importing-your-cloud-resources-into-iac) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A detailed technical review addressing drift reconciliation when converting untracked click-ops clouds into declarative state files. Reviews native state import commands and toolkits that automate resource generation.
 ## Cloud-native Platforms
 
 ### Operating Systems
@@ -58,6 +65,11 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
   - **(2021)** [thorsten-hans.com: Debugging apps in Kubernetes with Bridge](https://www.thorsten-hans.com/debugging-apps-in-kubernetes-with-bridge)  [COMMUNITY-TOOL] [GUIDE] β€” Hands-on guide focusing on Microsoft's 'Bridge to Kubernetes' tool for direct local debugging within an active cluster context. Evaluates how the mechanism redirects traffic to a local machine without modifying production routing topologies.
 ## Infrastructure
 
+### Cluster Management
+
+#### RKE2
+
+  - **(2024)** [RKE2 Standalone Disaster Recovery Guide](https://support.tools/post/rke2-standalone-disaster-recovery) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Critical disaster recovery operational manual targeting RKE2 standalone clusters. Focuses on backup restoration, etcd snapshot recovery, and certificate rotation when cluster management planes fail.
 ### Compute
 
 #### CPU Performance
@@ -70,6 +82,14 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
 #### Pod Lifecycle (1)
 
   - **(2020)** [erkanerol.github.io: I wish pods were fully restartable](https://erkanerol.github.io/post/restartable-pods) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This reflective post explores the architectural limitations of the Kubernetes Pod lifecycle, specifically the inability to easily restart individual containers without recreating the entire Pod. It analyzes proposed community designs and current workarounds, such as mutating controllers or rollout restarts. It provides deep architectural insights into the design decisions governing Kubernetes resource controllers.
+### Data Management
+
+#### Backup
+
+  - **(2021)** [thenewstack.io: 5 Best Practices to Back up Kubernetes](https://thenewstack.io/5-best-practices-to-back-up-kubernetes)  [COMMUNITY-TOOL] β€” Ensuring disaster recovery capability in Kubernetes requires robust backup strategies for both cluster state (etcd) and persistent volume data. This reference highlights best practices including scheduling automated snapshot intervals, isolating backup storage, and regularly testing recovery procedures. Adhering to these patterns safeguards enterprise workloads against data corruption and ransomware.
+#### Checkpointing API
+
+  - **(2022)** [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) [ADVANCED LEVEL]  [EMERGING] β€” 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.
 ### Networking
 
 #### Ingress Troubleshooting
@@ -88,6 +108,9 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
 #### CPU Scheduling
 
   - **(2021)** [andydote.co.uk: The Problem with CPUs and Kubernetes](https://andydote.co.uk/2021/06/02/os-cpus-and-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
+#### CPU Throttling
+
+  - **(2024)** [CPU Limits in Kubernetes: Deep Dive into Pod Throttling and Kernel Interactions](https://www.linkedin.com/pulse/cpu-limits-kubernetes-why-your-pod-idle-still-deep-dive-lazarev-k3m7f) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exceptionally detailed deep dive into kernel interactions, Linux control groups (cgroups), and the Completely Fair Scheduler (CFS) quota mechanism inside Kubernetes. It demystifies why pods experience severe throttling even when aggregate CPU metrics appear healthy, analyzing the impact of short-duration burst workloads. It provides essential mathematical formulas and kernel parameters to fine-tune pod limits safely.
 #### Metrics Collection
 
   - **(2023)** [learnitguide.net: How to Check Memory Usage of a Pod in Kubernetes?](https://www.learnitguide.net/2023/04/how-to-check-memory-usage-of-pod-in.html)  [COMMUNITY-TOOL] β€” Monitoring memory consumption is critical to preventing out-of-memory (OOM) evictions and performance degradation. This guide explains how to leverage the Kubernetes Metrics Server via kubectl top, alongside advanced Prometheus queries, to track real-time memory footprints. It contrasts raw memory utilization against requested resource boundaries to help right-size workloads.
@@ -144,9 +167,15 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
 #### General Guide
 
   - **(2021)** [blog.alexellis.io: How to Troubleshoot Applications on Kubernetes 🌟](https://blog.alexellis.io/troubleshooting-on-kubernetes)  [COMMUNITY-TOOL] β€” A classic, hands-on troubleshooting guide tailored for engineers deploying applications to Kubernetes clusters. It provides a logical flow of commands from checking container logs and inspecting events to executing commands inside a container. This resource is excellent for developing the primary instincts required to resolve containerized application failures.
+#### Guides
+
+  - **(2023)** [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd)  [COMMUNITY-TOOL] β€” A robust troubleshooting guide compiling common pitfalls, anti-patterns, and direct remedies for everyday Kubernetes operation. It spans topics from service networking misconfigurations to persistent volume mounting failures. This resource provides clear checklists to help platform engineers accelerate incident resolution times.
 #### Methodologies
 
   - **(2022)** [freecodecamp.org: How to Simplify Kubernetes Troubleshooting](https://www.freecodecamp.org/news/how-to-simplify-kubernetes-troubleshooting)  [COMMUNITY-TOOL] β€” This comprehensive troubleshooting guide reframes cluster diagnostics into a logical, step-by-step methodology rather than chaotic guesswork. It focuses on isolating issues systematically across the application layer, the container runtime, and the underlying orchestrator networking. Utilizing this structured approach significantly lowers the cognitive load of on-call engineers.
+#### Playbooks
+
+  - **(2023)** [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions)  [COMMUNITY-TOOL] β€” This compilation details ten authentic, highly technical outage scenarios encountered in production Kubernetes clusters, complete with step-by-step diagnostic paths and resolutions. It covers complex issues like DNS resolution failure, certificate expiration, and stateful volume mounting locks. The practical nature of these scenarios makes this an invaluable resource for active operations teams.
 #### Pod Diagnostics
 
   - **(2023)** [learnitguide.net: How To Troubleshoot Kubernetes Pods](https://www.learnitguide.net/2023/04/how-to-troubleshoot-kubernetes-pods.html)  [COMMUNITY-TOOL] β€” A focused tutorial describing standard commands and methodologies to diagnose Pod failures such as ImagePullBackOff, CrashLoopBackOff, and Evicted states. It systematically walks through the utilization of kubectl describe, logs, and events to construct an accurate failure timeline. It is perfect for junior engineers looking to build baseline debugging proficiency.
@@ -164,6 +193,13 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
 #### Kubectl Plugins
 
   - **(2020)** [==kubectl-debug==](https://github.com/aylei/kubectl-debug) ⭐ 2305  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” 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.
+## Kubernetes Developer Experience
+
+### Inner-loop Automation
+
+#### Guides (1)
+
+  - **(2021)** [rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)](https://www.dynatrace.com/solutions/observability-for-developers) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Comprehensive multi-part review of critical Kubernetes development tools. Examines deployment mechanisms (Helm, Kustomize), real-time sync engines (Skaffold, Tilt, Garden), IDE extensions, and container building alternatives.
 ## Kubernetes Platform Engine
 
 ### Cluster Operations
@@ -183,6 +219,7 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
   - **(2021)** [github.com/JamesTGrant/kubectl-debug](https://github.com/JamesTGrant/kubectl-debug) ⭐ 373  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A kubectl plugin designed to launch temporary debugging containers within a target pod namespace. Streamlines manual container introspection prior to the widespread adoption of native ephemeral containers.
 #### CLI Operations
 
+  - **(2023)** [A Complete Guide to Kubectl exec](https://refine.dev/blog/kubectl-exec-command)  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive guide explaining the inner workings of the 'kubectl exec' command. Breaks down how connection handshakes occur between the API server, Kubelet, and container runtimes (CRI).
   - **(2021)** [thenewstack.io: Living with Kubernetes: 12 Commands to Debug Your Workloads 🌟](https://thenewstack.io/living-with-kubernetes-12-commands-to-debug-your-workloads)  [COMMUNITY-TOOL] β€” 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 inspection.
 #### Container Debugging
 
@@ -224,9 +261,16 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
 #### Multi-cluster
 
   - **(2024)** [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) ⭐ 311  [C# CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A high-performance, desktop-optimized UI designed to stream, monitor, and interact with live cluster metrics and objects. It enhances developer agility through dynamic views of multi-cluster namespaces and active workload metrics.
+## Security and Compliance
+
+### CICD
+
+#### Penetration Testing
+
+  - **(2021)** [research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD pipelines](https://www.nccgroup.com/research) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” 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.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Releases](./kubernetes-releases.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/kubernetes-tutorials.md b/v2-docs/kubernetes-tutorials.md
index e7831108..3dca0321 100644
--- a/v2-docs/kubernetes-tutorials.md
+++ b/v2-docs/kubernetes-tutorials.md
@@ -55,6 +55,13 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 #### Openshift Infrastructure Deployment
 
   - **(2023)** [Openshift Baremetal - Installer's Bake-off: Agent vs Assisted vs IPI](https://www.youtube.com/watch?si=vK_9UKjGV8F24Ebt&v=1v15VSKPZRU&feature=youtu.be) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth technical comparison of OpenShift bare-metal installation strategies. Weighs the architectural pros and cons of Installer-Provisioned Infrastructure (IPI), Assisted Installer setups, and isolated Agent-based workflows.
+## Cloud Native Infrastructure
+
+### Service Mesh
+
+#### Tutorials
+
+  - **(2022)** [Implementing Istio From Start To Finish](https://www.cloudnativedeepdive.com/implementing-istio-from-start-to-finish)  [COMMUNITY-TOOL] β€” A comprehensive implementation roadmap designed to guide engineering teams through the planning, deployment, and optimization stages of building an enterprise-grade Istio platform from the ground up.
 ## Cloud-native Infrastructure
 
 ### Learning Resources
@@ -62,6 +69,20 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 #### Kubernetes Courses
 
   - **(2024)** [**wardviaene/kubernetes-course**](https://github.com/wardviaene/kubernetes-course) ⭐ 1732  [YAML/GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Accompanying codebase for Ward Viaene's comprehensive Kubernetes course, demonstrating deployments, configurations, microservice communication patterns, and cloud migrations. (Live Grounding: Widely trusted community-backed repository illustrating production-grade YAML configurations).
+## Container Orchestration (1)
+
+### AKS Labs
+
+#### Hands-on Learning
+
+  - **(2026)** [AKS Labs - Introduction](https://azure-samples.github.io/aks-labs/docs/intro) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Hands-on, engineer-designed technical playground for AKS configurations. Deep dives into Advanced CNI options, Cilium-driven security schemas, network boundaries, and workload identity bindings.
+## Deployment and Delivery
+
+### CICD
+
+#### Jenkins
+
+  - **(2023)** [Back of the Napkin Guide to Updating Jenkins](https://www.jenkins.io/blog/2023/10/31/marc-s-napkin-upgrade-guide)  [GUIDE] [LEGACY] β€” 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.
 ## DevOps
 
 ### Automation
@@ -76,6 +97,20 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 #### Architecture
 
   - **(2020)** [millionvisit.blogspot.com: Kubernetes for Developers #1: Kubernetes Architecture and Features 🌟](https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-1-kubernetes-architecture.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-first manual illustrating structural components and cluster design properties. Guides programmers to understand how their API payload deployments translates to actual container lifecycle actions on physical machines.
+## Infrastructure
+
+### Containerization
+
+#### Runtimes
+
+  - **(2026)** [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An architectural comparison analyzing the structural differences between Docker and Podman. It highlights Podman's daemonless, rootless-by-default execution model and explains how this design reduces security attack vectors compared to Docker's centralized daemon. It also details Podman's native support for pod-like multi-container groupings, easing transitions toward Kubernetes.
+### Networking
+
+#### Fundamentals (1)
+
+##### Service Discovery
+
+  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A contemporary structural breakdown explaining how Kubernetes leverages service endpoints to build abstract load balancing layers. Reviews the operations of kube-proxy in writing local node routing rules and traces how traffic migrates from virtual endpoints to real pod ports.
 ## Kubernetes Tools
 
 ### General Reference
@@ -101,7 +136,7 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 ##### Platform Engineering
 
   - **(2026)** [==100 Days Of Kubernetes: 100daysofkubernetes.io==](https://100daysofkubernetes.io) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A highly progressive community learning roadmap tracing advanced modern platform architectures. Chronicles continuous topics ranging from standard containers to advanced Envoy proxying, service meshes, and GitOps deployments.
-#### Fundamentals (1)
+#### Fundamentals (2)
 
   - **(2025)** [**devopscube.com: Kubernetes Tutorials For Beginners: Getting Started Guide**](https://devopscube.com/kubernetes-tutorials-beginners) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An exceptional introductory portal that distills container architecture into highly digestible guides. Explores standard pod mechanics, ingress controllers, environment configs, and scaling strategies with clean procedural steps.
 #### Hands-on Labs (1)
@@ -143,7 +178,7 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 ##### Enterprise Fundamentals
 
   - **(2024)** [**youtube playlist: DevNation Lessons: Kubernetes Fundamentals**](https://www.youtube.com/playlist?list=PLf3vm0UK6HKpOqIY2fcu_M0sCSpluyXMW) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Red Hat's developer lessons focused on real-world system patterns, detailing secure service integration, configurations separation, and cluster administration patterns within heavy enterprise networks.
-##### Fundamentals (2)
+##### Fundamentals (3)
 
   - **(2024)** [youtube playlist: Thetips4you - Kubernetes Tutorial for Beginners](https://www.youtube.com/playlist?app=desktop&list=PLVx1qovxj-akr_3XqQQgpqRyQw4GYuS4h) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An introductory video collection teaching standard configuration, secret integration, dynamic cloud volumes, and fundamental deployment syntax. Recommended for engineers transitioning from traditional VM hypervisors.
 ##### Networking and Core
@@ -157,6 +192,18 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 #### Visual Learning
 
   - **(2022)** [**cloud.google.com: kubernetes comic**](https://cloud.google.com/kubernetes-engine/kubernetes-comic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Google's classic, highly creative visual guide explaining modern container scaling, lifecycle, and orchestration concepts through graphic storytelling. Perfect for explaining Kubernetes business advantages to technical managers.
+## Platform Engineering (1)
+
+### Kubernetes Gitops and Packaging
+
+#### Learning Hubs
+
+  - **(2025)** [Red Hat Training & Certification Community](https://access.redhat.com/community/learn) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Red Hat's official training ecosystem community. It offers platform operators, architects, and developers verified learning pathways, course materials, and labs covering OpenShift administration and cloud-native practices.
+### Legacy Sandboxes
+
+#### Interactive Learning
+
+  - **(2022)** [katacoda.com 🌟](https://www.katacoda.com) 🌟 [COMMUNITY-TOOL] β€” Katacoda was a widely used interactive browser platform for practicing Kubernetes and container administration. The platform was officially terminated by O'Reilly in 2022. Platform engineers in 2026 utilize alternatives like Killercoda for sandbox exercises.
 ## Professional Development
 
 ### Opinion and Strategy (1)
@@ -173,7 +220,7 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
   - **(2024)** [==Build Your Own X==](https://github.com/codecrafters-io/build-your-own-x) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogical exploration of core engineering systems.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/kubernetes.md b/v2-docs/kubernetes.md
index 58aaabef..1780b824 100644
--- a/v2-docs/kubernetes.md
+++ b/v2-docs/kubernetes.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Deprek8ion and more β€” curated Cloud Native tools, guides and references."
+description: "Top Kubernetes resources for 2026, AI-ranked: Draino, Available kubectl plugins and more β€” curated Cloud Native tools, guides and references."
 ---
 # Kubernetes
 
@@ -251,6 +251,11 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 #### Control Loops
 
   - **(2026)** [learnsteps.com: How Kubernetes works on reconciler pattern](https://www.learnsteps.com/how-kubernetes-works-on-a-reconciler-pattern) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A breakdown detailing the core control loop underlying Kubernetes' architecture: the state reconciliation pattern. Explains how controllers constantly poll state using an active feedback loop, identifying deviations between target specifications and current infrastructure status, and scheduling atomic changes to reconcile them.
+### Kubernetes Enhancements
+
+#### Resources
+
+  - **(2021)** [==KEP-2837: Especificaciones de Recursos a Nivel de Pod==](https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md) ⭐ 3887  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A critical Kubernetes Enhancement Proposal (KEP) addressing resource specification directly at the Pod level rather than duplicating definitions across individual container configurations. This proposed structural shift promises to optimize vertical pod autoscaling, simplify scheduler math, and streamline declarative application configurations.
 ### Microservices (1)
 
 #### Platform Engineering
@@ -385,6 +390,13 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 #### Overview
 
   - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” 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.
+## Cloud Architecture and Infrastructure Strategy
+
+### High Availability (1)
+
+#### Multi-region Deployments
+
+  - **(2023)** [==engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep Dive==](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” A real-world architectural dissection of how monday.com implemented a highly resilient, multi-regional cloud strategy to improve latency and adhere to strict regional data regulations. Explains state replication strategies, request routing optimizations, and database scaling bottlenecks encountered during global scaling.
 ## Cloud Native
 
 ### Community
@@ -392,9 +404,23 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 #### Directory
 
   - **(2021)** [techbeacon.com: 25 Kubernetes experts you should follow on Twitter](https://techbeacon.com/enterprise-it/25-kubernetes-experts-you-should-follow-twitter) [MARKDOWN CONTENT]  [LEGACY] β€” A curated directory of 25 Kubernetes experts and thought leaders. While compiled in 2021, current 2026 analysis indicates that many highlighted figures have transitioned to wider Platform Engineering, AI infrastructure, and multi-cloud platform architectures, though their legacy core insights on orchestration remain highly foundational.
+### Kubernetes (1)
+
+#### Cluster API
+
+##### Clusterclass
+
+  - **(2024)** [ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management in Cluster API](https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Outlines the ClusterClass feature inside Kubernetes Cluster API. Enables building reusable, abstract cluster topologies that simplify control-plane configuration and worker node pool management across diverse host infrastructure.
+## Cloud Native and Kubernetes Core
+
+### Container Orchestration (2)
+
+#### Fundamentals (3)
+
+  - **(2023)** [==cloud.google.com: What is Kubernetes? 🌟==](https://cloud.google.com/learn/what-is-kubernetes) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive foundation on Kubernetes, detailing its architectural pillars including the control plane, worker nodes, and declarative API engine. It outlines container scheduling, automated self-healing, and service discovery mechanisms essential for running resilient, modern cloud-native systems.
 ## Cloud Native Platforms
 
-### Kubernetes (1)
+### Kubernetes (2)
 
 #### Telemetry Bundles
 
@@ -448,7 +474,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
   - **(2021)** [platform9.com: Kubernetes Cluster Sizing – How Large Should a Kubernetes Cluster Be?](https://platform9.com/blog/kubernetes-cluster-sizing-how-large-should-a-kubernetes-cluster-be) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Explores calculation parameters used to size enterprise Kubernetes control environments. Reviews scaling limits of the internal etc database, virtual overlay network topologies, and standard scheduler limits.
 ## Cluster Management (1)
 
-### Cluster API
+### Cluster API (1)
 
 #### Declarative Infrastructure
 
@@ -598,9 +624,9 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 #### Programmatic Generation
 
   - **(2023)** [Templating YAML in Kubernetes with real code](https://learnkube.com/templating-yaml-with-code) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advocates for programmatic Kubernetes resource generation in real-world programming languages (Go, Python, Java) over raw text-interpolated tools like Helm. Details static typing validation advantages, testing, and GitOps orchestration scale benefits.
-## Container Orchestration (2)
+## Container Orchestration (3)
 
-### Kubernetes (2)
+### Kubernetes (3)
 
 #### Community Platforms
 
@@ -673,7 +699,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 
 ### Containerization
 
-#### Fundamentals (3)
+#### Fundamentals (4)
 
   - **(2023)** [geeksforgeeks.org: Kubernetes – Concept of Containers](https://www.geeksforgeeks.org/cloud-computing/kubernetes-concept-of-containers)  [COMMUNITY-TOOL] [GUIDE] β€” An educational resource decomposing container primitives within cloud computing environments. Details namespace isolation, cgroups resource enforcement, and how Kubernetes orchestrates these isolated Linux runtimes across virtual and physical bare-metal hardware.
 #### Virtualization Layers
@@ -744,6 +770,13 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 #### Awesome Lists
 
   - **(2026)** [==ramitsurana/awesome-kubernetes: Tools 🌟==](https://github.com/ramitsurana/awesome-kubernetes) ⭐ 15992  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive resource collection tracking ecosystem projects, documentation, configurations, and utilities. It serves as a comprehensive reference guide for cloud-native architects looking to select vetted tooling across networking, storage, security, and developer platforms.
+## Deployment and Delivery
+
+### Deployment Strategies
+
+#### Blue-green and Canary
+
+  - **(2024)** [semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes)  [COMMUNITY-TOOL] [GUIDE] β€” Technical tutorial illustrating native implementation of blue-green deployments on Kubernetes. Demonstrates how to manipulate service selectors, manage ingress controllers, and swap traffic dynamically with zero application downtime.
 ## DevOps
 
 ### CICD (1)
@@ -847,7 +880,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 #### API Usage
 
   - **(2021)** [harness.io: Introducing Recommendations API: Find Potential Cost Savings Programmatically](https://www.harness.io/blog/recommendations-api)  [COMMUNITY-TOOL] β€” Outlines programmatic cost reduction strategies utilizing Harness's Recommendations API. Shows how development teams can continuously query and apply optimized CPU/Memory resource constraints to reconcile performance with budget limits.
-## Fundamentals (4)
+## Fundamentals (5)
 
 ### Advocacy
 
@@ -1048,7 +1081,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 #### Performance Tuning
 
   - **(2021)** [blog.px.dev: How etcd works and 6 tips to keep in mind](https://blog.px.dev/etcd-6-tips) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive analyzing etcd internals under the Raft consensus mechanism. Provides six optimization techniques covering disk partition isolating, compact tasks, db sizing, lease scaling, and defragmentation routines necessary to protect cluster health.
-### Fundamentals (5)
+### Fundamentals (6)
 
 #### Comparisons
 
@@ -1081,7 +1114,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
   - **(2020)** [revistacloudcomputing.com: Los mejores proveedores de Kubernetes](https://www.revistacloudcomputing.com/2020/09/los-mejores-proveedores-de-kubernetes) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A comparison of leading managed Kubernetes providers (EKS, GKE, AKS) assessing features such as control plane pricing, scaling responsiveness, and upgrade paths. Extremely useful for infrastructure strategists.
 ### Migration (1)
 
-#### Container Orchestration (3)
+#### Container Orchestration (4)
 
   - **(2021)** [opensourcerers.org: How to go from Docker to Kubernetes the right way 🌟](https://www.opensourcerers.org/2021/02/01/how-to-go-from-docker-to-kubernetes-the-right-way) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive migration roadmap targeting teams transitioning from local Docker-centric environments to multi-node Kubernetes topologies. Focuses on rewriting network exposes, volume mounts, and orchestrating stateful workloads.
 #### Dev Environments
@@ -1102,8 +1135,18 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 #### Security (1)
 
   - **(2022)** [linuxtechi.com: How to Setup Private Docker Registry in Kubernetes (k8s)](https://www.linuxtechi.com/setup-private-docker-registry-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Presents the setup process for a secure private container registry deployed directly inside a target Kubernetes cluster. Details registry credentials, PersistentVolume storage attachments, TLS configurations, and Ingress routing rules.
+### Windows Containers
+
+#### Guides
+
+  - **(2022)** [loft.sh: Kubernetes on Windows: 6 Life-Saving Tools & Tips](https://www.vcluster.com/blog/kubernetes-on-windows-6-life-saving-tools-and-tips) [ADVANCED LEVEL]  [LEGACY] β€” A technical resource detailing operational best practices, troubleshooting mechanisms, and performance-tuning tricks for running Windows Server containers on hybrid Kubernetes clusters. It addresses common networking pitfalls (such as Calico or Flannel overlay differences) and resource limitation differences between Linux namespaces and Windows Job Objects. It provides engineering teams with practical tips to facilitate legacy .NET Framework containerization.
 ## Infrastructure As Code (1)
 
+### CICD (5)
+
+#### Self-hosted Runners
+
+  - **(2025)** [RunsOn: Self-hosted GitHub Actions Runners in AWS](https://runs-on.com) [GO CONTENT]  [COMMUNITY-TOOL] β€” An innovative open-source self-hosting solution that provisions fast, secure, on-demand EC2 single-use runners for GitHub Actions on AWS. Offers extreme cost reductions (up to 10x) utilizing EC2 spot instances with minimal boot delays.
 ### Crossplane and Control Planes
 
 #### Overview (1)
@@ -1154,9 +1197,9 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 
 ### General Reference
 
-  - [reddit.com/r/kubernetes](https://www.reddit.com/r/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/kubernetes in the Kubernetes Tools ecosystem.
-  - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Hardened Images for Every Developer in the Kubernetes Tools ecosystem.
   - [Kubernetes Troubleshooting: A Step-by-Step Guide](https://www.cncf.io/blog/2025/03/13/kubernetes-troubleshooting-a-step-by-step-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Troubleshooting: A Step-by-Step Guide in the Kubernetes Tools ecosystem.
+  - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Hardened Images for Every Developer in the Kubernetes Tools ecosystem.
+  - [reddit.com/r/kubernetes](https://www.reddit.com/r/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/kubernetes in the Kubernetes Tools ecosystem.
   - [dzone: Introduction To Kubernetes 🌟](https://dzone.com/articles/introduction-to-kubernetes-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Introduction To Kubernetes 🌟 in the Kubernetes Tools ecosystem.
   - [cncf.io: Kubernetes 101: An Introduction 🌟](https://www.cncf.io/blog/2020/12/14/kubernetes-101-an-introduction)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes 101: An Introduction 🌟 in the Kubernetes Tools ecosystem.
   - [dzone.com: Kubernetes Architecture Diagram 🌟🌟🌟](https://dzone.com/articles/kubernetes-architecture-diagram)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Kubernetes Architecture Diagram== 🌟🌟🌟 in the Kubernetes Tools ecosystem.
@@ -1198,7 +1241,13 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
   - **(2023)** [==KubeCarrier - Service Management at Scale==](https://github.com/kubermatic/kubecarrier) ⭐ 291  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” 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.
 ## Networking
 
-### Kube-proxy
+### Core Services
+
+#### Kube-proxy
+
+  - **(2021)** [dustinspecker.com: iptables: How Kubernetes Services Direct Traffic to Pods](https://dustinspecker.com/posts/iptables-how-kubernetes-services-direct-traffic-to-pods) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Low-level diagnostic guide tracing the packet path through programmed iptables rules. Demonstrates exactly how kube-proxy routes cluster IP destination calls to dynamic backend endpoints.
+  - **(2021)** [arthurchiao.art: Cracking kubernetes node proxy (aka kube-proxy)](https://arthurchiao.art/blog/cracking-k8s-node-proxy) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive technical blog exploring the design principles of the node proxy. Compares user-space, iptables, and IPVS proxy modes with performance telemetry data.
+### Kube-proxy (1)
 
 #### IPVS Routing
 
@@ -1244,7 +1293,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 #### Deep Dive (1)
 
   - **(2021)** [**harness.io: Kubernetes Services Explained 🌟**](https://www.harness.io/blog/kubernetes-services-explained) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Analyzes the network mechanics of Kubernetes Services, detailing internal DNS resolution, kube-proxy iptables configurations, and IPVS packet translation rules. Useful for tracing service discovery latencies.
-#### Fundamentals (6)
+#### Fundamentals (7)
 
   - **(2020)** [blog.alexellis.io: A Primer: Accessing services in Kubernetes](https://blog.alexellis.io/primer-accessing-kubernetes-services) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Demystifies service exposition mechanisms. Breaks down the network plumbing and structural configuration differences between ClusterIP, NodePort, and cloud-provider LoadBalancer integrations.
 #### IPVS
@@ -1257,6 +1306,13 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 #### Automation (1)
 
   - **(2024)** [==external-dns==](https://github.com/kubernetes-sigs/external-dns) ⭐ 8985  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A vital ecosystem add-on that dynamically configures external DNS providers based on active Ingress and Service host declarations. Ensures automated external network connectivity.
+## Networking and Security
+
+### Kubernetes Networking
+
+#### Deep Dive (2)
+
+  - **(2020)** [==ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟==](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exquisite, step-by-step technical analysis of the process of container instantiation and network interface creation. Explores how the Kubelet invokes CNI plugins to assign an IP address. Live Grounding validates that understanding the low-level CNI specification and IPC interactions is crucial for debugging cluster networking bottlenecks.
 ## Observability (1)
 
 ### Debugging (2)
@@ -1404,7 +1460,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
 #### Maturity Frameworks
 
   - **(2022)** [fairwinds.medium.com: Kubernetes Maturity Model](https://www.fairwinds.com/kubernetes-maturity-model)  [CASE STUDY] [COMMUNITY-TOOL] β€” Introduces a multi-phased maturity model mapping an organization's path from raw experimentation and initial containerization to advanced, automated platform optimization, enterprise governance, declarative policy enforcement, and multi-cluster orchestration.
-### High Availability (1)
+### High Availability (2)
 
 #### Deployment Best Practices
 
@@ -1477,7 +1533,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
   - **(2021)** [**kubermatic.com: The Ultimate Checklist for Running Kubernetes in Production**](https://www.kubermatic.com/resources/the-ultimate-checklist-for-running-kubernetes-in-production) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An extensive production operations checklist for Kubernetes deployments. Covers crucial production readiness requirements across observability, ingress security, RBAC policies, network segmentation, and backup recovery operations.
 ### Registry (1)
 
-#### High Availability (2)
+#### High Availability (3)
 
   - **(2021)** [blog.kintone.io: Tolerating failures in container image registries 🌟](https://blog.kintone.io/entry/neco-registry) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Case study analyzing how to deploy failure-tolerant private registries in high-availability environments. Explains how to set up resilient storage layers, handle replication synchronization, and use local pull-through caching to shield nodes from upstream network outages.
 ### Reliability (2)
@@ -1533,7 +1589,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
   - **(2026)** [==Ramilito/kubesess==](https://github.com/Ramilito/kubesess) ⭐ 284  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A multi-session context manager that isolates Kubernetes session configs within split terminal tabs. Unlike default global switches, this Rust utility guarantees engineers can safely run separate commands targeting different zones and clusters simultaneously without cross-cluster command contamination.
 ### System Administration (1)
 
-#### Fundamentals (7)
+#### Fundamentals (8)
 
   - **(2021)** [redhat.com: Kubernetes basics for sysadmins](https://www.redhat.com/en/blog/kubernetes-basics-sysadmins) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines Kubernetes through the lens of bare-metal and VM sysadmins. Contextualizes namespaces, control groups (cgroups), and network namespaces against traditional Linux system administration paradigms.
 ### Troubleshooting (2)
@@ -1887,7 +1943,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
   - **(2026)** [==kconnect - The Kubernetes Connection Manager CLI==](https://github.com/fidelity/kconnect) ⭐ 243  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-ready connection manager used to secure and automate context discovery in cloud environments. It integrates CLI authentication directly with corporate directory providers (such as SAML, OIDC, AWS IAM, Azure AD), making it simple to manage multi-tenant access safely.
 ### Authentication Protocols
 
-#### CICD (5)
+#### CICD (6)
 
   - **(2021)** [tremolosecurity.com: Pipelines and Kubernetes Authentication](https://www.tremolo.io/post/pipelines-and-kubernetes-authentication) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A tactical guide outlining security risks of using long-lived ServiceAccount tokens within build pipelines. Recommends implementing ephemeral OIDC federation tokens and short-lived credential models to authenticate pipelines securely.
 ### Best Practices (4)
@@ -2256,7 +2312,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Dep
   - **(2021)** [**loft.sh: Kubernetes StatefulSet - Examples & Best Practices**](https://www.vcluster.com/blog/kubernetes-statefulset-examples-and-best-practices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the design space of StatefulSets, concentrating on Volume Claim Templates, headless services, and storage scaling hazards. Highlights best practices for migrating production database clusters into cloud-native topologies.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/kustomize.md b/v2-docs/kustomize.md
index 5517dd88..a9100d5f 100644
--- a/v2-docs/kustomize.md
+++ b/v2-docs/kustomize.md
@@ -65,7 +65,7 @@ description: "Top Kustomize resources for 2026, AI-ranked: Kubestack Gitops Fram
   - **(2026)** [==Kubestack Gitops Framework==](https://github.com/kbst/terraform-kubestack) ⭐ 709  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source Terraform-driven GitOps framework configured to simplify public cloud Kubernetes platform deployments and application configurations. It leverages native inheritance behaviors of Terraform modules to manage multi-cluster topologies predictably. It bridges infrastructure provisioning and GitOps continuous delivery workflows.
 
 ---
-πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Pulumi](./pulumi.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/linux-dev-env.md b/v2-docs/linux-dev-env.md
index f4b36851..7c3f7548 100644
--- a/v2-docs/linux-dev-env.md
+++ b/v2-docs/linux-dev-env.md
@@ -62,7 +62,7 @@ description: "Top Linux Dev Env resources for 2026, AI-ranked: Windows Terminal
   - **(2026)** [9elements.com: Developing on Windows with WSL2](https://9elements.com/blog/developing-on-windows-with-wsl2)  [COMMUNITY-TOOL] β€” A developer-focused guide optimizing local Windows workflows with WSL2. Provides performance instructions on using WSL2 backends alongside Docker Desktop, configuring VS Code remote-containers, and mitigating cross-file system read/write overhead.
 
 ---
-πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md)
+πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/linux.md b/v2-docs/linux.md
index 412de8d9..53d9c438 100644
--- a/v2-docs/linux.md
+++ b/v2-docs/linux.md
@@ -100,6 +100,11 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
 
   - **(2025)** [tecmint.com 🌟](https://www.tecmint.com) [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Educational Linux ecosystem portal offering high-quality command line, tool setup, and server administration guides designed for system administrators and DevOps engineers.
   - **(2025)** [unixmen.com 🌟](https://www.unixmen.com) [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Linux and UNIX ecosystem repository hosting comprehensive system configuration walkthroughs, software integrations, and general operating system guides for infrastructure engineers.
+### Kernel
+
+#### Resource Allocation
+
+  - **(2021)** [Controlling Process Resources with Linux Control Groups (cgroups)](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) [C/BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A system-level deep dive explaining Linux control groups (cgroups v1/v2). Demonstrates how Kubernetes translates resource limits/requests in YAML manifests to cgroup system boundaries, enforcing CPU and memory quotas.
 ### Networking
 
 #### SSH Management
@@ -200,6 +205,7 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
 
 #### Best Practices
 
+  - **(2015)** [==Bash Pitfalls 🌟==](https://mywiki.wooledge.org/BashPitfalls) [BASH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical compendium of syntax traps, variable-expansion failures, and execution hazards in GNU Bash. This reference provides deep architectural insight into bash process substitution, globbing, and pipeline evaluation. Live Grounding verifies this wiki as the definitive industry guide for engineering resilient, non-deterministic system scripts.
   - **(2020)** [**pythonspeed.com: Please stop writing shell scripts**](https://pythonspeed.com/articles/shell-scripts) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A provocative architectural critique outlining the systematic failure modes of complex bash scripts in enterprise environments. It advocates for transitioning back to robust, typed languages like Python for complex logic. Live Grounding highlights this paradigm shift in DevOps, where script complexity mandates structured programming.
   - **(2021)** [dev.to: Writing Bash Scripts Like A Pro - Part 1 - Styling Guide](https://dev.to/unfor19/writing-bash-scripts-like-a-pro-part-1-styling-guide-4bin) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This operational guide presents structured design patterns, formatting protocols, and linting guidelines for creating industrial-grade Bash scripts. It prioritizes codebase legibility and predictive execution paths. Live Grounding emphasizes its synergy with contemporary static analysis tools to maintain complex configuration scripts.
   - **(2012)** [robertmuth.blogspot.com: Better Bash Scripting in 15 Minutes](https://robertmuth.blogspot.com/2012/08/better-bash-scripting-in-15-minutes.html) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A concise framework detailing critical Bash execution policies, command parsing strategies, and error mitigation techniques. It emphasizes the structural shift from rapid prototyping to production-grade shell scripting. While historically useful, Live Grounding indicates that modern environments frequently augment these guidelines with automated linters like ShellCheck.
@@ -269,6 +275,7 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
   - **(2009)** [==Oh My Zsh==](https://ohmyz.sh) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier framework for managing Zsh shell configurations. It comes packaged with thousands of community-authored helper functions, themes, and CLI integrations. Live Grounding highlights its unparalleled adoption across developer workstations, standardizing interactive command-line interfaces.
 #### Tricks and Tweaks
 
+  - **(2008)** [**CommandLineFu 🌟**](https://www.commandlinefu.com/commands/browse) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive, crowd-sourced catalog of advanced Linux command execution scripts, categorized by utility and syntax goals. Live Grounding confirms it is widely used by system administrators to query fast fixes and operational bash templates.
   - **(2011)** [climagic.org](https://www.climagic.org) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An interactive, community-curated archive demonstrating shell scripting snippets, terminal jokes, and advanced command-line recipes. Live Grounding indicates it serves as an educational repository for shell optimization.
   - **(2009)** [Linux 101 Hacks](https://linux.101hacks.com) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An extensive list of command-line shortcuts, system configurations, and utility operations designed to optimize server interactions. Live Grounding notes that while command defaults have updated, the fundamentals of text manipulation remain relevant.
   - **(2009)** [twitter.com/commandlinefu](https://x.com/commandlinefu) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Social feed broadcasting community-curated bash commands, scripting shortcuts, and performance debugging tips. Live Grounding shows it acts as an informative micro-learning stream for system operations professionals.
@@ -411,6 +418,7 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
 ??? abstract "Architect's Technical Comparison Table"
     | Solution | Maturity | Primary Focus | Language | Stars |
     | :--- | :--- | :--- | :--- | :--- |
+    | [learnitguide.net 🌟](https://www.learnitguide.net) |  | SysAdmin Tutorials | English | 🌟🌟🌟🌟 |
     | [The Geek Stuff](https://www.thegeekstuff.com) |  | SysAdmin Tutorials | English | 🌟🌟🌟🌟 |
     | [linuxteck.com](https://www.linuxteck.com) |  | SysAdmin Tutorials | English | 🌟🌟🌟 |
     | [howtoforge.com](https://www.howtoforge.com) |  | SysAdmin Tutorials | English | 🌟🌟🌟 |
@@ -420,6 +428,7 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
     | [Linux Skills](https://www.youtube.com/channel/UCu2eNnWy-zc1xt_shCXQQfA) |  | SysAdmin Tutorials | English | 🌟🌟🌟 |
     | [Linux-tutorial.info](https://www.linux-tutorial.info) |  | SysAdmin Tutorials | English | 🌟🌟 |
 
+  - **(2026)** [**learnitguide.net 🌟**](https://www.learnitguide.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A curated educational platform providing in-depth guides on enterprise Linux administration, DevOps tools, automation, and cloud platforms. Its systematic tutorials are designed to prepare system administrators for managing highly available enterprise environments.
   - **(2026)** [**The Geek Stuff**](https://www.thegeekstuff.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An exceptionally popular command reference and Linux administration blog, known for its concise "15 practical examples" format. Covers database tuning, bash programming, security hardening, and server automation essentials.
   - **(2026)** [linuxteck.com](https://www.linuxteck.com) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A dedicated tutorial and documentation hub focusing on enterprise Linux systems administration, covering core utilities, service configuration, and security best practices. The platform provides structured command-line examples suitable for automating server maintenance and maintaining system reliability.
   - **(2026)** [howtoforge.com](https://www.howtoforge.com) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An extensive repository of step-by-step Linux installation and configuration tutorials, heavily focusing on hosting environments, mail servers, and virtualization. It serves as an essential tactical resource for setting up reproducible server configurations across various Linux distributions.
@@ -511,6 +520,9 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
   - **(2023)** [blog.ashwinchat.com: 9 Months of Full Time Neovim + Tmux](https://blog.ashwinchat.com/9-months-of-full-time-vim) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly reflective engineering journal detailing a 9-month migration from IDEs to a unified Neovim and Tmux terminal setup. Evaluates configuration complexity, speed gains, and terminal ergonomics.
 ## Security (2)
 
+### Auditing
+
+  - **(2021)** [sysadminxpert.com: How to do Security Auditing of CentOS System Using Lynis Tool](https://sysadminxpert.com/how-to-do-security-auditing-of-centos-system-using-lynis-tool) [SHELL CONTENT] [ADVANCED LEVEL]  [GUIDE] [LEGACY] β€” Step-by-step tutorial on executing Lynis for systemic compliance checks, privilege audits, and vulnerability detection. Live grounding notes that while CentOS is deprecated, Lynis remains an enterprise-stable auditor on Rocky, Alma, and generic RHEL-family distributions.
 ### Data Sanitation
 
   - **(2021)** [opensource.com: 4 Linux tools to erase your data](https://opensource.com/article/21/10/linux-tools-erase-data) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” 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.
@@ -582,7 +594,7 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
   - **(2022)** [redhat.com: How to customize VM and cloud images with guestfish](https://www.redhat.com/en/blog/customize-vm-cloud-images-guestfish) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Explains how to integrate `guestfish` pipelines into cloud image provisioning scripts. Details the automated modification of network configurations, credential injection, and software installations within raw VM images.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/liquibase.md b/v2-docs/liquibase.md
index 3ff44906..3d390126 100644
--- a/v2-docs/liquibase.md
+++ b/v2-docs/liquibase.md
@@ -62,7 +62,7 @@ description: "Curated, AI-ranked Liquibase resources for the 2026 Cloud Native a
   - **(2023)** [martinfowler.com](https://martinfowler.com/articles/evodb.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
 
 ---
-πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Pulumi](./pulumi.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/lowcode-nocode.md b/v2-docs/lowcode-nocode.md
index 3e16a418..723a4abb 100644
--- a/v2-docs/lowcode-nocode.md
+++ b/v2-docs/lowcode-nocode.md
@@ -36,7 +36,7 @@ description: "Curated, AI-ranked Lowcode Nocode resources for the 2026 Cloud Nat
   - **(2021)** [techradar.com: Low-code could replace "traditional" coding within months](https://www.techradar.com/news/low-code-could-replace-traditional-coding-within-months) 🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” A provocative analysis reflecting on speculative industry trends regarding low-code automation. It highlights how aggressive market expansion projections suggest rapid enterprise adoption, while detailing the ongoing debate about scalability limits.
 
 ---
-πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md)
+πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/managed-kubernetes-in-public-cloud.md b/v2-docs/managed-kubernetes-in-public-cloud.md
index 4540bde4..fdaff07a 100644
--- a/v2-docs/managed-kubernetes-in-public-cloud.md
+++ b/v2-docs/managed-kubernetes-in-public-cloud.md
@@ -130,6 +130,11 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Automation
 
   - **(2026)** [==github.com/awslabs: Kubernetes Migration Factory User Guide 🌟==](https://github.com/awslabs/aws-kubernetes-migration-factory) ⭐ 130  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The AWS Kubernetes Migration Factory provides an automated, programmatic framework for migrating legacy VM-based or on-premises workloads into Amazon EKS. Curator Insight notes its structured pipelines that reduce migration errors, while Live Grounding confirms its utility in enterprise-scale rehosting plans. Key features include source-to-target automation, pre-migration validation, and automated target cluster provisioning.
+### Container Orchestration
+
+#### EKS Security
+
+  - **(2023)** [Amazon EKS introduces EKS Pod Identity](https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” EKS Pod Identity simplifies the association of IAM roles with Kubernetes service accounts. This model bypasses the complexities of OIDC trust configurations, offering highly scalable, secure, and isolated credential structures for containers.
 ### Continuous Delivery
 
 #### Gitops
@@ -192,9 +197,6 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### PCI DSS
 
   - **(2020)** [aws whitepapers: Architecting Amazon EKS for PCI DSS Compliance (pdf) 🌟🌟](https://d1.awsstatic.com/whitepapers/architecting-amazon-eks-for-pci-dss-compliance.pdf) [PDF CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” 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.
-#### Policy Enforcement
-
-  - **(2021)** [aws.amazon.com: Easy as one-two-three policy management with Kyverno on Amazon EKS 🌟](https://aws.amazon.com/blogs/containers/easy-as-one-two-three-policy-management-with-kyverno-on-amazon-eks) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the deployment of Kyverno on Amazon EKS to enforce policy as code using native Kubernetes resources. It demonstrates how to write policies to restrict root privileges, mutate incoming resources, and audit cluster compliance directly without writing complex Rego code.
 ### Storage
 
 #### Amazon EFS
@@ -418,6 +420,9 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Finops
 
   - **(2022)** [cloud.google.com: Know more, spend less: how GKE cost optimization insights help you optimize Kubernetes](https://cloud.google.com/blog/products/containers-kubernetes/gke-cost-optimization-insights-now-ga) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Examines GKE's native cost optimization insights, which surface over-provisioned CPU/Memory metrics directly within the console. Guides platform architects on utilizing automated rightsizing recommendations to minimize container cost overruns while maintaining necessary performance profiles.
+#### GKE Core
+
+  - **(2025)** [Google Kubernetes Engine](https://cloud.google.com/kubernetes-engine) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Core landing documentation for Google Kubernetes Engine (GKE), highlighting GKE's industry-standard capabilities. Specifically focuses on setting up node pools with custom kernel parameters, eliminating post-bootstrap script workarounds. Provides the baseline reference for standard-setting enterprise container management.
 #### Industry Analysis
 
   - **(2021)** [techcrunch.com: Google Cloud puts its Kubernetes Engine on autopilot](https://techcrunch.com/2021/02/24/google-cloud-puts-its-kubernetes-engine-on-autopilot) [N/A CONTENT]  [COMMUNITY-TOOL] β€” TechCrunch's coverage of GKE Autopilot, highlighting its impact on managed container orchestration trends. Focuses on the trade-offs of restricting low-level node configurations in exchange for SLA-backed operations and optimized bin-packing. Evaluates the strategic TCO reductions of serverless-style Kubernetes models.
@@ -673,11 +678,6 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
   - **(2022)** [docs.microsoft.com: Start and stop an Azure Kubernetes Service (AKS) node pool 🌟](https://learn.microsoft.com/en-us/azure/aks/start-stop-nodepools) [BASH CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official Microsoft technical guide documenting native start/stop capabilities inside AKS user node pools. Simplifies operational management by shutting down scaling instances to minimize computing costs during inactive schedules.
 ## Orchestration
 
-### AKS
-
-#### Tutorials
-
-  - **(2022)** [build5nines.com: Terraform: Create an AKS Cluster 🌟](https://build5nines.com/terraform-create-an-aks-cluster) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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.
 ### Azure Compute
 
 #### AKS and ACI
@@ -792,7 +792,7 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
   - **(2022)** [digitalocean.com: Kubernetes for startups: Why, when, and how to adopt](https://www.digitalocean.com/resources/articles/kubernetes-for-startups) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An architectural strategy guide assessing the costs and benefits of introducing Kubernetes inside early-stage startup ecosystems. Covers common mistakes like over-engineering cluster setups early on and maps out criteria for when to transition from PaaS tools to fully-managed Kubernetes environments.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md)
+πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/matrix-table.md b/v2-docs/matrix-table.md
index e6e1ee15..c3533d99 100644
--- a/v2-docs/matrix-table.md
+++ b/v2-docs/matrix-table.md
@@ -66,6 +66,13 @@ description: "Top Matrix Table resources for 2026, AI-ranked: **Kubespray**, Min
 #### Minikube
 
   - **(2026)** [==Minikube==](https://github.com/kubernetes/minikube) ⭐ 31871  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Minikube remains an industry-standard sandbox for launching local single-node Kubernetes clusters. Supports diverse VM drivers, bare-metal deployment modes, and native Docker-in-Docker execution environments tailored for application testing.
+## Networking and Security
+
+### Kubernetes Networking
+
+#### Ingress and Traffic
+
+  - **(2023)** [==Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An expansive, community-maintained comparison spreadsheet detailing the feature matrices, protocol supports, dynamic reloading behaviors, and ecosystem integrations of various Ingress Controllers. Live Grounding highlights this dynamic reference as an essential resource for architects choosing ingress tools based on enterprise requirements.
 ## Platform Architecture
 
 ### Cloud Providers
@@ -101,7 +108,7 @@ description: "Top Matrix Table resources for 2026, AI-ranked: **Kubespray**, Min
   - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) ⭐ 389  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” 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 legacy.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/maven-gradle.md b/v2-docs/maven-gradle.md
index 77cd57e6..712ee882 100644
--- a/v2-docs/maven-gradle.md
+++ b/v2-docs/maven-gradle.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Maven Gradle resources for 2026, AI-ranked: JBang, GitHub: Eclipse JKube and more β€” curated Cloud Native tools, guides and references."
+description: "Top Maven Gradle resources for 2026, AI-ranked: JBang, JKube and more β€” curated Cloud Native tools, guides and references."
 ---
 # Maven, Gradle and SDKMAN
 
@@ -89,9 +89,19 @@ description: "Top Maven Gradle resources for 2026, AI-ranked: JBang, GitHub: Ecl
 
 #### Eclipse Jkube
 
+##### Migration
+
+  - **(2020)** [**eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to Eclipse JKube 🌟**](https://eclipse.dev/jkube/docs/migration-guide) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” The official Eclipse foundation migration documentation for moving from Fabric8 to JKube. Live Grounding confirms this is the authoritative reference for modifying existing POM.xml profiles, aligning configuration namespaces, and preserving legacy custom templates under the new JKube APIs.
+  - **(2020)** [developers.redhat.com: Migrating from Fabric8 Maven Plugin to Eclipse JKube 1.0.0](https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0) 🌟🌟🌟 [LEGACY] β€” This Red Hat technical guide provides step-by-step instructions for transitioning legacy configurations from the Fabric8 Maven Plugin to Eclipse JKube 1.0.0. Live Grounding highlights its historical and architectural value in easing technical debt during legacy container-modernization efforts. It ensures continuous delivery pipelines are adapted correctly with zero manifest generation disruption.
 ##### Overview
 
   - **(2020)** [blog.marcnuri.com: Eclipse JKube introduction: Java tools and plugins for Kubernetes and OpenShift](https://blog.marcnuri.com/eclipse-jkube-introduction-kubernetes-openshift) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory blog post showcasing the capabilities of JKube's Kubernetes Maven and Gradle plugins. Live Grounding points to this resource as an excellent conceptual primer, explaining the transition from raw Java byte code to orchestrator-ready container configurations with minimal configuration overhead.
+##### Quarkus Integration
+
+  - **(2021)** [YouTube: Deploying a Quarkus application into Kubernetes using JKube | Cloud Tool Time | Marc Nuri 🌟](https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A video guide by Marc Nuri illustrating how to deploy a Quarkus microservice to Kubernetes using Eclipse JKube plugins. Live Grounding shows that JKube's framework detection shines in native GraalVM compile steps, producing ultra-optimized, small-footprint containers without complex Dockerfile configurations.
+##### Release Announcement
+
+  - **(2020)** [developers.redhat.com: Cloud-native Java applications made easy: Eclipse JKube 1.0.0 now available](https://developers.redhat.com/blog/2020/09/09/cloud-native-java-applications-made-easy-eclipse-jkube-1-0-0-now-available) 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official Red Hat release announcement for Eclipse JKube 1.0.0, highlighting its framework-detection features for Quarkus, Spring Boot, and WildFly. Live Grounding shows that this release established configuration-free Kubernetes containerization for Java, moving the ecosystem toward hands-off cluster-native builds. It proved the viability of auto-detecting Java web framework archetypes.
 ##### Release Notes
 
   - **(2021)** [blog.marcnuri.com: Eclipse JKube 1.4.0 is now available!](https://blog.marcnuri.com/eclipse-jkube-1-4-0) 🌟🌟 [COMMUNITY-TOOL] β€” An update detailing features and improvements delivered in Eclipse JKube 1.4.0. Live Grounding indicates that updates like 1.4.0 stabilized multi-platform image generation capabilities and introduced robust handling of custom Helm charts and manifest validation rules.
@@ -121,6 +131,13 @@ description: "Top Maven Gradle resources for 2026, AI-ranked: JBang, GitHub: Ecl
 
   - **(2015)** [Playing with gradle](https://develosapiens.wordpress.com/2015/05/08/playing-with-gradle) 🌟 [COMMUNITY-TOOL] β€” An early-era developer's log exploring task setups in Gradle. Live Grounding confirms its value is now purely historical, documenting the community transition away from rigid, XML-heavy Maven structures towards flexible, code-based build files.
   - **(2026)** [==gradle.org==](https://gradle.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” 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.
+## Developer Experience
+
+### Inner Loop
+
+#### Maven Integration
+
+  - **(2025)** [**JKube**](https://eclipse.dev/jkube) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Eclipse JKube is a collection of plugins and libraries used for building container images and generating Kubernetes manifests out of Java projects. Successor to the popular Fabric8 Maven Plugin, it integrates natively into Maven and Gradle builds. In 2026, it remains a robust enterprise choice for teams seeking to automate image builds and deployments directly from their existing JVM build pipelines.
 ## Developer Productivity
 
 ### IDE Integrations
@@ -133,7 +150,7 @@ description: "Top Maven Gradle resources for 2026, AI-ranked: JBang, GitHub: Ecl
   - **(2026)** [**code.visualstudio.com: Java Project Management in VS Code**](https://code.visualstudio.com/docs/java/java-project) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Guide on setting up VS Code for enterprise Java development. Showcases full integration with Apache Maven, offering seamless debugging, project dependency visualization, and execution pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md)
+πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/message-queue.md b/v2-docs/message-queue.md
index d650fa30..517261b2 100644
--- a/v2-docs/message-queue.md
+++ b/v2-docs/message-queue.md
@@ -638,10 +638,15 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Event-driven Architecture
 
   - **(2023)** [ibm.com: Event-driven cloud-native applications (microservices)](https://www.ibm.com/think/topics/cloud-native) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This IBM resource details how event-driven applications scale natively inside Kubernetes clusters. It focuses on isolating boundaries and implementing lightweight message-driven scaling paths for complex enterprise systems.
-### Decomposition
+### Data Management
 
 #### Event-driven Architecture (1)
 
+  - **(2016)** [infoq.com: Turning Microservices Inside-Out](https://www.infoq.com/articles/microservices-inside-out) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
+### Decomposition
+
+#### Event-driven Architecture (2)
+
   - **(2020)** [infoq.com: From Monolith to Event-Driven: Finding Seams in Your Future Architecture](https://www.infoq.com/articles/event-driven-finding-seams) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
 ### Distributed Transactions
 
@@ -655,10 +660,10 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
   - **(2019)** [verraes.net: DDD and Messaging Architectures 🌟](https://verraes.net/2019/05/ddd-msg-arch) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This resource maps Domain-Driven Design (DDD) concepts onto messaging architectures. It explores how to structure messaging channels and aggregate roots to avoid distributed monolith structures and optimize data routing.
 ### Enterprise Integration (2)
 
-#### Event-driven Architecture (2)
+#### Event-driven Architecture (3)
 
   - **(2021)** [redhat.com: Event-driven architecture: Understanding the essential benefits 🌟](https://www.redhat.com/en/blog/event-driven-architecture-essentials)  [COMMUNITY-TOOL] β€” This Red Hat architectural summary documents the enterprise benefits of Event-Driven Architectures (EDA). It focuses on asynchronous communication, decoupling execution contexts, and enabling real-time analytics integrations.
-### Event-driven Architecture (3)
+### Event-driven Architecture (4)
 
 #### Industry Trends
 
@@ -684,9 +689,16 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
   - **(2020)** [blog.bitsrc.io: Why Microservices Should use Event Sourcing 🌟](https://blog.bitsrc.io/why-microservices-should-use-event-sourcing-9755a54ebfb4) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth analysis advocating for Event Sourcing inside microservice frameworks. It details how recording every event state change enables historical auditability and decouples read queries from primary transaction engines via CQRS.
 ### Web Development
 
-#### Event-driven Architecture (4)
+#### Event-driven Architecture (5)
 
   - **(2020)** [stackoverflow.blog: How event-driven architecture solves modern web app problems 🌟](https://stackoverflow.blog/2020/03/16/how-event-driven-architecture-solves-modern-web-app-problems)  [COMMUNITY-TOOL] β€” This study from StackOverflow contrasts traditional request-response architectures with asynchronous event structures. It explains how shifting to non-blocking patterns resolves high-concurrency web app bottlenecks, increasing system fault tolerance.
+## Networking and Security
+
+### Load Balancing
+
+#### Performance and Tuning
+
+  - **(2023)** [==learnk8s.io: Load balancing and scaling long-lived connections in Kubernetes 🌟🌟🌟==](https://learnkube.com/kubernetes-long-lived-connections) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptional, highly-detailed exploration of how Kubernetes handles long-lived connections such as gRPC, HTTP/2, and WebSockets. Analyzes why standard iptables-based kube-proxy L4 load balancing fails to distribute traffic evenly, causing backend starvation. Live Grounding highlights that resolving these issues requires client-side load balancing, proxy-assisted gRPC routing, or active connection-termination intervals.
 ## Orchestration
 
 ### Workflow Engines
@@ -741,7 +753,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
   - **(2020)** [adambien.blog - 75th **airhacks.tv** Questions and Answers: Kafka, JAX-RS, MicroProfile, JSON-B, GSON, JWT, VSC, NetBeans, Java Fullstack](https://adambien.blog/roller/abien/entry/kafka_jax_rs_microprofile_json) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An edition of Adam Bien's 'airhacks.tv' Q&A series focusing on modern enterprise Java backend architectures. Key engineering discussions cover reactive Kafka messaging integration using MicroProfile, JAX-RS REST endpoint implementations, and a comparison of JSON serialization libraries (JSON-B vs GSON).
 
 ---
-πŸ’‘ **Explore Related:** [Databases](./databases.md) | [Crunchydata](./crunchydata.md) | [Yaml](./yaml.md)
+πŸ’‘ **Explore Related:** [Databases](./databases.md) | [NoSQL](./nosql.md) | [Crunchydata](./crunchydata.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/mkdocs.md b/v2-docs/mkdocs.md
index c39fa468..cde67efe 100644
--- a/v2-docs/mkdocs.md
+++ b/v2-docs/mkdocs.md
@@ -110,7 +110,7 @@ description: "Top Mkdocs resources for 2026, AI-ranked: Markdown Cheat Sheet 4,
   - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” The authoritative reference guide for GitHub Flavored Markdown (GFM). Essential for managing documentation structures, creating rich README files, formatting issue trackers, and building interactive templates within the developer workflow.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/mlops.md b/v2-docs/mlops.md
index 59fea4fe..6d6db022 100644
--- a/v2-docs/mlops.md
+++ b/v2-docs/mlops.md
@@ -1,5 +1,5 @@
 ---
-description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions and more β€” curated Cloud Native tools, guides and references."
+description: "Top MLOps resources for 2026, AI-ranked: kubeflow, Ray and more β€” curated Cloud Native tools, guides and references."
 ---
 # Machine Learning Ops (MLOps) and Data Science
 
@@ -229,6 +229,7 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
   - **(2023)** [dev.to/pavanbelagatti: Deploy Any AI/ML Application On Kubernetes: A Step-by-Step Guide!](https://dev.to/pavanbelagatti/deploy-any-aiml-application-on-kubernetes-a-step-by-step-guide-2i37) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Hands-on guide showing how to package, deploy, and scale diverse machine learning applications using Kubernetes manifests. Focuses on establishing proper ingress routing, service definitions, CPU/GPU resource constraints, and continuous monitoring sidecars within a native cluster environment.
 ### Kubeflow
 
+  - **(2026)** [==kubeflow==](https://www.kubeflow.org) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubeflow is the leading cloud-native open-source MLOps suite designed to construct, deploy, and run modular machine learning workflows on Kubernetes clusters. Provides a comprehensive platform for managing Jupyter notebooks, workflow pipelines, and highly optimized inference deployments.
   - **(2021)** [infracloud.io: Machine Learning Orchestration on Kubernetes using Kubeflow](https://www.infracloud.io/blogs/machine-learning-orchestration-kubernetes-kubeflow) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores the practical orchestration of complex ML workflows using Kubeflow pipelines on Kubernetes. Outlines the underlying architecture, components (e.g., pipelines, notebook servers, metadata), and strategic advantages over non-containerized distributed ML setups.
 ## Learning Roadmap (1)
 
@@ -366,7 +367,7 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
   - **(2022)** [**ML Platform Workshop**](https://github.com/aporia-ai/mlplatform-workshop) ⭐ 445  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A hands-on technical workshop repository showcasing the design of an end-to-end Machine Learning Platform. Demonstrates real-world integration of model registries, tracking servers, and deployment mechanisms under production-like conditions. Excellent educational resource for learning the architectural glue of modern MLOps frameworks.
 
 ---
-πŸ’‘ **Explore Related:** [AI Agents MCP](./ai-agents-mcp.md) | [AI](./ai.md) | [ChatGPT](./chatgpt.md)
+πŸ’‘ **Explore Related:** [AI](./ai.md) | [ChatGPT](./chatgpt.md) | [AI Agents MCP](./ai-agents-mcp.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/monitoring.md b/v2-docs/monitoring.md
index a0d41251..b058f905 100644
--- a/v2-docs/monitoring.md
+++ b/v2-docs/monitoring.md
@@ -279,17 +279,11 @@ description: "Top Monitoring resources for 2026, AI-ranked: Awesome Sysadmin, Op
 #### Resources
 
   - **(2026)** [==Awesome Sysadmin==](https://github.com/awesome-foss/awesome-sysadmin) ⭐ 34277  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs.
-## Kubernetes Management
-
-### Monitoring and Observability
-
-#### Etcd Monitoring
-
-  - **(2023)** [Monitor Etcd with Prometheus and Grafana using Rancher](https://www.suse.com/c/rancher_blog/monitor-etcd-with-prometheus-and-grafana-using-rancher) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An operational runbook explaining how to configure Prometheus and Grafana within SUSE Rancher to audit and visualize etcd status. Evaluates critical etcd parameters including database size, disk synchronization latency, and peer communication health.
 ## Kubernetes Tools
 
 ### General Reference
 
+  - [dzone: 8 Options for Capturing Thread Dumps](https://dzone.com/articles/how-to-take-thread-dumps-7-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 8 Options for Capturing Thread Dumps in the Kubernetes Tools ecosystem.
   - [dzone.com: Performance Patterns in Microservices-Based Integrations](https://dzone.com/articles/performance-patterns-in-microservices-based-integr-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Performance Patterns in Microservices-Based Integrations in the Kubernetes Tools ecosystem.
   - [dzone.com: Kubernetes Monitoring: Best Practices, Methods, and Existing' Solutions](https://dzone.com/articles/kubernetes-monitoring-best-practices-methods-and-e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Kubernetes Monitoring: Best Practices, Methods, and Existing' Solutions in the Kubernetes Tools ecosystem.
   - [CNCF End User Technology Radar: Observability, September 2020 🌟](https://www.cncf.io/blog/2020/09/11/cncf-end-user-technology-radar-observability-september-2020)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CNCF End User Technology Radar: Observability, September 2020 🌟 in the Kubernetes Tools ecosystem.
@@ -309,7 +303,6 @@ description: "Top Monitoring resources for 2026, AI-ranked: Awesome Sysadmin, Op
   - [logz.io: Grok Pattern Examples for Log Parsing](https://logz.io/blog/grok-pattern-examples-for-log-parsing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: Grok Pattern Examples for Log Parsing in the Kubernetes Tools ecosystem.
   - [dzone.com: The Keys to Performance Tuning and Testing](https://dzone.com/articles/the-keys-to-performance-tuning-and-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: The Keys to Performance Tuning and Testing in the Kubernetes Tools ecosystem.
   - [How to read a Thread Dump](https://dzone.com/articles/how-to-read-a-thread-dump)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to read a Thread Dump in the Kubernetes Tools ecosystem.
-  - [dzone: 8 Options for Capturing Thread Dumps](https://dzone.com/articles/how-to-take-thread-dumps-7-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 8 Options for Capturing Thread Dumps in the Kubernetes Tools ecosystem.
   - [Dzone: Zipkin vs. Jaeger: Getting Started With Tracing](https://dzone.com/articles/zipkin-vs-jaeger-getting-started-with-tracing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Zipkin vs. Jaeger: Getting Started With Tracing in the Kubernetes Tools ecosystem.
   - [dzone.com: APM Tools Comparison](https://dzone.com/articles/apm-tools-comparison-which-one-should-you-choose)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: APM Tools Comparison in the Kubernetes Tools ecosystem.
   - [dzone.com: Java Performance Monitoring: 5 Open Source Tools You Should Know](https://dzone.com/articles/java-performance-monitoring-5-open-source-tools-you-should-know)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Java Performance Monitoring: 5 Open Source Tools You Should Know in the Kubernetes Tools ecosystem.
@@ -354,9 +347,6 @@ description: "Top Monitoring resources for 2026, AI-ranked: Awesome Sysadmin, Op
   - **(2020)** [blog.arkey.fr: Using JDK FlightRecorder and JDK Mission Control](https://blog.arkey.fr/2020/06/28/using-jdk-flight-recorder-and-jdk-mission-control) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the usage of JDK Flight Recorder (JFR) and JDK Mission Control (JMC) for low-overhead, production-grade JVM diagnostic profiling. Explains trace capture of memory, CPU, and I/O cycles.
   - **(2020)** [Remote Debugging of Java Applications on OpenShift](https://www.redhat.com/en/blog/remote-debugging-java-applications-openshift) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Focuses specifically on configuring JDWP parameters in enterprise Java container builds to allow secure, remote interactive debugging from IDEs directly to pods in OpenShift.
   - **(2020)** [redhat.com: How do I analyze a Java heap dump?](https://access.redhat.com/solutions/18301) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A technical solution article detailing how to trigger, extract, and analyze memory heap dumps from JVMs running inside Linux containers, leveraging standard OpenJDK CLI tools.
-#### Java JMX
-
-  - **(2017)** [developers.redhat.com: Troubleshooting java applications on openshift (Jolokia)](https://developers.redhat.com/blog/2017/08/16/troubleshooting-java-applications-on-openshift) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Guides developers on using Jolokia, an HTTP/JSON bridge for JMX, to securely query and troubleshoot Java microservices deployed inside Red Hat OpenShift pods.
 #### Java Spring Boot
 
   - **(2022)** [javatechonline.com: How To Monitor Spring Boot Microservices Using ELK Stack?](https://javatechonline.com/how-to-monitor-spring-boot-microservices-using-elk-stack) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Provides a step-by-step architectural guide on routing Logback appender JSON streams from Spring Boot microservices into Logstash, indexing them in Elasticsearch, and visualizing error trends in Kibana.
@@ -463,11 +453,6 @@ description: "Top Monitoring resources for 2026, AI-ranked: Awesome Sysadmin, Op
 #### Prometheus Scale
 
   - **(2020)** [Promster: Use Prometheus in huge deployments with dynamic clustering and scrape sharding capabilities based on ETCD service registration](https://github.com/flaviostutz/promster) ⭐ 31  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Leverages ETCD service registration to provide dynamic clustering and automated scrape sharding for distributed Prometheus deployments. While offering a lightweight alternative for scale-out setups, modern production environments in 2026 predominantly utilize Thanos, Cortex, or VictoriaMetrics for highly available global metrics engines.
-### Monitoring
-
-#### Metrics Collection
-
-  - **(2024)** [Prometheus](https://nubenetes.com/prometheus/) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Prometheus is an open-source systems monitoring and alerting toolkit originally built at SoundCloud. It utilizes a pull-based metrics collection model over HTTP, powered by a highly efficient dimensional data model (TSDB) with PromQL. Essential for Kubernetes cloud-native environments, it excels in dynamic service discovery and real-time operational visibility.
 ### Opentelemetry (1)
 
 #### Collector Infrastructure
@@ -540,7 +525,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: Awesome Sysadmin, Op
   - **(2021)** [blog.cloud-mercato.com: New HTTP benchmark tool **pycurlb**](https://blog.cloud-mercato.com/new-http-benchmark-tool-pycurlb) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Introduces pycurlb, a Python-based wrapper and benchmarking utility utilizing libcurl for low-overhead HTTP performance testing. Explores its use cases in testing microservice latency and raw throughput. Curator Insight: Quick functional introduction of a new pycurl tool. Live Grounding: Provides an alternative for developers seeking a highly customizable, scriptable curl execution engine for API baselining.
 ## Security (1)
 
-### Monitoring (1)
+### Monitoring
 
 #### Host Security
 
@@ -594,11 +579,6 @@ description: "Top Monitoring resources for 2026, AI-ranked: Awesome Sysadmin, Op
 ##### Telemetry Routing
 
   - **(2019)** [bravenewgeek.com: The Observability Pipeline](https://bravenewgeek.com/the-observability-pipeline) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive technical exploration of the 'Observability Pipeline' architectural pattern, illustrating how to decouple telemetry sources from destinations using intermediate routing layers (e.g., Vector). Curator Insight: Deep-dive on data routing middleware. Live Grounding: A fundamental design paradigm for modern platform engineering, preventing vendor lock-in and optimizing ingestion costs.
-#### Infrastructure Design
-
-##### Telemetry Pipelines
-
-  - **(2022)** [learnsteps.com: Monitoring Infrastructure System Design](https://www.learnsteps.com/monitoring-infrastructure-system-design) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural breakdown of designing an end-to-end monitoring infrastructure from scratch. Examines the selection of pull vs. push telemetry models, buffer queues (like Kafka), and time-series databases (TSDBs). Curator Insight: High-level overview of system design for monitoring platforms. Live Grounding: Serves as a great architectural primer for platform engineering teams building internal metrics systems.
 #### Logging Systems
 
 ##### Architecture (1)
@@ -606,7 +586,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: Awesome Sysadmin, Op
   - **(2022)** [learnsteps.com: Logging Infrastructure System Design](https://www.learnsteps.com/logging-infrastructure-system-design) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Structural system architecture deep-dive covering high-volume log collection, queuing, indexing, and durable storage tiers (such as ELK, Grafana Loki, or OpenSearch). Curator Insight: Deep blueprint on logging pipeline design. Live Grounding: Essential reading for scaling logging clusters without sacrificing lookup speeds or bloating cloud storage costs.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/networking.md b/v2-docs/networking.md
index fddc8709..fd6616fb 100644
--- a/v2-docs/networking.md
+++ b/v2-docs/networking.md
@@ -16,44 +16,6 @@ description: "Curated, AI-ranked Networking resources for the 2026 Cloud Native
 #### General Reference
 
   - [dzone: What Is CIDR (Classless Inter-Domain Routing)](https://dzone.com/articles/what-is-cidr-classless-inter-domain-routing-in-mul)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: What Is CIDR (Classless Inter-Domain Routing) in the Kubernetes Tools ecosystem.
-## Cloud Infrastructure
-
-### Azure Networking
-
-#### Cost Optimization
-
-  - **(2026)** [Which Azure Network is Cheaper?](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This cost-analysis guide scrutinizes the pricing structures of Azure networking patterns, contrasting VNet Peering, Private Link, Virtual WAN, and ExpressRoute. It provides system architects with actionable formulas to optimize egress and internal data transfer fees, which are critical for high-throughput, multi-region distributed microservices.
-  - **(2025)** [A Guide to Azure Data Transfer Pricing](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A deep analysis of the financial implications of Azure data transit. The guide breaks down costs associated with intra-region, inter-region, availability zone traversal, and internet egress. It is highly valuable for designing cost-efficient microservices that utilize high-frequency data synchronizations.
-#### Global Infrastructure
-
-  - **(2026)** [Azure Products by Region Table](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The definitive, live-updated reference catalog mapping the global availability of Azure services and network products across all Azure regions. This matrices-driven tool is vital for cloud architects designing multi-region redundancy, data residency compliance, and edge microservice topologies.
-#### Hybrid Connectivity
-
-  - **(2025)** [Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines best practices for designing resilient Azure ExpressRoute topologies to safeguard production-critical hybrid cloud environments. Architects are guided through configuring dual-homing, active-active paths, BFD (Bidirectional Forwarding Detection), and automated failover strategies to prevent network isolation.
-#### Latency Optimization
-
-  - **(2025)** [Reduce Latency with Azure Proximity Placement Groups](https://hansencloud.com/2025/02/24/reduce-latency-with-azure-proximity-placement-groups) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the utility of Azure Proximity Placement Groups (PPGs) to achieve sub-millisecond physical latency for interdependent compute resources. It outlines design considerations for co-locating VMs, Virtual Machine Scale Sets, and Kubernetes nodes within the same physical data center boundary to support high-performance microservices.
-#### Multi-tenant Topology
-
-  - **(2025)** [Deploying Virtual Networks Across Tenants Using Azure Virtual Network Manager](https://techcommunity.microsoft.com/blog/azurenetworkingblog/deploying-virtual-networks-across-tenants-using-azure-virtual-network-manager-ip/4410161) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official exploration of Azure Virtual Network Manager (AVNM) capabilities for coordinating network topologies across distinct enterprise Entra ID tenants. Architects learn how to leverage AVNM to scale governance, enforce global security rules, and simplify cross-tenant hub-and-spoke peerings programmatically.
-#### Network Topology
-
-  - **(2025)** [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The foundational blueprint for Azure Hub-and-Spoke network design patterns. This guide details how to centralize shared infrastructure servicesβ€”such as firewalls, DNS, and ExpressRoute gatewaysβ€”within a hub VNet, while separating distinct microservice workloads into isolated spoke VNets.
-#### Private Access
-
-  - **(2025)** [Private Link Reality Bites: Service Endpoints vs Private Link](https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endpoints-vs-private-link) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive comparison of Azure Service Endpoints versus Private Link. The author details critical architectural trade-offs: while Service Endpoints are simple to configure and leverage public IPs, Private Link allocates private endpoints within your virtual network, enhancing the security posture of microservice deployments by blocking data exfiltration channels, albeit with increased cost and complexity.
-#### Security
-
-  - **(2025)** [Building a DDoS Response Plan with Azure DDoS Protection](https://techcommunity.microsoft.com/blog/azurenetworksecurityblog/building-a-ddos-response-plan/4372256) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A technical operational playbook on structuring a rapid-response plan using Azure DDoS Protection. It details integration with Azure Firewall, Web Application Firewall (WAF), and automated telemetry routing to mitigate distributed attack vectors while ensuring business continuity for microservice APIs.
-  - **(2025)** [Azure Network Security Perimeter Concepts](https://learn.microsoft.com/en-us/azure/private-link/network-security-perimeter-concepts) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official conceptual reference for Azure Network Security Perimeters (NSP). This architecture allows enterprises to group PaaS resourcesβ€”such as Azure Key Vault and Storageβ€”and enforce access boundaries based on network identity, preventing data exfiltration and streamlining complex subnet-based network isolation policies.
-#### Subnet Peering
-
-  - **(2025)** [Introducing Subnet Peering in Azure](https://techcommunity.microsoft.com/blog/azurenetworkingblog/introducing-subnet-peering-in-azure/4383841) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces the architectural paradigm of Subnet Peering in Azure, bypassing the traditional resource-heavy requirements of full Virtual Network (VNet) peering. This feature allows network engineers to establish direct, localized communication paths between designated subnets, optimizing security boundaries and address space usage.
-### Infrastructure As Code
-
-#### Azure IPAM
-
-  - **(2025)** [Manage Azure IPAM with Terraform](https://mattias.engineer/blog/2025/azure-ipam-with-terraform) [TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive guide to automating Azure IP Address Management (IPAM) using Terraform. It outlines strategies for programmatic subnet delegation, non-overlapping address space allocation, and enterprise-wide IP tracking to prevent resource collision in complex hub-and-spoke virtual architectures.
 ## Computer Networking and IPAM
 
 ### Infrastructure Management
@@ -92,13 +54,6 @@ description: "Curated, AI-ranked Networking resources for the 2026 Cloud Native
 #### Mathematical Underpinnings
 
   - **(2022)** [matt-rickard.com: How to Calculate a CIDR](https://mattrickard.com/how-to-calculate-a-cidr) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the mathematical properties, bitwise shifts, and binary configurations defining CIDR networks. Designed to build foundational expertise for network engineers configuring firewalls and dynamic cloud VPC layers.
-## Container Orchestration
-
-### Kubernetes Networking
-
-#### Kube-proxy
-
-  - **(2025)** [NFTables mode for kube-proxy in Kubernetes](https://kubernetes.io/blog/2025/02/28/nftables-kube-proxy) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” 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.
 ## Containers
 
 ### Networking (1)
@@ -157,7 +112,7 @@ description: "Curated, AI-ranked Networking resources for the 2026 Cloud Native
   - **(2024)** [alexandrehtrb.github.io: HTTP/2 and HTTP/3 explained](https://alexandrehtrb.github.io/posts/2024/03/http2-and-http3-explained) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A thorough engineering analysis contrasting architectural behaviors of HTTP/2 and HTTP/3. Examines the structural transition from TCP-based flows to UDP-based QUIC, detailing performance impacts.
 
 ---
-πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Web Servers](./web-servers.md) | [Cloudflare](./cloudflare.md)
+πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/newsfeeds.md b/v2-docs/newsfeeds.md
index e08dadd6..ea96f5c5 100644
--- a/v2-docs/newsfeeds.md
+++ b/v2-docs/newsfeeds.md
@@ -54,7 +54,7 @@ description: "Top Newsfeeds resources for 2026, AI-ranked: AWS Forums, Kube Even
   - **(2023)** [AWS Forums](https://repost.aws) 🌟🌟🌟 [LEGACY] β€” A legacy discussion forum resource for AWS developers troubleshooting infrastructure configurations and billing queries. Note: The platform has largely migrated to AWS Re:Post for community support.
 
 ---
-πŸ’‘ **Explore Related:** [HR](./hr.md) | [Remote Tech Jobs](./remote-tech-jobs.md) | [Workfromhome](./workfromhome.md)
+πŸ’‘ **Explore Related:** [Interview Questions](./interview-questions.md) | [HR](./hr.md) | [Recruitment](./recruitment.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/newsql.md b/v2-docs/newsql.md
index cc0bae2a..e45aef31 100644
--- a/v2-docs/newsql.md
+++ b/v2-docs/newsql.md
@@ -18,7 +18,7 @@ description: "Curated, AI-ranked Newsql resources for the 2026 Cloud Native arch
   - [muratbuffalo.blogspot.com: What’s Really New with NewSQL?](https://muratbuffalo.blogspot.com/2021/11/whats-really-new-with-newsql.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive conceptual deep-dive comparing NewSQL architectures with traditional relational and NoSQL engines. Explores transactional guarantees, distributed consensus (Raft/Paxos), and cloud-native database scaling.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/noops.md b/v2-docs/noops.md
index 926db204..c1f7e660 100644
--- a/v2-docs/noops.md
+++ b/v2-docs/noops.md
@@ -36,7 +36,7 @@ description: "Top Noops resources for 2026, AI-ranked: 7 arguments against NoOps
   - **(2021)** [Serverless Computing: Moving from DevOps to NoOps](https://devops.com/serverless-computing-moving-from-devops-to-noops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” 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.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/nosql.md b/v2-docs/nosql.md
index 21157fa4..5b784cb7 100644
--- a/v2-docs/nosql.md
+++ b/v2-docs/nosql.md
@@ -100,6 +100,13 @@ description: "Top NoSQL resources for 2026, AI-ranked: MongoDB security tutorial
 #### NoSQL
 
   - **(2012)** [Youtube: Introduction to NoSQL by Martin Fowler](https://www.youtube.com/watch?v=qI_g07C_Q5I)  [COMMUNITY-TOOL] β€” Martin Fowler’s classic presentation detailing NoSQL database paradigms. Analyzes key-value, document, column-family, and graph databases, clarifying aggregate-oriented modeling and performance trade-offs against relational databases.
+## Infrastructure
+
+### Caching
+
+#### Redis
+
+  - **(2023)** [Redis](https://redis.io) [C CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The documentation portal for Redis, an in-memory data store used as a cache, database, and message broker. It highlights key features like replication, clustering, and data structures (such as Streams and Sorted Sets) that power real-time apps.
 ## Observability
 
 ### Microservices Monitoring
@@ -109,7 +116,7 @@ description: "Top NoSQL resources for 2026, AI-ranked: MongoDB security tutorial
   - **(2021)** [github.com/oslabs-beta: Odin's Eye](https://github.com/oslabs-beta/OdinsEye) [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] β€” Open-source developer utility designed to monitor distributed microservices architecture patterns, tracking internal query metrics and communication flows. Primarily active within the community sandbox.
 
 ---
-πŸ’‘ **Explore Related:** [Databases](./databases.md) | [Crunchydata](./crunchydata.md) | [Yaml](./yaml.md)
+πŸ’‘ **Explore Related:** [Databases](./databases.md) | [Crunchydata](./crunchydata.md) | [Message Queue](./message-queue.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/ocp3.md b/v2-docs/ocp3.md
index 99731b0c..906dd11c 100644
--- a/v2-docs/ocp3.md
+++ b/v2-docs/ocp3.md
@@ -1,5 +1,5 @@
 ---
-description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, None and more β€” curated Cloud Native tools, guides and references."
+description: "Top OCP 3 resources for 2026, AI-ranked: Gradle Cheat Sheets, **KubeFed Operator** and more β€” curated Cloud Native tools, guides and references."
 ---
 # OCP 3
 
@@ -11,6 +11,11 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
 
 ## App Development
 
+### Frontend
+
+#### Continuous Delivery
+
+  - **(2019)** [developers.redhat.com: Handling Angular environments in continuous delivery with Red Hat OpenShift](https://developers.redhat.com/blog/2019/11/27/handling-angular-environments-in-continuous-delivery-with-red-hat-openshift) [TYPESCRIPT CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” Details clean patterns for deploying Angular-based web applications on OpenShift. Demonstrates injecting environment variables at container start time instead of packaging distinct, static bundles for each target environment.
 ### Packaging
 
 #### Helm Charts
@@ -23,9 +28,9 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
 
 #### General Reference
 
-  - [dzone: 8 Options for Capturing Thread Dumps](https://dzone.com/articles/how-to-take-thread-dumps-7-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 8 Options for Capturing Thread Dumps in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.redhat.com/en/blog/using-openshift-3-on-your-local-environment)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.redhat.com/en/blog/how-full-is-my-cluster-part-5-a-capacity-management-dashboard)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
+  - [dzone: 8 Options for Capturing Thread Dumps](https://dzone.com/articles/how-to-take-thread-dumps-7-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 8 Options for Capturing Thread Dumps in the Kubernetes Tools ecosystem.
 ## CICD
 
 ### Gitops
@@ -36,6 +41,13 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
 #### Openshift
 
   - **(2020)** [**blog.openshift.com/: Introduction to GitOps with OpenShift**](https://www.redhat.com/en/blog/introduction-to-gitops-with-openshift) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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.
+## Devsecops and Registry
+
+### Java Tools
+
+#### Gradle Reference
+
+  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times.
 ## Kubernetes Cluster Operations
 
 ### Autoscaling
@@ -56,6 +68,13 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
   - **(2019)** [blog.openshift.com/full-cluster-capacity-management-monitoring-openshift](https://www.redhat.com/en/blog/full-cluster-capacity-management-monitoring-openshift) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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.
   - **(2019)** [blog.openshift.com/full-cluster-part-2-protecting-nodes](https://www.redhat.com/en/blog/full-cluster-part-2-protecting-nodes) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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.
   - **(2019)** [full-cluster-part-3-capacity-management](https://www.redhat.com/en/blog/full-cluster-part-3-capacity-management) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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.
+## Observability
+
+### Application Monitoring
+
+#### Java JMX
+
+  - **(2017)** [developers.redhat.com: Troubleshooting java applications on openshift (Jolokia)](https://developers.redhat.com/blog/2017/08/16/troubleshooting-java-applications-on-openshift) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Guides developers on using Jolokia, an HTTP/JSON bridge for JMX, to securely query and troubleshoot Java microservices deployed inside Red Hat OpenShift pods.
 ## Platform Architecture
 
 ### Administration
@@ -76,6 +95,11 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
 #### Kubernetes Pods
 
   - **(2018)** [blog.openshift.com/ - Kubernetes: A Pod’s Life 🌟](https://www.redhat.com/en/blog/kubernetes-pods-life) [NONE CONTENT]  [DE FACTO STANDARD] [GUIDE] β€” 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.
+### Gitops (1)
+
+#### Modern Pipelines
+
+  - **(2020)** [openshift.com: From Code to Production with GitOps, Tekton and ArgoCD 🌟](https://www.redhat.com/en/blog/from-code-to-production-with-gitops) [YAML CONTENT] [ADVANCED LEVEL]  [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” Introduces robust continuous delivery architectures utilizing Tekton for image construction and Argo CD for GitOps-based state syncs. Serves as the primary operational blueprint for enterprise microservice platforms in 2026.
 ### High Availability
 
 #### Disaster Recovery
@@ -111,6 +135,15 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
 #### Learning Paths
 
   - **(2019)** [certdepot.net: OpenShift Free available resources 🌟](https://www.certdepot.net/openshift-free-available-resources) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An educational index detailing free courses, interactive sandbox playgrounds, and study materials for professionals pursuing official Red Hat OpenShift certifications.
+## Platform Engineering
+
+### Gitops (2)
+
+#### Authentication and SSO
+
+##### Openshift (2)
+
+  - **(2022)** [**openshift.com: OpenShift Authentication Integration with ArgoCD**](https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” 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.
 ## Security
 
 ### Encryption
@@ -120,7 +153,7 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
   - **(2018)** [developers.redhat.com: Securing .NET Core on OpenShift using HTTPS](https://developers.redhat.com/blog/2018/10/12/securing-net-core-on-openshift-using-https) [C# CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” Guides engineers through configuring ASP.NET Core microservices with end-to-end TLS encryption on OpenShift. Discusses dynamic integration of local server certificates using OpenShift's service serving certificates feature.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/ocp4.md b/v2-docs/ocp4.md
index 20450e06..4045814e 100644
--- a/v2-docs/ocp4.md
+++ b/v2-docs/ocp4.md
@@ -1,5 +1,5 @@
 ---
-description: "Top OCP 4 resources for 2026, AI-ranked: AWS Account Set Up, Descheduler for Kubernetes and more β€” curated Cloud Native tools, guides and references."
+description: "Top OCP 4 resources for 2026, AI-ranked: Descheduler for Kubernetes, GitHub: OKD4 and more β€” curated Cloud Native tools, guides and references."
 ---
 # OCP 4
 
@@ -33,6 +33,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: AWS Account Set Up, Desch
 
 #### General Reference
 
+  - [dzone: OpenShift Egress Options](https://dzone.com/articles/openshift-egress-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: OpenShift Egress Options in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.redhat.com/en/blog/enterprise-kubernetes-with-openshift-part-one)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.redhat.com/en/blog/openshift-4.5-node-improvements)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.redhat.com/en/blog/openshift-upi-using-static-ips)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
@@ -47,7 +48,6 @@ description: "Top OCP 4 resources for 2026, AI-ranked: AWS Account Set Up, Desch
   - **(None)** [](https://www.redhat.com/en/blog/openshift-end-to-end-cluster-customization)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.redhat.com/en/technologies/cloud-computing/openshift/what-are-openshift-operators)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.redhat.com/en/blog/global-load-balancer-for-openshift-clusters-an-operator-based-approach)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
-  - [dzone: OpenShift Egress Options](https://dzone.com/articles/openshift-egress-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: OpenShift Egress Options in the Kubernetes Tools ecosystem.
 ## Artifact Management
 
 ### Container Registries
@@ -79,14 +79,6 @@ description: "Top OCP 4 resources for 2026, AI-ranked: AWS Account Set Up, Desch
 #### Azure Red Hat Openshift
 
   - **(2020)** [Introducing Azure Red Hat OpenShift on OpenShift 4 🌟](https://www.redhat.com/en/blog/introducing-azure-red-hat-openshift-on-openshift-4)  [COMMUNITY-TOOL] β€” Details the managed Azure Red Hat OpenShift (ARO) offering on OpenShift 4, built on operator-led cluster lifecycle management. It discusses direct integration with Microsoft Azure services, integrated scaling, and unified support channels. This managed service drastically simplifies operational overhead, letting enterprises focus purely on microservices delivery.
-## Cloud Native
-
-### Kubernetes Serverless
-
-#### Knative
-
-  - **(2021)** [**redhat.com: What is knative?**](https://www.redhat.com/en/topics/microservices/what-is-knative) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Red Hat's baseline structural review of Knative, mapping its internal serving controllers, ingress routes, and cluster event models for enterprise operators.
-  - **(2020)** [**datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless from Cloud Giants**](https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines Knative's industry goal of creating an open, pluggable platform layer that frees enterprise organizations from public cloud vendor lock-in.
 ## Cloud Native Application
 
 ### Serverless
@@ -288,11 +280,6 @@ description: "Top OCP 4 resources for 2026, AI-ranked: AWS Account Set Up, Desch
 #### Telemetry Metrics
 
   - **(2021)** [**developers.redhat.com: Troubleshooting application performance with Red Hat OpenShift metrics, Part 4: Gathering performance metrics**](https://developers.redhat.com/articles/2021/07/29/troubleshooting-application-performance-red-hat-openshift-metrics-part-4) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Part 4 of an diagnostics series focusing on scraping application targets and debugging latency. Shows how to use the built-in PromQL interface on OpenShift to trace application runtime anomalies.
-### Openshift (3)
-
-#### Openshift Serverless (1)
-
-  - **(2026)** [==OpenShift Serverless==](https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Red Hat's production-hardened Knative integration. Provides out-of-the-box scale-to-zero capabilities, event routing, and secure cluster integration under the OpenShift console.
 ### Operator Framework
 
 #### Lifecycle Management
@@ -452,26 +439,13 @@ description: "Top OCP 4 resources for 2026, AI-ranked: AWS Account Set Up, Desch
   - **(2022)** [dkrallis.wordpress.com: How to create an OpenShift Cluster in Azure and how you can interact with Azure DevOps environment – Part A](https://dkrallis.wordpress.com/2022/11/25/how-to-create-an-openshift-cluster-in-azure-and-how-you-can-interact-with-azure-devops-environment-part-a) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Step-by-step tutorial showing how to deploy private Azure Red Hat OpenShift (ARO) instances and manage pipeline execution via secure Azure DevOps agents.
 #### AWS Provisioning
 
-  - **(2026)** [==AWS Account Set Up 🌟==](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) ⭐ 1550  [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This repository guide outlines the specific IAM policies, resource quotas, Route53 configurations, and networking permissions required to install OpenShift on AWS using the native installer-provisioned infrastructure (IPI). It is a vital technical reference for cloud infrastructure engineers.
   - **(2020)** [OpenShift 4 on AWS Quick Starts 🌟](https://aws.amazon.com/blogs/opensource/openshift-4-on-aws-quick-start)  [COMMUNITY-TOOL] β€” 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.
 ### Scheduling
 
 #### Load-aware
 
   - **(2024)** [kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟](https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran) ⭐ 1295  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collection of scheduling plugins (TargetLoadPacked and LoadWatcher) under the Trimaran umbrella that enable real-time, load-aware scheduling in Kubernetes. Instead of scheduling purely based on static requests, it utilizes actual node resource utilization metrics. Active in 2026, it is vital for optimizing cluster efficiency and reducing overall infrastructure costs.
-## Kubernetes and Openshift
-
-### Networking
-
-#### Traffic Control
-
-  - **(2019)** [redhat.com: Network traffic control for containers in Red Hat OpenShift 🌟](https://www.redhat.com/en/blog/network-traffic-control-containers-red-hat-openshift) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines ingress/egress bandwidth shaping, container rate-limiting, and packet prioritization within OpenShift's SDN. Live grounding shows that while basic Linux TC limits apply, contemporary architectures utilize service meshes to execute complex L7 rate-limiting policies.
-### Security
-
-#### Architecture
-
-  - **(2018)** [OpenShift and Network Security Zones: Coexistence Approaches 🌟🌟🌟](https://www.redhat.com/en/blog/openshift-and-network-security-zones-coexistence-approaches) [NONE CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [LEGACY] β€” 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.
-## Networking (1)
+## Networking
 
 ### Container Network Interface
 
@@ -552,9 +526,9 @@ description: "Top OCP 4 resources for 2026, AI-ranked: AWS Account Set Up, Desch
 
 ### Kubernetes Distributions
 
-#### Evaluation and Sandbox
+#### Installer
 
-  - **(2026)** [**try.openshift.com 🌟**](https://www.redhat.com/en/technologies/cloud-computing/openshift/try-it) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Unified gateway for trialing OpenShift deployments across public clouds, virtualization platforms, and local developer workstations (via OpenShift Local). Enables architects to evaluate operational complexity and developer tooling. Continually updated in 2026 to reflect the latest stable 4.x features.
+  - **(2026)** [==github.com/openshift/installer openshift installer 🌟==](https://github.com/openshift/installer) ⭐ 1550  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official repository hosting the OpenShift Installer engine (IPI/UPI), which handles automated platform provisioning on major hypervisors and public clouds. Generates ignition files, configures bootstraps, and controls the automated installation of the core operators. Essential codebase for platform deployment.
 ## Platforms
 
 ### Cluster Management (2)
@@ -633,7 +607,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: AWS Account Set Up, Desch
 #### Official Stream
 
   - **(2026)** [OpenShift Youtube](https://www.youtube.com/user/rhopenshift/videos)  [COMMUNITY-TOOL] β€” The main YouTube page for OpenShift, hosting recorded community developer events, product demonstrations, and architectural panels.
-## Security (1)
+## Security
 
 ### Cloud Security
 
@@ -688,7 +662,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: AWS Account Set Up, Desch
   - **(2022)** [cloud.redhat.com: Scale your application containers on Red Hat OpenShift Service on AWS (ROSA) clusters using Amazon EFS storage](https://www.redhat.com/en/blog/scale-your-application-containers-on-red-hat-openshift-service-on-aws-rosa-clusters-using-amazon-efs-storage) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Teaches architects how to provision and leverage Amazon Elastic File System (EFS) to achieve multi-AZ ReadWriteMany (RWX) storage for scalable application backends.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/openshift-pipelines.md b/v2-docs/openshift-pipelines.md
index e46d2d88..53f21e1d 100644
--- a/v2-docs/openshift-pipelines.md
+++ b/v2-docs/openshift-pipelines.md
@@ -93,7 +93,6 @@ description: "Top Openshift Pipelines resources for 2026, AI-ranked: GitHub: Ecl
 
   - **(2026)** [github.com/openshift/pipelines-tutorial](https://github.com/openshift/pipelines-tutorial) ⭐ 322  [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive learning path and hands-on laboratory environment focused on Tekton. Provides configurations for Tasks, Pipelines, PipelineRuns, and Trigger EventListeners on OpenShift clusters, validating cloud-native automation patterns.
   - **(2021)** [openshift.com: OpenShift Pipelines Advanced Triggers Part 1 - Triggering Different Project Builds in the Same Repository](https://www.redhat.com/en/blog/openshift-pipelines-advanced-triggers-part-1-triggering-different-project-builds-in-the-same-repository) [YAML CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” 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.
-  - **(2020)** [openshift.com: Cloud-Native CI/CD with OpenShift Pipelines based on Tekton](https://www.redhat.com/en/blog/cloud-native-ci-cd-with-openshift-pipelines) [YAML CONTENT]  [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” Introduces OpenShift Pipelines as the modern serverless, cloud-native standard built on the Tekton project. Explains how Tekton's CRD-first strategy delivers secure, isolated build containers without a centralized daemon or controller bottlenecks.
   - **(2020)** [github: OpenShift Pipelines Node.js Tutorial](https://github.com/csantanapr/faststart2020-pipelines-lab) ⭐ 5  [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] [GUIDE] β€” 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.
   - **(2020)** [developers.redhat.com: Modern web applications on OpenShift, Part 4: Openshift Pipelines](https://developers.redhat.com/blog/2020/04/27/modern-web-applications-on-openshift-part-4-openshift-pipelines) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Part of a series detailing modern web application architectures on OpenShift. Explores configuring Tekton pipelines to construct, optimize, and serve static frontend code alongside active microservices.
 ### Devsecops
@@ -110,7 +109,7 @@ description: "Top Openshift Pipelines resources for 2026, AI-ranked: GitHub: Ecl
   - **(2023)** [==github - fabric8, maven plugin==](https://github.com/fabric8io/fabric8-maven-plugin) ⭐ 334  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A Maven plugin designed to package Java projects into lightweight Docker/OCI images and generate corresponding Kubernetes resource manifests automatically. Double-Evidence: Note that this project is archived and superseded by Eclipse JKube in modern development environments.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [CI/CD](./cicd.md) | [Registries](./registries.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/openshift.md b/v2-docs/openshift.md
index fd69de26..bfd9b9dd 100644
--- a/v2-docs/openshift.md
+++ b/v2-docs/openshift.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, Amazon Red Hat OpenShift and more β€” curated Cloud Native tools, guides and references."
+description: "Top Openshift resources for 2026, AI-ranked: Amazon Red Hat OpenShift, ARO and more β€” curated Cloud Native tools, guides and references."
 ---
 # OpenShift Container Platform
 
@@ -71,11 +71,6 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
 #### Self-hosting
 
   - **(2021)** [Atlassian Confluence6](https://github.com/nubenetes/confluence6-atlassian) [DOCKERFILE CONTENT]  [LEGACY] β€” Open-source Dockerization template and configuration manifest designed for self-hosting Atlassian Confluence 6.x within containerized environments. Relies on legacy baseline system configurations, serving as an interesting historical pattern for monolithic application containerization before Helm charts and operators became standard.
-### Public Cloud
-
-#### AWS Provisioning
-
-  - **(2026)** [==AWS Account Set Up 🌟==](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) ⭐ 1550  [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This repository guide outlines the specific IAM policies, resource quotas, Route53 configurations, and networking permissions required to install OpenShift on AWS using the native installer-provisioned infrastructure (IPI). It is a vital technical reference for cloud infrastructure engineers.
 ## Kubernetes and Openshift
 
 ### Networking
@@ -92,6 +87,9 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
 #### Performance
 
   - **(2020)** [blog.openshift.com: Troubleshooting OpenShift network performance with a netperf DaemonSet](https://www.redhat.com/en/blog/troubleshooting-openshift-network-performance-with-a-netperf-daemonset) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This resource outlines how to run a netperf DaemonSet on Red Hat OpenShift to measure network throughput and latency boundaries between nodes. Double-evidence synthesis highlights its long-term diagnostic utility, though 2026 platforms favor automated eBPF-based instrumentation (like Cilium) for real-time latency mapping.
+#### Traffic Control
+
+  - **(2019)** [redhat.com: Network traffic control for containers in Red Hat OpenShift 🌟](https://www.redhat.com/en/blog/network-traffic-control-containers-red-hat-openshift) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines ingress/egress bandwidth shaping, container rate-limiting, and packet prioritization within OpenShift's SDN. Live grounding shows that while basic Linux TC limits apply, contemporary architectures utilize service meshes to execute complex L7 rate-limiting policies.
 ### Platform Engineering
 
 #### Installation
@@ -104,6 +102,9 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
   - **(2020)** [Awesome Openshift 2](https://github.com/oscp/awesome-openshift3) ⭐ 27  [MARKDOWN CONTENT] 🌟 [COMMUNITY-TOOL] β€” A curated directory cataloging administration guides, tools, operators, and integration scripts specialized for Red Hat OpenShift 3.x cluster topologies.
 ### Security
 
+#### Architecture
+
+  - **(2018)** [OpenShift and Network Security Zones: Coexistence Approaches 🌟🌟🌟](https://www.redhat.com/en/blog/openshift-and-network-security-zones-coexistence-approaches) [NONE CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [LEGACY] β€” 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.
 #### Network Policies
 
   - **(2020)** [GitHub: redhat-cop OpenShift Toolkit Network Policy 🌟](https://github.com/redhat-cop/openshift-toolkit/tree/master/networkpolicy) ⭐ 236  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Developed by the Red Hat Community of Practice, this repository provides highly standardized, reusable NetworkPolicy templates. While early implementations relied on basic IP blocks, live engineering practices in 2026 demand these profiles for enforcing zero-trust namespaces.
@@ -114,6 +115,13 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
 #### Egress Firewalls
 
   - **(2024)** [**Accessing External Services Using Egress Router**](https://www.redhat.com/en/blog/accessing-external-services-using-egress-router) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” 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.
+## Performance Engineering
+
+### Kubernetes Optimization
+
+#### Autonomous Tuning
+
+  - **(2025)** [**How Kruize Optimizes OpenShift Workloads**](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical review explaining how the Kruize Autotune project leverages prometheus metrics to autonomously profile and adjust microservices allocations on enterprise OpenShift clusters.
 ## Platform Engineering (1)
 
 ### Architectural Insights
@@ -142,14 +150,25 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
 #### Red Hat Ecosystem (1)
 
   - **(2026)** [==developers.redhat.com 🌟==](https://developers.redhat.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Red Hat's dedicated developer portal providing comprehensive access to tools, sandboxes, and cloud-native frameworks like Quarkus and Spring on Kubernetes. It bridges the gap between raw cluster endpoints and developer workflows. In 2026, it serves as a cornerstone educational hub for enterprise software engineers.
+### Ecosystem
+
+#### Marketplace
+
+  - **(2024)** [Red Hat Marketplace](https://marketplace.redhat.com/sunset) 🌟🌟 [COMMUNITY-TOOL] β€” Originally a portal dedicated to discovering, buying, and provisioning certified operators and third-party software on OpenShift. While the standalone portal has transitioned, the actual operational flow has been assimilated directly into the internal OpenShift OperatorHub interface.
 ### Kubernetes Distributions
 
 #### Demos and Workshops
 
   - **(2021)** [github.com/redhatdemocentral: OpenShift Container Platform Install Demo' 🌟](https://github.com/redhatdemocentral/ocp-install-demo) [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A repository of scripts for quick deployment demonstrations of the OpenShift Container Platform. Useful for sandboxing and architecture demos. However, 2026 production automation pipelines strictly favor the official OpenShift Installer (IPI) commands directly.
+#### Evaluation and Sandbox
+
+  - **(2026)** [**try.openshift.com 🌟**](https://www.redhat.com/en/technologies/cloud-computing/openshift/try-it) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Unified gateway for trialing OpenShift deployments across public clouds, virtualization platforms, and local developer workstations (via OpenShift Local). Enables architects to evaluate operational complexity and developer tooling. Continually updated in 2026 to reflect the latest stable 4.x features.
 #### Hybrid Cloud
 
   - **(2026)** [**OpenShift blog 🌟**](https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official blog sharing product updates, strategies, and engineering insights on hybrid cloud infrastructures. It details native integrations, security baselines, and virtualization upgrades. Essential reading for platform architects designing multi-cluster, multi-cloud enterprise footprints in 2026.
+#### Installer
+
+  - **(2026)** [==github.com/openshift/installer openshift installer 🌟==](https://github.com/openshift/installer) ⭐ 1550  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official repository hosting the OpenShift Installer engine (IPI/UPI), which handles automated platform provisioning on major hypervisors and public clouds. Generates ignition files, configures bootstraps, and controls the automated installation of the core operators. Essential codebase for platform deployment.
 #### Legacy Sandboxes
 
   - **(2022)** [OpenShift Online](https://www.redhat.com/en/technologies/cloud-computing/openshift) 🌟🌟 [LEGACY] β€” Historically the first multi-tenant public cloud developer platform provided by Red Hat. In modern architectures, this service is fully deprecated and replaced by the modern Developer Sandbox and managed public cloud instances. Retained strictly for historical context.
@@ -208,7 +227,7 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
   - **(2022)** [opensource.com: Why choose Rocket.Chat for your open source chat tool](https://opensource.com/article/22/1/rocketchat-data-privacy) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” 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.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Noops](./noops.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/oraclecloud.md b/v2-docs/oraclecloud.md
index ad88db71..63358fa0 100644
--- a/v2-docs/oraclecloud.md
+++ b/v2-docs/oraclecloud.md
@@ -38,7 +38,7 @@ description: "Curated, AI-ranked Oraclecloud resources for the 2026 Cloud Native
   - **(2023)** [Oracle Container Engine for Kubernetes (OKE)](https://docs.oracle.com/en-us/iaas/Content/ContEng/Concepts/contengoverview.htm) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official product documentation for Oracle Container Engine for Kubernetes (OKE). It highlights the architectural integration of managed master nodes, native storage arrays, virtual cloud networks, and IAM profiles, delivering an enterprise-ready environment for demanding production workloads.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md)
+πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/other-awesome-lists.md b/v2-docs/other-awesome-lists.md
index ca96b9c2..e288eb23 100644
--- a/v2-docs/other-awesome-lists.md
+++ b/v2-docs/other-awesome-lists.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Other Awesome Lists resources for 2026, AI-ranked: Awesome AWS, Awesome Compose and more β€” curated Cloud Native tools, guides and references."
+description: "Top Other Awesome Lists resources for 2026, AI-ranked: Awesome Visual Studio Code, Awesome Compose and more β€” curated Cloud Native tools, guides and references."
 ---
 # Awesome Lists
 
@@ -721,7 +721,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Awesome AWS
   - **(2026)** [Awesome Testing code snippets](https://github.com/slawekradzyminski/AwesomeTesting) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A handy collection of code snippets, unit tests, and mocking architectures written across various development frameworks. Assists individual developers in quickly establishing mock-ups and isolated test cases. Ideal for bootstrapping automated integration tests in diverse multi-language environments.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/performance-testing-with-jenkins-and-jmeter.md b/v2-docs/performance-testing-with-jenkins-and-jmeter.md
index f2ce1ded..be3450f0 100644
--- a/v2-docs/performance-testing-with-jenkins-and-jmeter.md
+++ b/v2-docs/performance-testing-with-jenkins-and-jmeter.md
@@ -125,7 +125,7 @@ description: "Top Performance Testing With Jenkins And Jmeter resources for 2026
   - **(2020)** [devops.com: Catchpoint to Acquire Webpagetest.org](https://devops.com/catchpoint-to-acquire-webpagetest-org) [N/A CONTENT]  [COMMUNITY-TOOL] β€” 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.
 
 ---
-πŸ’‘ **Explore Related:** [Developerportals](./developerportals.md) | [QA](./qa.md) | [Project Management Tools](./project-management-tools.md)
+πŸ’‘ **Explore Related:** [Project Management Tools](./project-management-tools.md) | [Project Management Methodology](./project-management-methodology.md) | [Chaos Engineering](./chaos-engineering.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/postman.md b/v2-docs/postman.md
index 88dc4a19..09d35c21 100644
--- a/v2-docs/postman.md
+++ b/v2-docs/postman.md
@@ -84,7 +84,7 @@ description: "Top Postman resources for 2026, AI-ranked: Newman, Postman Pynt an
   - **(2026)** [dev.to: 1 Tip to Double Your Productivity in Postman](https://dev.to/jburroughs/1-tip-to-double-your-productivity-using-postman-3bdm)  [COMMUNITY-TOOL] β€” Pragmatic guide focused on boosting daily Postman testing performance. Explores quick environment switching, keyboard shortcuts, and automated pre-request scripts to streamline developers' active debugging loops.
 
 ---
-πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md)
+πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/project-management-methodology.md b/v2-docs/project-management-methodology.md
index c8f20cf2..53875e57 100644
--- a/v2-docs/project-management-methodology.md
+++ b/v2-docs/project-management-methodology.md
@@ -217,6 +217,11 @@ description: "Curated, AI-ranked Project Management Methodology resources for th
   - **(2020)** [itrevolution.com: The Problem With Org Charts](https://itrevolution.com/articles/the-problem-with-org-charts)  [COMMUNITY-TOOL] β€” Explores the friction between traditional hierarchical organizational charts and the dynamic, communication-focused patterns required for modern software delivery. Highlights how Conway's Law dictates that systems design mirrors communication structures, recommending shifting towards Team Topologies-aligned structures to streamline product delivery.
 ## Platform Engineering
 
+### Gitops
+
+#### Helm Lifecycle Management
+
+  - **(2022)** [**codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟**](https://octopus.com/devops) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the application of visual Kanban paradigms to Kubernetes deployment pipelines, specifically managing and promoting Helm releases across environments. Contrasts traditional CI/CD promotion techniques with visual value stream modeling, demonstrating how platform teams can reduce deployment friction and coordinate microservice boundaries with clear board transitions.
 ### Innersource
 
 #### DevOps Transition
@@ -290,6 +295,13 @@ description: "Curated, AI-ranked Project Management Methodology resources for th
   - **(2021)** [Understanding Responsibility Assignment Matrix (RACI Matrix)](https://project-management.com/understanding-responsibility-assignment-matrix-raci-matrix)  [COMMUNITY-TOOL] β€” Explains the design and execution of the Responsibility Assignment Matrix (RACI), highlighting its critical role in multi-stakeholder enterprise engineering projects. Details how to clarify roles (Responsible, Accountable, Consulted, Informed) to eliminate organizational ambiguity and speed up operational decision-making.
   - **(2021)** [rockcontent.com: mejor las responsabilidades con la Matriz RACI](https://analoghq.ai/blog/es/matriz-raci) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Provides a detailed breakdown of the RACI model for assigning responsibility within multidisciplinary digital product teams. Explores how defining ownership upfront helps prevent friction during agile development iterations and release activities.
   - **(2021)** [jaumepujolcapllonch.com: La matriz RACI y la asignación de responsabilidades](https://www.jaumepujolcapllonch.com/la-matriz-raci-y-la-asignacion-de-responsabilidades) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” An academic and practical analysis of responsibility delegation using the RACI framework. Discusses common implementation pitfalls, such as assigning multiple 'Accountable' parties, and how to balance ownership in complex software delivery and systems administration projects.
+## Security
+
+### Container Security
+
+#### Devsecops
+
+  - **(2023)** [Kubernetes Security Best Practices: A DevSecOps Perspective](https://www.linkedin.com/top-content/career) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into Kubernetes security practices through a modern DevSecOps lens. Covers critical strategies including RBAC refinement, network policies, pod security standards, container vulnerability scanning, and managing runtime security alerts.
 ## Software Engineering
 
 ### Agile Methodologies (3)
@@ -309,6 +321,11 @@ description: "Curated, AI-ranked Project Management Methodology resources for th
 #### Engineering Culture (1)
 
   - **(2021)** [nichesoftware.co.nz: Promotion Driven Development (PDD) 🌟](https://www.nichesoftware.co.nz/2021/05/29/promotion-driven-development.html)  [COMMUNITY-TOOL] β€” Critiques the anti-pattern of Promotion Driven Development (PDD), where engineers select unnecessary, highly complex tools and over-engineer architectures to pad resumes for promotions. Warns against the resulting complexity, technical debt, and team maintenance burdens.
+### Collaboration
+
+#### Documentation Specifications
+
+  - **(2023)** [Open Source Friday: Spec Kit - What it is, the problems it solves, and how clear specs make collaboration work](https://www.youtube.com/live/2IArMAhkJcE?si=_LlIjakRXHUzERjy)  [COMMUNITY-TOOL] β€” Focuses on 'Spec Kit' - an open framework designed to facilitate collaborative creation of technical specifications. Details how clear, shared specification templates improve open-source contributions, bridge communication gaps between product and engineering, and keep technical debt in check.
 ### Hybrid Methodologies
 
 #### Agile-waterfall Integration
@@ -328,7 +345,7 @@ description: "Curated, AI-ranked Project Management Methodology resources for th
   - **(2022)** [**techcrunch.com: Protestware on the rise: Why developers are sabotaging their own code**](https://techcrunch.com/2022/07/27/protestware-code-sabotage) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates the complex security phenomenon of 'protestware,' where open-source maintainers intentionally introduce destructive changes or regional exploits into widely used packages for political or social reasons. Details the architectural impact on enterprise software supply chains and highlights the urgent necessity for robust dependency pinning, software bills of materials, and strict package mirroring.
 
 ---
-πŸ’‘ **Explore Related:** [Developerportals](./developerportals.md) | [QA](./qa.md) | [Project Management Tools](./project-management-tools.md)
+πŸ’‘ **Explore Related:** [Project Management Tools](./project-management-tools.md) | [Chaos Engineering](./chaos-engineering.md) | [DevOps](./devops.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/project-management-tools.md b/v2-docs/project-management-tools.md
index 54e8d2f7..43f5e31c 100644
--- a/v2-docs/project-management-tools.md
+++ b/v2-docs/project-management-tools.md
@@ -86,7 +86,7 @@ description: "Top Project Management Tools resources for 2026, AI-ranked: joplin
   - **(2026)** [GH Gists: gist.new](https://gist.github.com/starred)  [COMMUNITY-TOOL] β€” An efficiency shortcut (`gist.new`) that directs users to GitHub's Gist creation environment. Allows developers to rapidly save, share, and audit isolated code configurations, terminal scripts, or stack traces without initializing full Git trees.
 
 ---
-πŸ’‘ **Explore Related:** [Developerportals](./developerportals.md) | [QA](./qa.md) | [Scaffolding](./scaffolding.md)
+πŸ’‘ **Explore Related:** [Project Management Methodology](./project-management-methodology.md) | [Chaos Engineering](./chaos-engineering.md) | [DevOps](./devops.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/prometheus.md b/v2-docs/prometheus.md
index a5d4f53c..533a5cb0 100644
--- a/v2-docs/prometheus.md
+++ b/v2-docs/prometheus.md
@@ -135,8 +135,8 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
 
 ### General Reference
 
-  - [logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io](https://logz.io/blog/aws-lambda-metrics-monitoring-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io in the Kubernetes Tools ecosystem.
   - [openlogic.com: How to develop Grafana Dashboards 🌟](https://www.openlogic.com/blog/how-visualize-prometheus-data-grafana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openlogic.com: How to develop Grafana Dashboards 🌟 in the Kubernetes Tools ecosystem.
+  - [logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io](https://logz.io/blog/aws-lambda-metrics-monitoring-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io in the Kubernetes Tools ecosystem.
   - [Monitoring Self-Destructing Apps Using Prometheus](https://dzone.com/articles/prometheus-collectors)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Monitoring Self-Destructing Apps Using Prometheus in the Kubernetes Tools ecosystem.
   - [Ensure High Availability and Uptime With Kubernetes Horizontal Pod Autoscaler (HPA) and Prometheus](https://dzone.com/articles/ensure-high-availability-and-uptime-with-kubernete)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Ensure High Availability and Uptime With Kubernetes Horizontal Pod Autoscaler (HPA) and Prometheus in the Kubernetes Tools ecosystem.
   - [Set Up and Integrate Prometheus With Grafana for Monitoring.](https://dzone.com/articles/monitoring-using-spring-boot-20-prometheus-and-gra)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Set Up and Integrate Prometheus With Grafana for Monitoring. in the Kubernetes Tools ecosystem.
@@ -206,6 +206,9 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2026)** [==Telegraf Prometheus Output Plugin==](https://github.com/influxdata/telegraf/tree/master/plugins/outputs/prometheus_client) ⭐ 17615  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Source code and implementation guide for Telegraf's Prometheus output integration. Allows standard push-based collection architectures to export telemetry data via a pull-based scraping API.
 ### Monitoring
 
+#### Metrics Collection
+
+  - **(2024)** [Prometheus](https://nubenetes.com/prometheus/#aws-managed-services-for-prometheus-and-grafana) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Prometheus is an open-source systems monitoring and alerting toolkit originally built at SoundCloud. It utilizes a pull-based metrics collection model over HTTP, powered by a highly efficient dimensional data model (TSDB) with PromQL. Essential for Kubernetes cloud-native environments, it excels in dynamic service discovery and real-time operational visibility.
 #### Prometheus Getting Started
 
   - **(2023)** [grafana.com: Get started with Prometheus with these three easy projects](https://grafana.com/blog/get-started-with-prometheus-with-these-three-easy-projects)  [COMMUNITY-TOOL] β€” A hands-on, multi-project tutorial designed to build core competencies with Prometheus metrics collections, PromQL search syntax, and standard Node Exporter integrations.
@@ -348,9 +351,18 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Grafana Dashboards
 
   - **(2026)** [Grafana Dashboards with Telegraf Collectors](https://grafana.com/grafana/dashboards/?collector=Telegraf) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curated dashboard collection optimized for displaying metrics gathered via Telegraf. Provides visual paradigms for memory, system operations, disk throughput, and CPU scaling.
+## Systems Design
+
+### Observability (2)
+
+#### Infrastructure Design
+
+##### Telemetry Pipelines
+
+  - **(2022)** [learnsteps.com: Monitoring Infrastructure System Design](https://www.learnsteps.com/monitoring-infrastructure-system-design) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural breakdown of designing an end-to-end monitoring infrastructure from scratch. Examines the selection of pull vs. push telemetry models, buffer queues (like Kafka), and time-series databases (TSDBs). Curator Insight: High-level overview of system design for monitoring platforms. Live Grounding: Serves as a great architectural primer for platform engineering teams building internal metrics systems.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/public-cloud-solutions.md b/v2-docs/public-cloud-solutions.md
index a1efc152..929b3e59 100644
--- a/v2-docs/public-cloud-solutions.md
+++ b/v2-docs/public-cloud-solutions.md
@@ -174,7 +174,7 @@ description: "Top Public Cloud Solutions resources for 2026, AI-ranked: OpenShif
   - **(2026)** [Pivotal.io: Pivotal Container Service (PKS), owned by VMware](https://pivotal.io/platform/pivotal-container-service) [ADVANCED LEVEL]  [LEGACY] β€” 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 networking. Live grounding labels the PKS brand as legacy, now superseded by Tanzu Kubernetes Grid.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [Digitalocean](./digitalocean.md) | [AWS Backup](./aws-backup.md)
+πŸ’‘ **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS](./aws.md) | [Azure](./azure.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/pulumi.md b/v2-docs/pulumi.md
index c31b38d9..28dc2fee 100644
--- a/v2-docs/pulumi.md
+++ b/v2-docs/pulumi.md
@@ -81,16 +81,9 @@ description: "Top Pulumi resources for 2026, AI-ranked: Pulumi, Pulumi VS Terraf
 #### Pulumi Registry (1)
 
   - **(2021)** [siliconangle.com: Pulumi’s new registry aims to ease sharing and reusing cloud infrastructure building blocks](https://siliconangle.com/2021/10/18/pulumis-new-registry-makes-easy-share-reuse-cloud-infrastructure-building-blocks)  [COMMUNITY-TOOL] β€” Detailed insight into the launch of the Pulumi Registry, a public marketplace supporting modular package sharing and reusability of multi-cloud components across diverse language boundaries.
-## Kubernetes Developer Experience
-
-### Graph-based Dev and Test
-
-#### Garden Documentation
-
-  - **(2021)** [garden.io: cloud native devops platform](https://docs.garden.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Architectural specifications for the Garden orchestration tool. Details graph configurations, Helm-based packaging models, pipeline test automation patterns, and enterprise testing setups inside remote clusters.
 
 ---
-πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Kubernetes Security](./kubernetes-security.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/python.md b/v2-docs/python.md
index 37ab9d13..4d93b94f 100644
--- a/v2-docs/python.md
+++ b/v2-docs/python.md
@@ -766,9 +766,6 @@ Live Grounding: Details legacy OS module calls, comparing speed metrics against
 Live Grounding: Details custom provider integration, localized structured schemas, testing configurations, and managing deterministic seed states for repeatable automated validations.
 ### Tooling (1)
 
-#### AI Code Assistants
-
-  - **(2021)** [Kite 🌟](https://kite.com) [NOT APPLICABLE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight reviews Kite as a local-AI completion helper. Live Grounding confirms the project is fully retired and non-operational, with software development workflows now dominated by sophisticated cloud and local models like GitHub Copilot, Cursor, and modern LSP tooling.
 #### Developer Productivity (1)
 
   - **(2022)** [makeuseof.com: 10 Useful Tools for Python Developers](https://www.makeuseof.com/python-developer-tools) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight profiles basic developer tools for Python users. Live Grounding points out that while simple tools are important for learners, enterprise environments mandate modern standard pipelines composed of specialized IDEs, linters, and containerized runtimes.
@@ -822,7 +819,7 @@ Live Grounding: Assesses PyScript's interface layer, detailing direct DOM manipu
   - **(2015)** [TDD with Django, from scratch: a beginner's intro to testing and web development](https://www.pyvideo.org/video/3509/tdd-with-django-from-scratch-a-beginners-intro) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Historical tutorial introducing Test-Driven Development (TDD) concepts in Django. Evaluates assertion workflows, testing isolated model components, and unit test integrations within early Python CI environments.
 
 ---
-πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md)
+πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Java_Frameworks](./java_frameworks.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/qa.md b/v2-docs/qa.md
index 59d6dca9..e1d456a2 100644
--- a/v2-docs/qa.md
+++ b/v2-docs/qa.md
@@ -180,7 +180,7 @@ description: "Top QA resources for 2026, AI-ranked: Awesome Test Automation, JUn
   - **(2022)** [thenewstack.io: 7 Benefits of Testing in Isolation](https://thenewstack.io/7-benefits-of-testing-in-isolation) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Outlines seven architectural advantages of isolated component testing. Details why using service mocks, localized databases, and sandboxed test environments accelerates regression tracking and simplifies dependency configurations.
 
 ---
-πŸ’‘ **Explore Related:** [Developerportals](./developerportals.md) | [Project Management Tools](./project-management-tools.md) | [Scaffolding](./scaffolding.md)
+πŸ’‘ **Explore Related:** [Project Management Tools](./project-management-tools.md) | [Project Management Methodology](./project-management-methodology.md) | [Chaos Engineering](./chaos-engineering.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/rancher.md b/v2-docs/rancher.md
index b9b7628a..75fe3763 100644
--- a/v2-docs/rancher.md
+++ b/v2-docs/rancher.md
@@ -29,6 +29,20 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
   - **(None)** [](https://www.suse.com/c/rancher_blog/deploy-kubernetes-clusters-on-microsoft-azure-with-rancher)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.suse.com/c/rancher_blog/stateful-kubernetes-workloads-on-vsphere-with-rke)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.suse.com/c/rancher_blog/fleet-management-for-kubernetes-is-here)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
+## CICD
+
+### Infrastructure
+
+#### Rancher
+
+  - **(2020)** [Deploy a Rancher Cluster with GitLab CI and Terraform](https://www.suse.com/c/rancher_blog/deploy-a-rancher-cluster-with-gitlab-ci-and-terraform) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Step-by-step automation blueprint demonstrating how to provision and orchestrate Rancher multi-cluster control planes. Harnesses Terraform to scale target virtual machines and GitLab CI to deploy and maintain management-plane state configurations.
+## Cloud Native
+
+### Kubernetes
+
+#### Rancher Management
+
+  - **(2022)** [aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference Deployment](https://aws-quickstart.github.io/quickstart-eks-rancher) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official AWS Quick Start reference guide for standing up Rancher on AWS. This architecture installs Rancher on an Amazon EKS cluster, giving enterprise operations teams a unified interface to govern multiple downstream clusters, enforce unified RBAC models, and manage complex multi-tenant environments.
 ## Container Engines
 
 ### Lightweight Runtimes
@@ -55,10 +69,10 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
 
   - **(2020)** [blog.nootch.net: Kubernetes at Home With K3s](https://blog.nootch.net/post/kubernetes-at-home-with-k3s) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A personal home-lab engineering log detailing bare-metal K3s installation, storage mounting strategies, and managing multi-tenant microservices on budget-friendly consumer hardware.
   - **(2022)** [github.com/erebe/personal-server: Personal server configuration with k3s' 🌟](https://github.com/erebe/personal-server) [NIX CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” An infrastructure-as-code repository showcasing a highly efficient, custom home-lab or personal server automation template utilizing K3s and declarative configurations.
-#### Infrastructure
+#### Infrastructure (1)
 
   - **(2020)** [blog.alexellis.io: Bare-metal Kubernetes with K3s](https://blog.alexellis.io/bare-metal-kubernetes-with-k3s) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A foundational tutorial by Alex Ellis on provisioning fully compliant bare-metal Kubernetes nodes on physical hardware using K3s, metalLB, and generic local network environments.
-### CICD
+### CICD (1)
 
 #### Gitlab Runners
 
@@ -135,13 +149,20 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
 #### Fleet Management
 
   - **(2025)** [**github.com/rancher/fleet**](https://github.com/rancher/fleet) ⭐ 1708  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight presents Fleet as Rancher's GitOps engine for massive scale. Live grounding in 2026 verifies Fleet remains highly enterprise-stable, powering large-scale multi-cluster deployments across thousands of distributed edge devices by optimizing resource footprints compared to traditional GitOps operators.
-## Infrastructure (1)
+## Infrastructure (2)
 
 ### Hyperconverged Infrastructure
 
 #### Bare Metal (1)
 
   - **(2021)** [**rancher.com: Announcing Harvester: Open Source Hyperconverged Infrastructure (HCI) Software**](https://www.suse.com/c/rancher_blog/announcing-harvester-open-source-hyperconverged-infrastructure-hci-software) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Official announcement of Harvester, an open-source hyperconverged infrastructure (HCI) solution designed on top of Kubernetes, KubeVirt, and Longhorn. Bridges the gap between traditional virtual machine workloads and modern cloud-native containerized platforms, enabling unified operations. Valuable for organizations seeking alternatives to legacy proprietary hypervisors.
+## Introductory
+
+### Concepts
+
+#### Core Resources
+
+  - **(2021)** [community.suse.com: Stupid Simple Kubernetesβ€Šβ€”β€ŠDeployments, Services and Ingresses Explained](https://www.rancher.com/community)  [COMMUNITY-TOOL] β€” Provides a clean, foundational model detailing the relationship between Deployments, Services, and Ingress resources. Explains how these layers work together to manage container replicas, handle traffic distribution, and expose APIs to external users.
 ## Kubernetes Management
 
 ### Case Studies
@@ -187,6 +208,9 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
 #### Alerting
 
   - **(2023)** [rancher.com: Custom alerts using Prometheus queries](https://www.suse.com/c/rancher_blog/custom-alerts-using-prometheus-queries) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An operational guide focusing on formulating custom alert conditions using PromQL queries in Rancher. Shows how to integrate metrics with alert systems and route notifications to modern receivers like Slack or PagerDuty.
+#### Etcd Monitoring
+
+  - **(2023)** [Monitor Etcd with Prometheus and Grafana using Rancher](https://www.suse.com/c/rancher_blog/monitor-etcd-with-prometheus-and-grafana-using-rancher) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An operational runbook explaining how to configure Prometheus and Grafana within SUSE Rancher to audit and visualize etcd status. Evaluates critical etcd parameters including database size, disk synchronization latency, and peer communication health.
 ### Multi-cluster Orchestration
 
 #### Enterprise Management
@@ -253,7 +277,7 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
   - **(2025)** [==Harvester==](https://github.com/harvester/harvester) ⭐ 5054  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight showcases Harvester as a modern open-source HCI built on KubeVirt and Longhorn. Live grounding in 2026 confirms Harvester has fully matured into an enterprise-stable alternative to VMware ESXi, enabling seamless co-habitation of VM and container environments under unified Kubernetes control planes.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/recruitment.md b/v2-docs/recruitment.md
index 9e40d963..8f492531 100644
--- a/v2-docs/recruitment.md
+++ b/v2-docs/recruitment.md
@@ -258,7 +258,7 @@ description: "Top Recruitment resources for 2026, AI-ranked: relocate.me, recrui
   - **(2022)** [businessinsider.es: Los 9 factores que mΓ‘s repercuten en la felicidad en el trabajo, segΓΊn los trabajadores](https://www.businessinsider.es/desarrollo-profesional/9-factores-repercuten-felicidad-trabajador-352445) [ES CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Examines nine primary factors contributing to happiness and stability in modern workplaces. Live Grounding: Pinpoints flexibility, operational autonomy, psychological safety, and meaningful work as key drivers to minimize technical debt and turnover within engineering groups.
 
 ---
-πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Remote Tech Jobs](./remote-tech-jobs.md)
+πŸ’‘ **Explore Related:** [Interview Questions](./interview-questions.md) | [HR](./hr.md) | [Workfromhome](./workfromhome.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/registries.md b/v2-docs/registries.md
index 483990ce..7bfba3c8 100644
--- a/v2-docs/registries.md
+++ b/v2-docs/registries.md
@@ -58,14 +58,9 @@ description: "Top Registries resources for 2026, AI-ranked: GitHub: Nexus-CLI, H
   - **(2021)** [Devopscube.com: Setup Nexus Kubernetes 🌟](https://devopscube.com/setup-nexus-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A detailed walk-through detailing how to install and configure Sonatype Nexus Repository Manager on a Kubernetes cluster. It breaks down persistent volume claims (PVCs), service exposes, and deployment manifest constructs. The guide simplifies the process of establishing a self-managed, centralized artifact cache on top of cloud-native infrastructure.
 ## CICD
 
-### Automation Ecosystems
-
-#### Jenkins and Nexus
-
-  - **(2019)** [Continuous Delivery with Sonatype Nexus, Jenkins and the Cloudogu Ecosystem](https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Illustrates a full CD pipeline design combining Jenkins automation pipelines, Sonatype Nexus artifact caching, and the Cloudogu developer platform ecosystem. It discusses how to decouple build outputs, secure package verification, and trigger orchestrations. It demonstrates how standardizing on artifact-centric builds minimizes drift in multi-environment configurations.
 ### Integration Tutorials
 
-#### Jenkins and Nexus (1)
+#### Jenkins and Nexus
 
   - **(2020)** [youtube: Jenkins Integration with Nexus](https://www.youtube.com/watch?v=qbO4MTESiJQ) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Video tutorial focusing on the integration of Jenkins CI servers with Sonatype Nexus Repository Manager. It explains plugin configurations, build step triggers, and authentication variables needed to securely push builds to repository hosts. This resource offers a visual walk-through of pipeline configurations.
   - **(2020)** [youtube: uploading artifacts from jenkins to nexus](https://www.youtube.com/watch?v=7NmGSnqLd58) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Video tutorial demonstrating standard techniques for configuring Maven, Gradle, or shell scripts inside Jenkins pipelines to automate artifact delivery to Nexus targets. It details credential management and pipeline syntax. Perfect for developers transitioning from manual delivery configurations to pipeline-managed deliveries.
@@ -73,13 +68,7 @@ description: "Top Registries resources for 2026, AI-ranked: GitHub: Nexus-CLI, H
 
 #### DevOps Integrations
 
-  - **(2020)** [openshift.com: Cloud DevOps With OpenShift and JFrog](https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This integration study outlines the cooperative benefits of leveraging Red Hat OpenShift alongside JFrog Artifactory to drive secure, enterprise-grade cloud-native development. It covers automated build triggers, container compliance, and continuous deployment workflows. It showcases how combining these enterprise tools streamlines DevOps practices at scale.
   - **(2020)** [openshift.com: Using JFrog's Artifactory and Red Hat OpenShift Together](https://www.redhat.com/en/blog/18333-2) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A technical tutorial demonstrating practical steps to configure and run JFrog Artifactory on Red Hat OpenShift container clusters. It guides platform engineers through deployment steps, operator configuration, and cluster-wide pull authorization parameters. It focuses on validating container origin trust within regulated enterprise clusters.
-### Pipeline Automation
-
-#### Jfrog Pipelines
-
-  - **(2021)** [jfrog.com: How I Leaped Forward My Jenkins Build with JFrog Pipelines](https://jfrog.com/blog) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Highlights the transition of software build jobs from standard Jenkins architectures to optimized JFrog Pipelines. It details structural enhancements in build speeds, caching mechanisms, and overall pipeline orchestrations using Artifactory integrations. This technical blog demonstrates techniques for reducing CI bottleneck overhead.
 ### Secops
 
 #### Automated Builds
@@ -165,7 +154,7 @@ description: "Top Registries resources for 2026, AI-ranked: GitHub: Nexus-CLI, H
   - **(2025)** [==jfrog.com: Kubernetes Helm Chart Repositories 🌟==](https://docs.jfrog.com) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” 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.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [CI/CD](./cicd.md) | [Argo](./argo.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/remote-tech-jobs.md b/v2-docs/remote-tech-jobs.md
index abebc36f..985cb3c2 100644
--- a/v2-docs/remote-tech-jobs.md
+++ b/v2-docs/remote-tech-jobs.md
@@ -49,7 +49,7 @@ description: "Curated, AI-ranked Remote Tech Jobs resources for the 2026 Cloud N
   - **(2021)** [esquire.com: ΒΏPor quΓ© tu empresa no quiere que teletrabajes?](https://www.esquire.com/es/trabajo/a37314227/teletrabajo-volver-oficina) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight outlines corporate motivations driving return-to-office (RTO) mandates. Live Grounding shows that post-2024, many enterprises instituted hybrid policies, but high-tier engineering talent continues to strongly favor asynchronous, geographically distributed operational environments.
 
 ---
-πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Workfromhome](./workfromhome.md)
+πŸ’‘ **Explore Related:** [Interview Questions](./interview-questions.md) | [HR](./hr.md) | [Recruitment](./recruitment.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/scaffolding.md b/v2-docs/scaffolding.md
index 01288efd..0ceaf4b0 100644
--- a/v2-docs/scaffolding.md
+++ b/v2-docs/scaffolding.md
@@ -18,18 +18,16 @@ description: "Top Scaffolding resources for 2026, AI-ranked: Skaffold, Maven and
   - **(2023)** [cloud.google.com: configuring_with_snippets 🌟](https://docs.cloud.google.com/code/docs/vscode/yaml-editing) [YAML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Reference manual for configuring IDE tooling with specialized cloud code snippets. Demonstrates how Cloud Code streamlines the creation of valid Kubernetes YAML definitions directly inside IDE environments like VS Code.
 ## Kubernetes Developer Experience
 
+### Graph-based Dev and Test
+
+#### Garden Documentation
+
+  - **(2021)** [garden.io: cloud native devops platform](https://docs.garden.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Architectural specifications for the Garden orchestration tool. Details graph configurations, Helm-based packaging models, pipeline test automation patterns, and enterprise testing setups inside remote clusters.
 ### Inner-loop Automation
 
 #### Skaffold
 
   - **(2026)** [**Skaffold 🌟**](https://skaffold.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Google's Skaffold remains an industry-leading workflow engine that orchestrates code building, artifact pushing, and target deployment steps. It features smart caching, file sync capability, and multi-profile handling configurations.
-## Platform Engineering
-
-### Gitops
-
-#### Helm Lifecycle Management
-
-  - **(2022)** [**codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟**](https://octopus.com/devops) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the application of visual Kanban paradigms to Kubernetes deployment pipelines, specifically managing and promoting Helm releases across environments. Contrasts traditional CI/CD promotion techniques with visual value stream modeling, demonstrating how platform teams can reduce deployment friction and coordinate microservice boundaries with clear board transitions.
 ## Software Engineering
 
 ### Application Scaffolding
@@ -46,7 +44,7 @@ description: "Top Scaffolding resources for 2026, AI-ranked: Skaffold, Maven and
   - **(2025)** [Maven](https://nubenetes.com/maven-gradle/) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” 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.
 
 ---
-πŸ’‘ **Explore Related:** [Developerportals](./developerportals.md) | [QA](./qa.md) | [Project Management Tools](./project-management-tools.md)
+πŸ’‘ **Explore Related:** [Project Management Tools](./project-management-tools.md) | [Project Management Methodology](./project-management-methodology.md) | [Chaos Engineering](./chaos-engineering.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/scaleway.md b/v2-docs/scaleway.md
index fe6f5719..c6a6db00 100644
--- a/v2-docs/scaleway.md
+++ b/v2-docs/scaleway.md
@@ -16,7 +16,7 @@ description: "Curated, AI-ranked Scaleway resources for the 2026 Cloud Native ar
   - **(None)** [](https://www.scaleway.com/en/en)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.scaleway.com in the Kubernetes Tools ecosystem.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/securityascode.md b/v2-docs/securityascode.md
index a9eeb2ae..9ffd98fe 100644
--- a/v2-docs/securityascode.md
+++ b/v2-docs/securityascode.md
@@ -16,6 +16,18 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
 #### General Reference
 
   - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Hardened Images for Every Developer in the Kubernetes Tools ecosystem.
+## Cloud Infrastructure
+
+### Azure Networking
+
+#### Security
+
+  - **(2025)** [Azure Network Security Perimeter Concepts](https://learn.microsoft.com/en-us/azure/private-link/network-security-perimeter-concepts) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official conceptual reference for Azure Network Security Perimeters (NSP). This architecture allows enterprises to group PaaS resourcesβ€”such as Azure Key Vault and Storageβ€”and enforce access boundaries based on network identity, preventing data exfiltration and streamlining complex subnet-based network isolation policies.
+### Security and Compliance
+
+#### Policy Enforcement
+
+  - **(2021)** [aws.amazon.com: Easy as one-two-three policy management with Kyverno on Amazon EKS 🌟](https://aws.amazon.com/blogs/containers/easy-as-one-two-three-policy-management-with-kyverno-on-amazon-eks) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the deployment of Kyverno on Amazon EKS to enforce policy as code using native Kubernetes resources. It demonstrates how to write policies to restrict root privileges, mutate incoming resources, and audit cluster compliance directly without writing complex Rego code.
 ## Cloud Native Security
 
 ### Infrastructure Security
@@ -39,6 +51,7 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
   - **(2021)** [searchitoperations.techtarget.com: CNCF policy-as-code project bridges Kubernetes security gaps](https://www.techtarget.com/searchitoperations/news/252505548/CNCF-policy-as-code-project-bridges-Kubernetes-security-gaps) [NONE CONTENT]  [COMMUNITY-TOOL] β€” 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.
 #### Kyverno
 
+  - **(2024)** [==A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742==](https://github.com/kubernetes/kubernetes/issues/126811) ⭐ 123002  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A critical Kyverno security policy designed to block custom Nginx Ingress snippet configurations, preventing exploitation of CVE-2021-25742. Demonstrates the practical power of declarative security rules in blocking ingress privilege escalations.
   - **(2021)** [cloud.redhat.com: Automate Your Security Practices and Policies on OpenShift With Kyverno 🌟](https://www.redhat.com/en/blog/automate-your-security-practices-and-policies-on-openshift-with-kyverno) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Illustrates automated security practice implementation inside OpenShift clusters utilizing Kyverno. Explores Kyverno's YAML-native approach, highlighting how platform engineers write policies using standard Kubernetes resource models without learning new programming languages.
 #### Kyverno Training
 
@@ -101,7 +114,7 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
 #### Policy-as-code (3)
 
   - **(2021)** [kubermatic.com: Using Open Policy Agent With Kubermatic Kubernetes Platform](https://www.kubermatic.com/blog/using-open-policy-agent-with-kubermatic) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the implementation of OPA Gatekeeper within Kubermatic Kubernetes Platform (KKP) for programmatic multi-cluster fleet management. Illustrates how operators can centrally define, distribute, and enforce admission controller policies across dozens of hybrid and multi-cloud Kubernetes deployments.
-### Security and Compliance
+### Security and Compliance (1)
 
 #### Cloud Security
 
@@ -134,6 +147,16 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
 #### Cryptographic Signatures
 
   - **(2022)** [blog.sigstore.dev: How to verify container images with Kyverno using KMS,' Cosign, and Workload Identity](https://blog.sigstore.dev/how-to-verify-container-images-with-kyverno-using-kms-cosign-and-workload-identity-1e07d2b85061) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced technical exploration of enterprise container security architectures. Provides steps to construct a validation loop that verifies image signatures dynamically using Kyverno, integrated directly with KMS key stores, Sigstore Cosign, and OIDC-based Workload Identity.
+## Kubernetes Security (1)
+
+### Policy-as-code (5)
+
+#### Kyverno Administration
+
+  - **(2020)** [kyverno.io 🌟](https://kyverno.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” Kyverno is a declarative Kubernetes-native policy engine. Designed specifically for Kubernetes, it simplifies policy management by allowing administrators to validate, mutate, and generate resources without writing complex Rego code.
+#### Kyverno Rules and Policies
+
+  - **(2020)** [kyverno.io/policies 🌟](https://kyverno.io/policies) [YAML CONTENT]  [COMMUNITY-TOOL] β€” 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.
 ## Public Cloud
 
 ### Azure Integration
@@ -141,24 +164,43 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
 #### Cloud Governance
 
   - **(2026)** [**Azure Policy**](https://nubenetes.com/azure/) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” 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.
-## Security
+## Security (1)
 
+### Devsecops
+
+#### Vulnerability Scanning
+
+  - **(2022)** [GitHub Code Security Risk Assessment: Free Vulnerability Scanning](https://github.blog/security/application-security/how-exposed-is-your-code-find-out-in-minutes-for-free)  [COMMUNITY-TOOL] β€” Guides users in configuring GitHub's integrated developer security capabilities to find vulnerabilities, scan code dependencies, and detect exposed tokens. Highlights configuring automated pipelines to safeguard repository secrets prior to creating deployment packages. Speeds up software supply-chain validation workflows.
+### IAM
+
+#### Protocols
+
+  - **(2022)** [curity.io: OAuth 2.0 Overview](https://curity.io/resources/learn/oauth-overview)  [COMMUNITY-TOOL] β€” An industrial-grade review of the OAuth 2.0 protocol specifications, flows, and grant types. Provides system architects with core design criteria to safely establish authorization states between microservice deployments. Underlines secure handling of access, refresh, and id tokens.
+  - **(2022)** [curity.io: OpenID Connect Overview](https://curity.io/resources/learn/openid-connect-overview)  [COMMUNITY-TOOL] β€” Provides a comprehensive architecture overview of OpenID Connect (OIDC) acting as the authentication layer on top of OAuth 2.0. Analyzes ID token syntax, discovery endpoints, and flows for multi-tenant systems. Essential background knowledge for implementing cloud-native federated identities.
 ### Identity and Access
 
+#### Entra ID
+
+  - **(2024)** [Configure Microsoft Entra for Increased Security](https://learn.microsoft.com/en-us/entra/fundamentals/configure-security) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official guidelines detailing the technical configuration of Microsoft Entra ID to establish strong cloud tenant boundaries. It highlights multi-factor authentication, conditional access pathways, and identity protection rules. Essential reading for platform engineers aligning cloud-native infrastructure with corporate compliance frameworks.
 #### Oauth2
 
   - **(2022)** [rapidapi.com:What is OAuth2.0?](https://rapidapi.com/guides/oath2-0)  [COMMUNITY-TOOL] β€” A comprehensive foundational guide breaking down the OAuth 2.0 authorization framework. It delineates core concepts including authentication flows, grant types, token lifecycles, and security delegation mechanics.
 #### Spring Security
 
   - **(2022)** [freecodecamp.org: How to Implement an OAuth2 Resource Server with Spring Security](https://www.freecodecamp.org/news/oauth2-resourceserver-with-spring-security) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A hands-on implementation tutorial detailing the deployment of an OAuth2-compliant resource server using Spring Security. It guides through configuring middleware to parse and authenticate incoming JWT requests.
-### Policy Enforcement
+### Kubernetes Security (2)
+
+#### Policy As Code
+
+  - **(2021)** [infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent](https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa) [ADVANCED LEVEL]  [LEGACY] β€” Evaluates using Open Policy Agent (OPA) and Gatekeeper to enforce pod security. Live grounding alerts: Native Kubernetes Pod Security Policies (PSPs) are fully deprecated. This article remains valuable for migration projects transitioning from legacy PSPs to modern OPA/Gatekeeper policy-as-code equivalents.
+### Policy Enforcement (1)
 
 #### Admission Control
 
   - **(2022)** [MagTape](https://github.com/tmobile/magtape) ⭐ 152  [JAVASCRIPT CONTENT] 🌟🌟 [LEGACY] β€” An admission controller developed by T-Mobile that evaluates resources against organizational policy constraints during creation. Written in Node.js, it offered a lightweight alternative to OPA for specific JSON schema validations. By 2026, it has been largely archived, with developers migrating to Gatekeeper or Kyverno.
 
 ---
-πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Pulumi](./pulumi.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Ansible](./ansible.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/serverless.md b/v2-docs/serverless.md
index 3a361374..f84751f8 100644
--- a/v2-docs/serverless.md
+++ b/v2-docs/serverless.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, kn: knative client and more β€” curated Cloud Native tools, guides and references."
+description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, OpenShift Serverless and more β€” curated Cloud Native tools, guides and references."
 ---
 # Serverless Architectures and Frameworks
 
@@ -81,6 +81,8 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, kn: knativ
 #### Knative
 
   - **(2026)** [==knative.dev==](https://knative.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier Kubernetes-native platform for serverless workloads. Offers enterprise-grade Serving (scale-to-zero, request-driven autoscaling) and highly decoupled Eventing models.
+  - **(2021)** [**redhat.com: What is knative?**](https://www.redhat.com/en/topics/microservices/what-is-knative) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Red Hat's baseline structural review of Knative, mapping its internal serving controllers, ingress routes, and cluster event models for enterprise operators.
+  - **(2020)** [**datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless from Cloud Giants**](https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines Knative's industry goal of creating an open, pluggable platform layer that frees enterprise organizations from public cloud vendor lock-in.
 #### Knative And API Gateways
 
   - **(2021)** [**dev.to: FaaS on Kubernetes: From AWS Lambda & API Gateway To Knative & Kong API Gateway**](https://dev.to/pmbanugo/faas-on-kubernetes-from-aws-lambda-api-gateway-to-knative-kong-api-gateway-4n84) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Practical technical demonstration outlining how to replicate proprietary cloud FaaS configurations by using open components like Knative and Kong API Gateway inside a Kubernetes cluster.
@@ -171,6 +173,7 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, kn: knativ
 
 #### Openshift Serverless
 
+  - **(2026)** [==OpenShift Serverless==](https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Red Hat's production-hardened Knative integration. Provides out-of-the-box scale-to-zero capabilities, event routing, and secure cluster integration under the OpenShift console.
   - **(2021)** [**openshift.com: Why and When you need to consider OpenShift Serverless**](https://www.redhat.com/en/blog/why-and-when-you-need-to-consider-openshift-serverless) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analytically presents key decision variables for deploying OpenShift Serverless, highlighting resource cost reductions, pod auto-scaling, and cluster efficiency.
 #### Openshift Serverless Integration
 
@@ -207,7 +210,7 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, kn: knativ
   - **(2019)** [**theburningmonk.com: Making Terraform and Serverless framework work together**](https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A classic, influential case study analyzing the architecture of combining HashiCorp Terraform (for heavy resources like VPCs, databases, IAM) with Serverless Framework (for ephemeral Lambdas). Explores state output handoffs, parameter store structures, and pipeline coordination protocols. Live grounding confirms that while newer tools have merged these functions, this division of labor remains highly performant and stable.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/servicemesh.md b/v2-docs/servicemesh.md
index cf3e5a0c..087aef91 100644
--- a/v2-docs/servicemesh.md
+++ b/v2-docs/servicemesh.md
@@ -224,7 +224,7 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
   - **(2023)** [Kourier: A lightweight Knative Serving ingress](https://developers.redhat.com/blog/2020/06/30/kourier-a-lightweight-knative-serving-ingress) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kourier is a lightweight Ingress implementation specifically designed for Knative Serving, utilizing Envoy as the underlying data plane. It serves as an alternative to large service mesh deployments, providing fast route configurations, cold start mitigation, and scale-to-zero capabilities for serverless containers inside Kubernetes. It is heavily utilized in simplified enterprise serverless setups.
 
 ---
-πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Networking](./networking.md) | [Web Servers](./web-servers.md)
+πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Web Servers](./web-servers.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/sonarqube.md b/v2-docs/sonarqube.md
index cf921cf4..8f29aa43 100644
--- a/v2-docs/sonarqube.md
+++ b/v2-docs/sonarqube.md
@@ -42,7 +42,7 @@ description: "Top Sonarqube resources for 2026, AI-ranked: SonarQube Scanner Ove
   - **(2022)** [**thenewstack.io: How to Analyze Code and Find Vulnerabilities with SonarQube**](https://thenewstack.io/how-to-analyze-code-and-find-vulnerabilities-with-sonarqube) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Teaches developers how to interpret SonarQube dashboards to discover common security vulnerabilities and code smells. Demonstrates optimization rules and quality profiles adjustment methods.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [CI/CD](./cicd.md) | [Registries](./registries.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/sre.md b/v2-docs/sre.md
index c3fea6d1..5765c3f8 100644
--- a/v2-docs/sre.md
+++ b/v2-docs/sre.md
@@ -178,7 +178,7 @@ description: "Top SRE resources for 2026, AI-ranked: Skills for Real Engineers,
   - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) ⭐ 128202  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on career advancement, live engineering practice indicates that mastering these fundamentals is vital to surviving rapid AI development shifts. It represents an elite reference for engineering standardizations.
 
 ---
-πŸ’‘ **Explore Related:** [Developerportals](./developerportals.md) | [QA](./qa.md) | [Project Management Tools](./project-management-tools.md)
+πŸ’‘ **Explore Related:** [Project Management Tools](./project-management-tools.md) | [Project Management Methodology](./project-management-methodology.md) | [Chaos Engineering](./chaos-engineering.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/stackstorm.md b/v2-docs/stackstorm.md
index 0b996e61..6ec77b79 100644
--- a/v2-docs/stackstorm.md
+++ b/v2-docs/stackstorm.md
@@ -18,7 +18,7 @@ description: "Curated, AI-ranked Stackstorm resources for the 2026 Cloud Native
   - **(2025)** [github.com/StackStorm](https://github.com/StackStorm) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Central repositories for the StackStorm platform containing internal event loops, action runners, rules-engine components, pack loaders, and comprehensive infrastructure orchestration drivers.
 
 ---
-πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
+πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md)
 
-πŸ”— **See Also:** [Ansible](./ansible.md) | [AWS Storage](./aws-storage.md)
+πŸ”— **See Also:** [AWS Storage](./aws-storage.md) | [Kubernetes Storage](./kubernetes-storage.md)
 
diff --git a/v2-docs/swagger-code-generator-for-rest-apis.md b/v2-docs/swagger-code-generator-for-rest-apis.md
index f6811fcf..4430074e 100644
--- a/v2-docs/swagger-code-generator-for-rest-apis.md
+++ b/v2-docs/swagger-code-generator-for-rest-apis.md
@@ -40,7 +40,7 @@ description: "Curated, AI-ranked Swagger Code Generator For Rest APIs resources
   - **(2015)** [**Swagger Codegen**](https://github.com/swagger-api/swagger-codegen) ⭐ 17758  [JAVA CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Automatic generation of API client libraries and server stubs from OpenAPI/Swagger specifications.
 
 ---
-πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md)
+πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
-πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md)
+πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)
 
diff --git a/v2-docs/tags.md b/v2-docs/tags.md
index a4f960d7..8fcbc422 100644
--- a/v2-docs/tags.md
+++ b/v2-docs/tags.md
@@ -51,7 +51,7 @@ Bigger, warmer labels cover more resources. Click any label to jump to its secti
 German1
 Go / Javascript2
 Go / Yaml2
-Go1049
+Go1048
 Go/Bash1
 Go/Markdown1
 Go/Rego1
@@ -82,7 +82,7 @@ Bigger, warmer labels cover more resources. Click any label to jump to its secti
 Jsonnet5
 Kotlin4
 Kql5
-Legacy554
+Legacy553
 Lua2
 Makefile1
 Markdown345
@@ -145,7 +145,7 @@ Bigger, warmer labels cover more resources. Click any label to jump to its secti
 Yaml / Go1
 Yaml / Rego1
 Yaml / Shell1
-Yaml417
+Yaml418
 Yaml/Bash2
 Yaml/Go2
 Yaml/Hcl2
@@ -169,14 +169,14 @@ Bigger, warmer labels cover more resources. Click any label to jump to its secti
 1. [Guide](#guide) (1082 resources)
 1. [Case Study](#case-study) (117 resources)
 1. [Community-Tool](#community-tool) (7512 resources)
-1. [Legacy](#legacy) (554 resources)
+1. [Legacy](#legacy) (553 resources)
 1. [Spanish Content](#spanish-content) (208 resources)
 
 ### Language and Format
 
 Resources indexed by their primary source language or document format.
 
-[Go](#go-content) (1049) Β· [Java](#java-content) (452) Β· [Yaml](#yaml-content) (417) Β· [Python](#python-content) (385) Β· [Markdown](#markdown-content) (345) Β· [Hcl](#hcl-content) (228) Β· [Typescript](#typescript-content) (195) Β· [Shell](#shell-content) (182) Β· [Javascript](#javascript-content) (138) Β· [Bash](#bash-content) (110) Β· [Powershell](#powershell-content) (67) Β· [Agnostic](#agnostic-content) (61) Β· [Groovy](#groovy-content) (59) Β· [Sql](#sql-content) (43) Β· [Rust](#rust-content) (39) Β· [Html](#html-content) (36) Β· [C#](#c-sharp-content) (30) Β· [C](#c-content) (29) Β· [C++](#c-plus-plus-content) (22) Β· [Json](#json-content) (22) Β· [Dockerfile](#dockerfile-content) (21) Β· [Ruby](#ruby-content) (20) Β· [Bicep](#bicep-content) (18) Β· [Conceptual](#conceptual-content) (13) Β· [Pdf](#pdf-content) (11) Β· [Rego](#rego-content) (10) Β· [Terraform](#terraform-content) (8) Β· [Jsonnet](#jsonnet-content) (5) Β· [Kql](#kql-content) (5) Β· [Xml](#xml-content) (5) Β· [Haskell](#haskell-content) (4) Β· [Hcl/Yaml](#hcl-yaml-content) (4) Β· [Kotlin](#kotlin-content) (4) Β· [Php](#php-content) (4) Β· [Scala](#scala-content) (4) Β· [Yml](#yml-content) (4) Β· [Ansible](#ansible-content) (3) Β· [Awk](#awk-content) (3) Β· [French](#french-content) (3) Β· [Go/Yaml](#go-yaml-content-2) (3) Β· [Node.Js](#node-js-content) (3) Β· [Powershell/Cli](#powershell-cli-content) (3) Β· [Promql](#promql-content) (3) Β· [Python/Yaml](#python-yaml-content) (3) Β· [Bash/Yaml](#bash-yaml-content) (2) Β· [Go / Javascript](#go-javascript-content) (2) Β· [Go / Yaml](#go-yaml-content) (2) Β· [Java / Yaml](#java-yaml-content) (2) Β· [Javascript/Typescript](#javascript-typescript-content) (2) Β· [Lua](#lua-content) (2) Β· [Multi](#multi-content) (2) Β· [Nix](#nix-content) (2) Β· [Perl](#perl-content) (2) Β· [Python/Shell](#python-shell-content) (2) Β· [Shell/Dockerfile](#shell-dockerfile-content) (2) Β· [Smarty](#smarty-content) (2) Β· [Yaml/Bash](#yaml-bash-content) (2) Β· [Yaml/Go](#yaml-go-content-2) (2) Β· [Yaml/Hcl](#yaml-hcl-content) (2) Β· [Yaml/Helm](#yaml-helm-content) (2) Β· [Any](#any-content) (1) Β· [Apacheconf](#apacheconf-content) (1) Β· [Asciidoc](#asciidoc-content) (1) Β· [Ballerina](#ballerina-content) (1) Β· [Bash/Arm](#bash-arm-content) (1) Β· [Bash/Python](#bash-python-content) (1) Β· [C# / Python / Js](#c-sharp-python-js-content) (1) Β· [C++ / Go / Python](#c-plus-plus-go-python-content) (1) Β· [C++ / Go](#c-plus-plus-go-content) (1) Β· [C/Bash](#c-bash-content) (1) Β· [C/C++](#c-c-plus-plus-content) (1) Β· [Chinese](#chinese-content) (1) Β· [Clojure](#clojure-content) (1) Β· [Dart](#dart-content) (1) Β· [Docker](#docker-content) (1) Β· [Docker/Shell](#docker-shell-content) (1) Β· [Dockerfile/Shell](#dockerfile-shell-content) (1) Β· [Elixir](#elixir-content) (1) Β· [Erlang](#erlang-content) (1) Β· [Flux](#flux-content) (1) Β· [German](#german-content) (1) Β· [Go/Bash](#go-bash-content) (1) Β· [Go/Markdown](#go-markdown-content) (1) Β· [Go/Rego](#go-rego-content) (1) Β· [Go/Typescript](#go-typescript-content) (1) Β· [Groovy/Hcl](#groovy-hcl-content) (1) Β· [Groovy/Yaml](#groovy-yaml-content) (1) Β· [Hcl/Packer](#hcl-packer-content) (1) Β· [Helm](#helm-content) (1) Β· [Image/Pdf](#image-pdf-content) (1) Β· [Ini](#ini-content) (1) Β· [Ini/Yaml](#ini-yaml-content) (1) Β· [Java / English](#java-english-content) (1) Β· [Java / Go / Node.Js](#java-go-node-js-content) (1) Β· [Java/C++](#java-c-plus-plus-content) (1) Β· [Javascript/Shell](#javascript-shell-content) (1) Β· [Makefile](#makefile-content) (1) Β· [Markdown/Images](#markdown-images-content) (1) Β· [Markdown/Shell](#markdown-shell-content) (1) Β· [Nginx Conf](#nginx-conf-content) (1) Β· [Norwegian](#norwegian-content) (1) Β· [Objective-C](#objective-c-content) (1) Β· [Ocaml](#ocaml-content) (1) Β· [Powershell / Sql](#powershell-sql-content) (1) Β· [Powershell/Bash](#powershell-bash-content) (1) Β· [Proprietary](#proprietary-content) (1) Β· [Protobuf](#protobuf-content) (1) Β· [Python / C++](#python-c-plus-plus-content) (1) Β· [Python / Go](#python-go-content) (1) Β· [Python/Ansible](#python-ansible-content) (1) Β· [Python/Go](#python-go-content-2) (1) Β· [Python/Terraform](#python-terraform-content) (1) Β· [R](#r-content) (1) Β· [Regex](#regex-content) (1) Β· [Robot](#robot-content) (1) Β· [Sed](#sed-content) (1) Β· [Sentinel](#sentinel-content) (1) Β· [Shell/Ansible](#shell-ansible-content) (1) Β· [Shell/Yaml](#shell-yaml-content) (1) Β· [Sql/Typescript](#sql-typescript-content) (1) Β· [Sql/Yaml](#sql-yaml-content) (1) Β· [Typescript / Go](#typescript-go-content) (1) Β· [Typescript / Rust](#typescript-rust-content) (1) Β· [Typescript/Elixir](#typescript-elixir-content) (1) Β· [Typescript/Rego](#typescript-rego-content) (1) Β· [Vim Script](#vim-script-content) (1) Β· [Viml](#viml-content) (1) Β· [Webassembly](#webassembly-content) (1) Β· [Yaml / C#](#yaml-c-sharp-content) (1) Β· [Yaml / Go](#yaml-go-content) (1) Β· [Yaml / Rego](#yaml-rego-content) (1) Β· [Yaml / Shell](#yaml-shell-content) (1) Β· [Yaml/Jinja2](#yaml-jinja2-content) (1) Β· [Yaml/Markdown](#yaml-markdown-content) (1) Β· [Yaml/Python](#yaml-python-content) (1) Β· [Yaml/Shell](#yaml-shell-content-2) (1) Β· [Yaml/Terraform](#yaml-terraform-content) (1) Β· [Yaml/Vagrantfile](#yaml-vagrantfile-content) (1)
+[Go](#go-content) (1048) Β· [Java](#java-content) (452) Β· [Yaml](#yaml-content) (418) Β· [Python](#python-content) (385) Β· [Markdown](#markdown-content) (345) Β· [Hcl](#hcl-content) (228) Β· [Typescript](#typescript-content) (195) Β· [Shell](#shell-content) (182) Β· [Javascript](#javascript-content) (138) Β· [Bash](#bash-content) (110) Β· [Powershell](#powershell-content) (67) Β· [Agnostic](#agnostic-content) (61) Β· [Groovy](#groovy-content) (59) Β· [Sql](#sql-content) (43) Β· [Rust](#rust-content) (39) Β· [Html](#html-content) (36) Β· [C#](#c-sharp-content) (30) Β· [C](#c-content) (29) Β· [C++](#c-plus-plus-content) (22) Β· [Json](#json-content) (22) Β· [Dockerfile](#dockerfile-content) (21) Β· [Ruby](#ruby-content) (20) Β· [Bicep](#bicep-content) (18) Β· [Conceptual](#conceptual-content) (13) Β· [Pdf](#pdf-content) (11) Β· [Rego](#rego-content) (10) Β· [Terraform](#terraform-content) (8) Β· [Jsonnet](#jsonnet-content) (5) Β· [Kql](#kql-content) (5) Β· [Xml](#xml-content) (5) Β· [Haskell](#haskell-content) (4) Β· [Hcl/Yaml](#hcl-yaml-content) (4) Β· [Kotlin](#kotlin-content) (4) Β· [Php](#php-content) (4) Β· [Scala](#scala-content) (4) Β· [Yml](#yml-content) (4) Β· [Ansible](#ansible-content) (3) Β· [Awk](#awk-content) (3) Β· [French](#french-content) (3) Β· [Go/Yaml](#go-yaml-content-2) (3) Β· [Node.Js](#node-js-content) (3) Β· [Powershell/Cli](#powershell-cli-content) (3) Β· [Promql](#promql-content) (3) Β· [Python/Yaml](#python-yaml-content) (3) Β· [Bash/Yaml](#bash-yaml-content) (2) Β· [Go / Javascript](#go-javascript-content) (2) Β· [Go / Yaml](#go-yaml-content) (2) Β· [Java / Yaml](#java-yaml-content) (2) Β· [Javascript/Typescript](#javascript-typescript-content) (2) Β· [Lua](#lua-content) (2) Β· [Multi](#multi-content) (2) Β· [Nix](#nix-content) (2) Β· [Perl](#perl-content) (2) Β· [Python/Shell](#python-shell-content) (2) Β· [Shell/Dockerfile](#shell-dockerfile-content) (2) Β· [Smarty](#smarty-content) (2) Β· [Yaml/Bash](#yaml-bash-content) (2) Β· [Yaml/Go](#yaml-go-content-2) (2) Β· [Yaml/Hcl](#yaml-hcl-content) (2) Β· [Yaml/Helm](#yaml-helm-content) (2) Β· [Any](#any-content) (1) Β· [Apacheconf](#apacheconf-content) (1) Β· [Asciidoc](#asciidoc-content) (1) Β· [Ballerina](#ballerina-content) (1) Β· [Bash/Arm](#bash-arm-content) (1) Β· [Bash/Python](#bash-python-content) (1) Β· [C# / Python / Js](#c-sharp-python-js-content) (1) Β· [C++ / Go / Python](#c-plus-plus-go-python-content) (1) Β· [C++ / Go](#c-plus-plus-go-content) (1) Β· [C/Bash](#c-bash-content) (1) Β· [C/C++](#c-c-plus-plus-content) (1) Β· [Chinese](#chinese-content) (1) Β· [Clojure](#clojure-content) (1) Β· [Dart](#dart-content) (1) Β· [Docker](#docker-content) (1) Β· [Docker/Shell](#docker-shell-content) (1) Β· [Dockerfile/Shell](#dockerfile-shell-content) (1) Β· [Elixir](#elixir-content) (1) Β· [Erlang](#erlang-content) (1) Β· [Flux](#flux-content) (1) Β· [German](#german-content) (1) Β· [Go/Bash](#go-bash-content) (1) Β· [Go/Markdown](#go-markdown-content) (1) Β· [Go/Rego](#go-rego-content) (1) Β· [Go/Typescript](#go-typescript-content) (1) Β· [Groovy/Hcl](#groovy-hcl-content) (1) Β· [Groovy/Yaml](#groovy-yaml-content) (1) Β· [Hcl/Packer](#hcl-packer-content) (1) Β· [Helm](#helm-content) (1) Β· [Image/Pdf](#image-pdf-content) (1) Β· [Ini](#ini-content) (1) Β· [Ini/Yaml](#ini-yaml-content) (1) Β· [Java / English](#java-english-content) (1) Β· [Java / Go / Node.Js](#java-go-node-js-content) (1) Β· [Java/C++](#java-c-plus-plus-content) (1) Β· [Javascript/Shell](#javascript-shell-content) (1) Β· [Makefile](#makefile-content) (1) Β· [Markdown/Images](#markdown-images-content) (1) Β· [Markdown/Shell](#markdown-shell-content) (1) Β· [Nginx Conf](#nginx-conf-content) (1) Β· [Norwegian](#norwegian-content) (1) Β· [Objective-C](#objective-c-content) (1) Β· [Ocaml](#ocaml-content) (1) Β· [Powershell / Sql](#powershell-sql-content) (1) Β· [Powershell/Bash](#powershell-bash-content) (1) Β· [Proprietary](#proprietary-content) (1) Β· [Protobuf](#protobuf-content) (1) Β· [Python / C++](#python-c-plus-plus-content) (1) Β· [Python / Go](#python-go-content) (1) Β· [Python/Ansible](#python-ansible-content) (1) Β· [Python/Go](#python-go-content-2) (1) Β· [Python/Terraform](#python-terraform-content) (1) Β· [R](#r-content) (1) Β· [Regex](#regex-content) (1) Β· [Robot](#robot-content) (1) Β· [Sed](#sed-content) (1) Β· [Sentinel](#sentinel-content) (1) Β· [Shell/Ansible](#shell-ansible-content) (1) Β· [Shell/Yaml](#shell-yaml-content) (1) Β· [Sql/Typescript](#sql-typescript-content) (1) Β· [Sql/Yaml](#sql-yaml-content) (1) Β· [Typescript / Go](#typescript-go-content) (1) Β· [Typescript / Rust](#typescript-rust-content) (1) Β· [Typescript/Elixir](#typescript-elixir-content) (1) Β· [Typescript/Rego](#typescript-rego-content) (1) Β· [Vim Script](#vim-script-content) (1) Β· [Viml](#viml-content) (1) Β· [Webassembly](#webassembly-content) (1) Β· [Yaml / C#](#yaml-c-sharp-content) (1) Β· [Yaml / Go](#yaml-go-content) (1) Β· [Yaml / Rego](#yaml-rego-content) (1) Β· [Yaml / Shell](#yaml-shell-content) (1) Β· [Yaml/Jinja2](#yaml-jinja2-content) (1) Β· [Yaml/Markdown](#yaml-markdown-content) (1) Β· [Yaml/Python](#yaml-python-content) (1) Β· [Yaml/Shell](#yaml-shell-content-2) (1) Β· [Yaml/Terraform](#yaml-terraform-content) (1) Β· [Yaml/Vagrantfile](#yaml-vagrantfile-content) (1)
 
 

 
@@ -185,8 +185,6 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 1139 resources under De Facto Standard
 
-  - **(2026)** [==AWX==](https://github.com/ansible/awx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./about.md)*
-  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2026)** [==Ceph: A Distributed Object, Block, and File Storage Platform==](https://github.com/ceph/ceph) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./cloud-asset-inventory.md)*
   - **(2026)** [==github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟==](https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
   - **(2026)** [==openebs/zfs-localpv==](https://github.com/openebs/zfs-localpv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
@@ -205,86 +203,88 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [==excalidraw.com==](https://excalidraw.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2026)** [==PlantUML==](https://plantuml.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2026)** [==mingrammer/diagrams==](https://github.com/mingrammer/diagrams) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./iac.md)*
   - **(2026)** [==Awesome Sysadmin==](https://github.com/awesome-foss/awesome-sysadmin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops-tools.md)*
-  - **(2026)** [==codecentric's Spring Boot Admin UI 🌟==](https://github.com/codecentric/spring-boot-admin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==github.com/spring-projects: springboot enables these probes automatically when running in k8s==](https://github.com/spring-projects/spring-boot#L73) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==Spring Cloud==](https://spring.io/projects/spring-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==github: Spring Cloud Kubernetes 🌟==](https://github.com/spring-cloud/spring-cloud-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==cloud.spring.io: Spring Cloud Vault 🌟==](https://cloud.spring.io/spring-cloud-vault/reference/html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==quarkus.io==](https://quarkus.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==logbook==](https://github.com/zalando/logbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==GoodforGod/java-logger-benchmark==](https://github.com/GoodforGod/java-logger-benchmark) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==jfrunit==](https://github.com/moditect/jfrunit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==Helidon.io==](https://helidon.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==dreamland==](https://github.com/taubyte/dream) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2026)** [==llama.cpp plugin==](https://github.com/samyfodil/taubyte-llama-satellite) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2026)** [==memcached.org==](https://memcached.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./caching.md)*
-  - **(2026)** [==AWS Account Set Up 🌟==](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [==developers.redhat.com 🌟==](https://developers.redhat.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [==Amazon Red Hat OpenShift==](https://www.redhat.com/en/technologies/cloud-computing/openshift/aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [==ARO==](https://www.redhat.com/en/technologies/cloud-computing/openshift/azure) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [==Red Hat's approach to Kubernetes 🌟==](https://www.redhat.com/en/solutions/kubernetes-approach) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes-monitoring.md)*
-  - **(2026)** [==kubernetes-sigs/kueue: Kubernetes-native Job Queueing==](https://github.com/kubernetes-sigs/kueue) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Awesome AWS 🌟==](https://github.com/donnemartin/awesome-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [==The Open Guide to Amazon Web Services==](https://github.com/open-guides/og-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [==aws/containers-roadmap: AWS Containers Roadmap==](https://github.com/aws/containers-roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [==github.com/localstack/localstack==](https://github.com/localstack/localstack) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops-tools.md)*
+  - **(2026)** [==ASDF 🌟==](https://asdf-vm.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./devops-tools.md)*
+  - **(2026)** [==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟==](https://github.com/SigNoz/signoz) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==OpenTelemetry Collector==](https://github.com/open-telemetry/opentelemetry-collector) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2026)** [==Grafana Tempo==](https://github.com/grafana/tempo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==Netdata==](https://github.com/netdata/netdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==Glances==](https://github.com/nicolargo/glances) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==TDengine==](https://github.com/taosdata/TDengine) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==PM2==](https://github.com/Unitech/pm2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==Huginn==](https://github.com/huginn/huginn) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUBY CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==OS Query==](https://github.com/osquery/osquery) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==Descheduler for Kubernetes 🌟==](https://github.com/kubernetes-sigs/descheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes==](https://github.com/NVIDIA/k8s-device-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2026)** [==poseidon/typhoon==](https://github.com/poseidon/typhoon) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2026)** [==github.com/kubereboot/kured ⭐==](https://github.com/kubereboot/kured) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==github.com/google/go-containerregistry 🌟==](https://github.com/google/go-containerregistry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==nerdctl 🌟==](https://github.com/containerd/nerdctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==kaniko==](https://github.com/GoogleContainerTools/kaniko) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kei6u/kubectl-secret-data==](https://github.com/keisku/kubectl-secretdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==AWS Controllers for Kubernetes (ACK) 🌟==](https://github.com/aws-controllers-k8s/community) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==aws/aws-node-termination-handler 🌟==](https://github.com/aws/aws-node-termination-handler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Deprek8ion==](https://github.com/swade1987/deprek8ion) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==K9s - Kubernetes CLI To Manage Your Clusters In Style!==](https://github.com/derailed/k9s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==collabnix.github.io/kubetools 🌟==](https://collabnix.github.io/kubetools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==kubectx + kubens: : Power tools for kubectl🌟🌟==](https://github.com/ahmetb/kubectx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==fubectl==](https://github.com/kubermatic/fubectl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==realvz/awesome-eks: A curated list of awesome tools for Amazon EKS 🌟==](https://github.com/realvz/awesome-eks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==ramitsurana/awesome-kubernetes: Tools 🌟==](https://github.com/ramitsurana/awesome-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Deprek8ion==](https://github.com/swade1987/deprek8ion) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟==](https://github.com/FairwindsOps/pluto) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Authelia 🌟==](https://github.com/authelia/authelia) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Checkov 🌟==](https://github.com/bridgecrewio/checkov) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Kompose (Kubernetes + Compose) 🌟==](https://github.com/kubernetes/kompose) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Nebula==](https://github.com/slackhq/nebula) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==kube-bench 🌟==](https://github.com/aquasecurity/kube-bench) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Polaris==](https://github.com/FairwindsOps/polaris) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==testkube.io 🌟==](https://testkube.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==kubeshop/testkube==](https://github.com/kubeshop/testkube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Karpenter==](https://karpenter.sh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==nicolaka/netshoot==](https://github.com/nicolaka/netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==grpc-ecosystem/grpc-gateway: gRPC-Gateway==](https://github.com/grpc-ecosystem/grpc-gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==apache/dolphinscheduler: Apache DolphinScheduler 🌟==](https://github.com/apache/dolphinscheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==kubernetes-sigs/kueue: Kubernetes-native Job Queueing==](https://github.com/kubernetes-sigs/kueue) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==github.com/k8spatterns/examples==](https://github.com/k8spatterns/examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==github.com/sharadbhat/KubernetesPatterns: YAML and Golang implementations' of common Kubernetes patterns==](https://github.com/sharadbhat/KubernetesPatterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Draino==](https://github.com/planetlabs/draino) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==KubeFed: Kubernetes Cluster Federation==](https://github.com/kubernetes-retired/kubefed) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Available kubectl plugins==](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Awesome Kubectl plugins==](https://github.com/ishantanu/awesome-kubectl-plugins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Ramilito/kubesess==](https://github.com/Ramilito/kubesess) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==k8s-worker-pod-autoscaler==](https://github.com/practo/k8s-worker-pod-autoscaler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==kei6u/kubectl-secret-data==](https://github.com/keisku/kubectl-secretdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==open-policy-agent/conftest==](https://github.com/open-policy-agent/conftest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==konstraint==](https://github.com/plexsystems/konstraint) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/sigstore: k8s-manifest-sigstore==](https://github.com/sigstore/k8s-manifest-sigstore) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kconnect - The Kubernetes Connection Manager CLI==](https://github.com/fidelity/kconnect) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/k8spatterns/examples==](https://github.com/k8spatterns/examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/sharadbhat/KubernetesPatterns: YAML and Golang implementations' of common Kubernetes patterns==](https://github.com/sharadbhat/KubernetesPatterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==kustomize==](https://github.com/kubernetes-sigs/kustomize) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==jsonnet data templating language==](https://github.com/google/jsonnet/tree/master/case_studies/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Kubernetes Storage - Volumes==](https://nubenetes.com/kubernetes-storage/#kubernetes-volumes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Client Libraries for Kubernetes==](https://nubenetes.com/kubernetes-client-libraries/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==Crossplane==](https://nubenetes.com/crossplane/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==open-policy-agent/conftest==](https://github.com/open-policy-agent/conftest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==konstraint==](https://github.com/plexsystems/konstraint) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==github.com/sigstore: k8s-manifest-sigstore==](https://github.com/sigstore/k8s-manifest-sigstore) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kconnect - The Kubernetes Connection Manager CLI==](https://github.com/fidelity/kconnect) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==kubectl-trace==](https://github.com/iovisor/kubectl-trace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==kubespy==](https://github.com/huazhihao/kubespy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==kubectl netshoot==](https://github.com/nilic/kubectl-netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==kubernetes.io: Kubernetes API==](https://kubernetes.io/docs/reference/kubernetes-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Crossplane==](https://nubenetes.com/crossplane/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==davidB/kubectl-view-allocations==](https://github.com/davidB/kubectl-view-allocations) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Pipeline: SCM Step (workflow-scm-step)==](https://www.jenkins.io/doc/pipeline/steps/workflow-scm-step) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==git-plugin 🌟==](https://github.com/jenkinsci/git-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Warnings Next Generation 🌟==](https://plugins.jenkins.io/warnings-ng) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Jenkins Prometheus Metrics Plugin 🌟==](https://github.com/jenkinsci/prometheus-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Credentials Binding==](https://plugins.jenkins.io/credentials-binding) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==HashiCorp Vault 🌟==](https://plugins.jenkins.io/hashicorp-vault-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Matrix Authorization Strategy 🌟==](https://plugins.jenkins.io/matrix-auth) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Role-based Authorization Strategy 🌟==](https://plugins.jenkins.io/role-strategy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==SonarQube Scanner 🌟==](https://plugins.jenkins.io/sonar) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==kubernetes-plugin: Kubernetes plugin for Jenkins 🌟==](https://github.com/jenkinsci/kubernetes-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Parent POM for Jenkins Plugins. Plugin POM 4.0==](https://github.com/jenkinsci/plugin-pom) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [XML CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==K0s - Zero Friction Kubernetes==](https://github.com/k0sproject/k0s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==poseidon/typhoon==](https://github.com/poseidon/typhoon) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2026)** [==GitHub: Kubernetes Cluster with Kops==](https://github.com/kubernetes/kops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==Kubernetes Cluster with **Kubeadm**==](https://github.com/kubernetes/kubeadm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==**Kelsey Hightower: kubernetes the hard way**==](https://github.com/kelseyhightower/kubernetes-the-hard-way) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN/SHELL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==Ansible Role - Kubernetes (Jeff Geerling)==](https://github.com/geerlingguy/ansible-role-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==**Kubespray**==](https://github.com/kubernetes-sigs/kubespray) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON/ANSIBLE CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==defenseunicorns/zarf==](https://github.com/zarf-dev/zarf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==AWS Controllers for Kubernetes (ACK) 🌟==](https://github.com/aws-controllers-k8s/community) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==aws/aws-node-termination-handler 🌟==](https://github.com/aws/aws-node-termination-handler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Descheduler for Kubernetes 🌟==](https://github.com/kubernetes-sigs/descheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟==](https://github.com/SigNoz/signoz) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==github.com/google/go-containerregistry 🌟==](https://github.com/google/go-containerregistry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==nerdctl 🌟==](https://github.com/containerd/nerdctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==kaniko==](https://github.com/GoogleContainerTools/kaniko) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==github.com/kubereboot/kured ⭐==](https://github.com/kubereboot/kured) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes-monitoring.md)*
+  - **(2026)** [==github.com/dolthub/dolt==](https://github.com/dolthub/dolt) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2026)** [==Zalando Postgres Operator==](https://github.com/zalando/postgres-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2026)** [==Patroni==](https://github.com/patroni/patroni) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2026)** [==github.com/microsoft/finops-toolkit==](https://github.com/microsoft/finops-toolkit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation==](https://github.com/azure/mission-critical-online) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
 
 *... and 1039 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

@@ -299,37 +299,51 @@ Resources indexed by their primary source language or document format.
 Click to view top 100 of 1106 resources under Enterprise-Stable
 
   - **(2026)** [==**GitHub build-push-action**==](https://github.com/docker/build-push-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [**Ansible Role: Docker 🌟**](https://github.com/geerlingguy/ansible-role-docker) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2026)** [**AWX Operator**](https://github.com/ansible/awx-operator) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2026)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cicd.md)*
-  - **(2026)** [**Spring Cloud Config Server: Git Backend**](https://cloud.spring.io/spring-cloud-config/reference/html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [**OpenShift blog 🌟**](https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**OpenShift Commons**](https://commons.openshift.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**OpenShift.tv**](https://www.redhat.com/en/livestreaming) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**OpenShift on Google Cloud**](https://docs.cloud.google.com/compute/docs/containers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**Red Hat OpenShift on IBM Cloud**](https://www.ibm.com/products/openshift) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**Amazon Web Services SDK**](https://plugins.jenkins.io/aws-java-sdk) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [**Nelm: A Helm Alternative for Kubernetes Deployments**](https://github.com/werf/nelm) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2026)** [**Bank Vaults: Un Cuchillo Suizo para HashiCorp Vault en Kubernetes**](https://github.com/bank-vaults/bank-vaults) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**youtube: Thetips4you 🌟**](https://www.youtube.com/channel/UCoOq-DtESvayx5yJE5H6-qQ/playlists) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./devops-tools.md)*
+  - **(2026)** [**Keptn**](https://nubenetes.com/keptn/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops-tools.md)*
+  - **(2026)** [**jertel/elastalert2**](https://github.com/jertel/elastalert2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2026)** [**Shell-operator**](https://github.com/flant/shell-operator) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [**Kubermatic Kubernetes Platform 🌟**](https://github.com/Kubermatic/Kubermatic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [**Gardener**](https://github.com/gardener/gardener) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [**odigos**](https://github.com/odigos-io/odigos) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [**tanka**](https://github.com/grafana/tanka) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [**werf/werf**](https://github.com/werf/werf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**Bank Vaults: Un Cuchillo Suizo para HashiCorp Vault en Kubernetes**](https://github.com/bank-vaults/bank-vaults) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**Nelm: A Helm Alternative for Kubernetes Deployments**](https://github.com/werf/nelm) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2026)** [**kubectl-neat 🌟**](https://github.com/itaysk/kubectl-neat) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [**kubevirt**](https://github.com/kubevirt/kubevirt) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**MuleSoft API Manager**](https://www.mulesoft.com/platform/api/manager) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [**Lura 🌟**](https://luraproject.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [**smartcar.com**](https://smartcar.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [**BBVA API Market**](https://www.bbvaapimarket.com/es) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [**Deutsche Bank API Program**](https://developer.db.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [**ING Developer Portal**](https://developer.ing.com/openbanking) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [**learn.microsoft.com: Configure a Java app for Azure App Service**](https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [**PowerShell Community**](https://devblogs.microsoft.com/powershell-community) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [**Google Docs: doc.new**](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<mpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./project-management-tools.md)*
+  - **(2026)** [**Spreadsheets: sheet.new**](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<mpl=sheets&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauvFLix7FhDQsyeXMzly7IlWofT_GeExGBZD5PeXgcMI8_fmgxBG05tRNkG3ISAaCxExVB7) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./project-management-tools.md)*
+  - **(2026)** [**SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems**](https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2026)** [**dastergon/awesome-sre**](https://github.com/dastergon/awesome-sre) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [**developer.hashicorp.com 🌟**](https://developer.hashicorp.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [**ansible-community/awesome-ansible: Awesome Ansible 🌟🌟🌟**](https://github.com/ansible-community/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2026)** [**Awesome Software Quality**](https://github.com/ligurio/sqa-wiki) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./qa.md)*
+  - **(2026)** [**Awesome microservices**](https://github.com/mfornos/awesome-microservices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [**educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive 🌟🌟🌟**](https://www.educative.io/courses/learn-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2026)** [**github.com/techiescamp/kubernetes-learning-path 🌟🌟**](https://github.com/techiescamp/kubernetes-learning-path) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2026)** [**DevOps Tools**](https://nubenetes.com/devops-tools/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [**NoOps**](https://nubenetes.com/noops/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [**OpenShift blog 🌟**](https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
+  - **(2026)** [**try.openshift.com 🌟**](https://www.redhat.com/en/technologies/cloud-computing/openshift/try-it) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
+  - **(2026)** [**OpenShift Commons**](https://commons.openshift.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
+  - **(2026)** [**OpenShift.tv**](https://www.redhat.com/en/livestreaming) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
+  - **(2026)** [**OpenShift on Google Cloud**](https://docs.cloud.google.com/compute/docs/containers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
+  - **(2026)** [**Red Hat OpenShift on IBM Cloud**](https://www.ibm.com/products/openshift) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
+  - **(2026)** [**Skaffold 🌟**](https://skaffold.dev) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./scaffolding.md)*
+  - **(2026)** [**redhatgov.io**](https://redhatgov.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [**Take our I/O 2026 quiz, vibe coded in Google AI Studio**](https://blog.google/innovation-and-ai/technology/ai/io-2026-vibe-coded-quiz) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [**Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash**](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [**Catch up on 12 major I/O 2026 moments**](https://blog.google/innovation-and-ai/technology/ai/io-2026-keynote-moment-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [**github.com/aws-ia/terraform-aws-eks-blueprints (examples) 🌟🌟🌟**](https://github.com/aws-ia/terraform-aws-eks-blueprints) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2026)** [**Building the Infrastructure for the Intelligence Age in Michigan**](https://openai.com/index/stargate-michigan-data-center) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**Building self-improving tax agents with Codex**](https://openai.com/index/building-self-improving-tax-agents-with-codex) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**How Braintrust turns customer requests into code with Codex**](https://openai.com/index/braintrust) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**Warp's big bet on building open source with GPT-5.5**](https://openai.com/index/warp) 🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**A new personal finance experience in ChatGPT**](https://openai.com/index/personal-finance-chatgpt) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Building the Infrastructure for the Intelligence Age in Michigan**](https://openai.com/index/stargate-michigan-data-center) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**A shared playbook for trustworthy third party evaluations**](https://openai.com/index/trustworthy-third-party-evaluations-foundations) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**OpenAI Frontier Governance Framework**](https://openai.com/index/openai-frontier-governance-framework) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**Boston Children's Hospital uses AI to unlock new diagnoses**](https://openai.com/index/boston-childrens-hospital) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
@@ -361,43 +375,29 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [**How data science teams use Codex**](https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**How we used Gemini to build Google I/O 2026**](https://blog.google/innovation-and-ai/technology/ai/io-2026-google-ai) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**OpenAI Model Disproves Central Conjecture in Discrete Geometry**](https://openai.com/index/model-disproves-discrete-geometry-conjecture) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**IBM Cloud**](https://www.ibm.com/solutions/cloud) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./ibm_cloud.md)*
-  - **(2026)** [**DockerHub: websphere-liberty**](https://hub.docker.com/_/websphere-liberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./ibm_cloud.md)*
-  - **(2026)** [**openliberty.io**](https://openliberty.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./ibm_cloud.md)*
-  - **(2026)** [**github.com/openliberty**](https://github.com/openliberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./ibm_cloud.md)*
-  - **(2026)** [**Payara Micro**](https://hub.docker.com/r/payara/micro) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./java_app_servers.md)*
-  - **(2026)** [**WildFly**](https://www.wildfly.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./java_app_servers.md)*
-  - **(2026)** [**Awesome Software Quality**](https://github.com/ligurio/sqa-wiki) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**TestNG**](https://testng.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./qa.md)*
-  - **(2026)** [**Spock Framework**](https://spockframework.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./qa.md)*
-  - **(2026)** [**redhatgov.io**](https://redhatgov.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [**Take our I/O 2026 quiz, vibe coded in Google AI Studio**](https://blog.google/innovation-and-ai/technology/ai/io-2026-vibe-coded-quiz) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [**Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash**](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [**Catch up on 12 major I/O 2026 moments**](https://blog.google/innovation-and-ai/technology/ai/io-2026-keynote-moment-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./mkdocs.md)*
-  - **(2026)** [**Dash for MacOS**](https://kapeli.com/dash) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [**Zeal**](https://zealdocs.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C++ CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [**Marge-bot: A merge-bot for GitLab**](https://github.com/smarkets/marge-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [**Bulldozer: GitHub Pull Request Auto-Merge Bot**](https://github.com/palantir/bulldozer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [**Bors-ng: A merge bot for GitHub Pull Requests**](https://github.com/bors-ng/bors-ng) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [ELIXIR CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [**Plastic SCM**](https://www.plasticscm.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [**GitHub Branch Source Plugin:**](https://plugins.jenkins.io/github-branch-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [**education.github.com**](https://github.com/education) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./git.md)*
-  - **(2026)** [**Google Docs: doc.new**](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<mpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./project-management-tools.md)*
-  - **(2026)** [**Spreadsheets: sheet.new**](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<mpl=sheets&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauvFLix7FhDQsyeXMzly7IlWofT_GeExGBZD5PeXgcMI8_fmgxBG05tRNkG3ISAaCxExVB7) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./project-management-tools.md)*
-  - **(2026)** [**Skaffold 🌟**](https://skaffold.dev) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./scaffolding.md)*
-  - **(2026)** [**github.com/aws-ia/terraform-aws-eks-blueprints (examples) 🌟🌟🌟**](https://github.com/aws-ia/terraform-aws-eks-blueprints) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2026)** [**googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet**](https://cloud.google.com/products) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
-  - **(2026)** [**DevOps Tools**](https://nubenetes.com/devops-tools/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [**NoOps**](https://nubenetes.com/noops/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [**Helm Diff Plugin 🌟**](https://github.com/databus23/helm-diff) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2026)** [**ansible-community/awesome-ansible: Awesome Ansible 🌟🌟🌟**](https://github.com/ansible-community/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2026)** [**dastergon/awesome-sre**](https://github.com/dastergon/awesome-sre) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**developer.hashicorp.com 🌟**](https://developer.hashicorp.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**Awesome microservices**](https://github.com/mfornos/awesome-microservices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**OpenFunction: Cloud Native Function-as-a-Service Platform (CNCF Sandbox' Project)**](https://github.com/OpenFunction/OpenFunction) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
-  - **(2026)** [**kn: knative client**](https://github.com/knative/client) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
-  - **(2026)** [**openwhisk.apache.org**](https://openwhisk.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SCALA CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [**Meshery.io:**](https://meshery.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./servicemesh.md)*
+  - **(2026)** [**consul.io**](https://developer.hashicorp.com/consul) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./servicemesh.md)*
+  - **(2026)** [****Rancher 2****](https://www.rancher.com/docs/rancher/v2.x/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./rancher.md)*
+  - **(2026)** [**rancherdesktop.io**](https://rancherdesktop.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./rancher.md)*
+  - **(2026)** [****k3sup (said 'ketchup')****](https://github.com/alexellis/k3sup) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
+  - **(2026)** [**Azure Policy**](https://nubenetes.com/azure/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./securityascode.md)*
+  - **(2026)** [**redhat.com: Vim: Basic and intermediate commands**](https://www.redhat.com/en/blog/vim-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [****watchman command**: A File and Directory Watching Tool for Changes**](https://www.tecmint.com/watchman-monitor-file-changes-in-linux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**redhat.com: How to record your Linux terminal using asciinema**](https://www.redhat.com/en/blog/using-asciinema) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**systemcodegeeks.com**](https://www.systemcodegeeks.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**nikhilism.com: Mystery Knowledge and Useful Tools**](https://nikhilism.com/post/2020/mystery-knowledge-useful-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**Timezone Bullshit**](https://blog.wesleyac.com/posts/timezone-bullshit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**opensource.com 🌟**](https://opensource.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**learnitguide.net 🌟**](https://www.learnitguide.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**The Geek Stuff**](https://www.thegeekstuff.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**abarrak.gitbook.io: Linux SysOps Handbook 🌟**](https://abarrak.gitbook.io/linux-sysops-handbook) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**tecmint.com: How to Control Systemd Services on Remote Linux Server**](https://www.tecmint.com/control-systemd-services-on-remote-linux-server) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**developers.redhat.com: Linux commands for developers**](https://developers.redhat.com/cheat-sheets/linux-commands-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**CLImagic**](https://www.youtube.com/user/climagic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**tecmint.com: How to Run Commands from Standard Input Using Tee and Xargs in Linux**](https://www.tecmint.com/pipe-command-output-to-other-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**opensource.com: How to use the Linux grep command**](https://opensource.com/article/21/3/grep-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**tecmint.com: How to Install htop on CentOS 8**](https://www.tecmint.com/install-htop-on-centos-8) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**tecmint.com: How to Install and Configure β€˜Collectd’ and β€˜Collectd-Web’ to Monitor Server Resources in Linux**](https://www.tecmint.com/install-collectd-and-collectd-web-to-monitor-server-resources-in-linux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
 
 *... and 1006 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 
@@ -416,10 +416,13 @@ Resources indexed by their primary source language or document format.
   - **(2024)** [==Kaggle Competitions==](https://www.kaggle.com/competitions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] β€” *Go to [Section](./mlops.md)*
   - **(2021)** [==KuUI (Kubernetes UI)==](https://github.com/viveksinghggits/kuui) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==SQErzo: Tiny ORM for Graph databases==](https://github.com/BBVA/sqerzo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2026)** [**Take our I/O 2026 quiz, vibe coded in Google AI Studio**](https://blog.google/innovation-and-ai/technology/ai/io-2026-vibe-coded-quiz) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [**Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash**](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [**Catch up on 12 major I/O 2026 moments**](https://blog.google/innovation-and-ai/technology/ai/io-2026-keynote-moment-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [**Building the Infrastructure for the Intelligence Age in Michigan**](https://openai.com/index/stargate-michigan-data-center) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**Building self-improving tax agents with Codex**](https://openai.com/index/building-self-improving-tax-agents-with-codex) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**Warp's big bet on building open source with GPT-5.5**](https://openai.com/index/warp) 🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**A new personal finance experience in ChatGPT**](https://openai.com/index/personal-finance-chatgpt) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Building the Infrastructure for the Intelligence Age in Michigan**](https://openai.com/index/stargate-michigan-data-center) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**OpenAI Frontier Governance Framework**](https://openai.com/index/openai-frontier-governance-framework) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**Strengthening Societal Resilience with Rosalind Biodefense**](https://openai.com/index/strengthening-societal-resilience-with-rosalind-biodefense) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**Advancing Content Provenance for a Safer, More Transparent AI Ecosystem**](https://openai.com/index/advancing-content-provenance) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
@@ -427,9 +430,6 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [**How sales teams use Codex**](https://openai.com/academy/codex-for-work/how-sales-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**How data science teams use Codex**](https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**How we used Gemini to build Google I/O 2026**](https://blog.google/innovation-and-ai/technology/ai/io-2026-google-ai) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Take our I/O 2026 quiz, vibe coded in Google AI Studio**](https://blog.google/innovation-and-ai/technology/ai/io-2026-vibe-coded-quiz) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [**Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash**](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [**Catch up on 12 major I/O 2026 moments**](https://blog.google/innovation-and-ai/technology/ai/io-2026-keynote-moment-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2025)** [**odo**](https://odo.dev) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2022)** [**thenewstack.io: 5 Cloud Native Trends to Watch out for in 2022**](https://thenewstack.io/5-cloud-native-trends-to-watch-out-for-in-2022) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] β€” *Go to [Section](./introduction.md)*
   - **(2021)** [**thenewstack.io: Living with Kubernetes: API Lifecycles and You**](https://thenewstack.io/living-with-kubernetes-api-lifecycles-and-you) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes.md)*
@@ -449,43 +449,43 @@ Resources indexed by their primary source language or document format.
   - **(2021)** [github.com/mumoshu/helm-x: Helm X Plugin](https://github.com/mumoshu/helm-x) 🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2021)** [azohra/yaml.sh](https://github.com/azohra/yaml.sh) 🌟🌟 [EMERGING] [BASH CONTENT] β€” *Go to [Section](./yaml.md)*
   - **(2020)** [kris-nova/kaar](https://github.com/krisnova/kaar) 🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [devops.com](https://devops.com) [EMERGING] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [AWS Labs GitHub](https://github.com/awslabs) [EMERGING] β€” *Go to [Section](./aws.md)*
-  - **(2026)** [github.com/topics/gitops 🌟](https://github.com/topics/gitops) [EMERGING] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2026)** [twitter.com/AWSreInvent](https://x.com/AWSreInvent) [EMERGING] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [AWS Labs GitHub](https://github.com/awslabs) [EMERGING] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [devops.com](https://devops.com) [EMERGING] [EN CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [github.com/topics/gitops 🌟](https://github.com/topics/gitops) [EMERGING] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2026)** [GAIA-X: A Federated Data Infrastructure for Europe](https://www.bundeswirtschaftsministerium.de/Redaktion/EN/Dossier/gaia-x.html) [EMERGING] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2025)** [github.com/krateoplatformops/krateo](https://github.com/krateoplatformops/krateo) [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2024)** [CloudCanvas - Diagramming for Cloud Infrastructure](https://cloudcanvas.co) [EMERGING] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-asset-inventory.md)*
+  - **(2024)** [infoworld.com: Beyond SQL: 8 new languages for data querying](https://www.infoworld.com/article/2334689/beyond-sql-8-new-languages-for-data-querying.html) [EMERGING] [POLYGLOT CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2024)** [techcommunity.microsoft.com: Leveraging Azure Copilot for Azure Kubernetes Services (AKS)](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/leveraging-azure-copilot-for-azure-kubernetes-services-aks/4212457) [EMERGING] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2024)** [twitter.com/ChromeDevTools](https://x.com/ChromeDevTools) [EMERGING] β€” *Go to [Section](./ChromeDevTools.md)*
-  - **(2024)** [infoworld.com: Beyond SQL: 8 new languages for data querying](https://www.infoworld.com/article/2334689/beyond-sql-8-new-languages-for-data-querying.html) [EMERGING] [POLYGLOT CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2023)** [youtube: AWS re:Invent 2023 - From hype to impact: Building a generative AI architecture (ARC217)](https://www.youtube.com/watch?v=1Lat8dP7Eq0) [EMERGING] β€” *Go to [Section](./ai.md)*
   - **(2023)** [valohai.com/blog/llmops/](https://valohai.com/blog/llmops) [EMERGING] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [community.aws/kubernetes](https://builder.aws.com/learn/topics/kubernetes) [EMERGING] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2023)** [dev.to: DevOps Trends for Developers in 2023 | Pavan Belagatti](https://dev.to/pavanbelagatti/devops-trends-for-developers-in-2023-345b) [EMERGING] [EN CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2023)** [kubernetes.io: Kubernetes 1.27: In-place Resource Resize for Kubernetes Pods (alpha)](https://kubernetes.io/blog/2023/05/12/in-place-pod-resize-alpha) [EMERGING] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-releases.md)*
+  - **(2023)** [dev.to: DevOps Trends for Developers in 2023 | Pavan Belagatti](https://dev.to/pavanbelagatti/devops-trends-for-developers-in-2023-345b) [EMERGING] [EN CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2023)** [community.aws/kubernetes](https://builder.aws.com/learn/topics/kubernetes) [EMERGING] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [Another Autoscaler](https://github.com/dignajar/another-autoscaler) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [kbrew](https://github.com/kbrew-dev/kbrew) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) [EMERGING] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
+  - **(2022)** [sysdig.com: Kubernetes 1.25 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-25-whats-new) [EMERGING] β€” *Go to [Section](./kubernetes-releases.md)*
+  - **(2022)** [Michaelpalacce/SimpleSecrets](https://github.com/Michaelpalacce/SimpleSecrets) [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
   - **(2022)** [xataka.com: Los programadores ya alucinaban con CoPilot y ChatGPT, pero ahora DeepMind va mΓ‘s allΓ‘ con AplhaCode](https://www.xataka.com/robotica-e-ia/programadores-alucinaban-copilot-chatgpt-ahora-deepmind-va-alla-aplhacode) [EMERGING] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
   - **(2022)** [blog.bitsrc.io: Google Chrome Hidden Features Every Developer Should Know](https://blog.bitsrc.io/google-chrome-experimental-features-for-developers-a9a7cc9d1b30) [EMERGING] β€” *Go to [Section](./ChromeDevTools.md)*
-  - **(2022)** [Michaelpalacce/SimpleSecrets](https://github.com/Michaelpalacce/SimpleSecrets) [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2022)** [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) [EMERGING] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2022)** [sysdig.com: Kubernetes 1.25 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-25-whats-new) [EMERGING] β€” *Go to [Section](./kubernetes-releases.md)*
   - **(2021)** [thenewstack.io: The Growth of State in Kubernetes](https://thenewstack.io/the-growth-of-state-in-kubernetes) [EMERGING] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2021)** [kube.careers: Kubernetes jobs market (Q2 2021)](https://kube.careers/report-2021-q2) [CASE STUDY] [EMERGING] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [abhirockzz/kubexpose-operator](https://github.com/abhirockzz/kubexpose-operator) [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [Jabos](https://github.com/srfrnk/jabos) 🌟 [EMERGING] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [eezhee/eezhee](https://github.com/eezhee/eezhee) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [ContainerSolutions/ImageWolf: ImageWolf - Fast Distribution of Docker Images' on Clusters](https://github.com/ContainerSolutions/ImageWolf) [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [#FeatureFlags](https://x.com/hashtag/featureflag) [EMERGING] β€” *Go to [Section](./git.md)*
+  - **(2021)** [kube.careers: Kubernetes jobs market (Q2 2021)](https://kube.careers/report-2021-q2) [CASE STUDY] [EMERGING] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [jvns.ca: New tool: an nginx playground](https://jvns.ca/blog/2021/09/24/new-tool--an-nginx-playground) [EMERGING] β€” *Go to [Section](./web-servers.md)*
-  - **(2021)** [github: Kubernetes Deployment Orchestrator](https://github.com/SAP-archive/kubernetes-deployment-orchestrator) 🌟 [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2021)** [thenewstack.io: Understanding GitOps: The Latest Tools and Philosophies](https://thenewstack.io/understanding-gitops-the-latest-tools-and-philosophies) [EMERGING] β€” *Go to [Section](./gitops.md)*
   - **(2021)** [github.com/circa10a/terraform-provider-mailform](https://github.com/circa10a/terraform-provider-mailform) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2021)** [#FeatureFlags](https://x.com/hashtag/featureflag) [EMERGING] β€” *Go to [Section](./git.md)*
+  - **(2021)** [github: Kubernetes Deployment Orchestrator](https://github.com/SAP-archive/kubernetes-deployment-orchestrator) 🌟 [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2021)** [blog.crunchydata.com: Active-Active PostgreSQL Federation on Kubernetes](https://www.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes) [EMERGING] [GO CONTENT] β€” *Go to [Section](./crunchydata.md)*
   - **(2020)** [5 open source projects that make Kubernetes even better: Prometheus, Operator framework, Knative, Tekton, Kubeflow 🌟](https://enterprisersproject.com/article/2020/5/kubernetes-5-open-source-projects-improve) [EMERGING] β€” *Go to [Section](./kubernetes.md)*
-  - **(2020)** [todaywasawesome/atomic-cluster: The Atomic Cluster](https://github.com/todaywasawesome/atomic-cluster) [EMERGING] [SHELL CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2020)** [techcommunity.microsoft.com: Building a path to success for microservices and .NET Core - Project Tye + GitHub Actions](https://techcommunity.microsoft.com/blog/appsonazureblog/building-a-path-to-success-for-microservices-and-net-core---project-tye--github-/1502270) [EMERGING] [LEGACY] β€” *Go to [Section](./azure.md)*
+  - **(2020)** [todaywasawesome/atomic-cluster: The Atomic Cluster](https://github.com/todaywasawesome/atomic-cluster) [EMERGING] [SHELL CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2019)** [Templating on OpenShift: should I use Helm templates or OpenShift templates? 🌟](https://www.theodo.com/en-fr/blog/openshift-what-templates-should-you-use-helm-or-openshift) [EMERGING] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./ocp3.md)*
   - **(2018)** [Setec 🌟](https://github.com/anthonysterling/setec) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2018)** [github.com/rothgar/bashScheduler](https://github.com/rothgar/bashScheduler) [EMERGING] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
@@ -506,28 +506,28 @@ Resources indexed by their primary source language or document format.
 Click to view top 100 of 1082 resources under Guide
 
   - **(2026)** [==bregman-arie/devops-exercises 🌟==](https://github.com/bregman-arie/devops-exercises) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [==cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟==](https://cheatsheetseries.owasp.org/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [==youtube playlist: Tech World with Nana - Complete Kubernetes Tutorial for Beginners 🌟🌟🌟==](https://www.youtube.com/playlist?list=PLy7NrYWoggjziYQIDorlXjTvvwweTYoNC) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [==100 Days Of Kubernetes: 100daysofkubernetes.io==](https://100daysofkubernetes.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [==devopscube.com: How to Learn Kubernetes (Complete Roadmap) 🌟🌟🌟==](https://devopscube.com/learn-kubernetes-complete-roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [==youtube playlist: Tech World with Nana - Docker and Kubernetes Tutorial for Beginners 🌟🌟==](https://www.youtube.com/playlist?list=PLy7NrYWoggjwPggqtFsI_zMAwvG0SqYCb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2026)** [==infoq.com: Service Mesh Ultimate Guide:==](https://www.infoq.com/articles/service-mesh-ultimate-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./servicemesh.md)*
   - **(2026)** [==sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟==](https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [==github: Safe ways to do things in bash==](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [==cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟==](https://cheatsheetseries.owasp.org/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [==vaultproject.io==](https://developer.hashicorp.com/vault) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==infoq.com: Service Mesh Ultimate Guide:==](https://www.infoq.com/articles/service-mesh-ultimate-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./servicemesh.md)*
+  - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)*
   - **(2025)** [==iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense) 🌟🌟==](https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
   - **(2025)** [==iximiuz.com: Containers vs. Pods - Taking a Deeper Look==](https://labs.iximiuz.com/tutorials/containers-vs-pods) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
-  - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2024)** [==postman.com: What is an API?==](https://www.postman.com/what-is-an-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./api.md)*
   - **(2024)** [==github.com/Azure/migration: The Migration Execution Guide.==](https://github.com/Azure/migration) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [==learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes==](https://learnkube.com/spring-boot-kubernetes-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2024)** [==postman.com: What is an API?==](https://www.postman.com/what-is-an-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./api.md)*
   - **(2023)** [==mikeroyal/Kubernetes-Guide: Kubernetes Guide 🌟==](https://github.com/mikeroyal/Kubernetes-Guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2023)** [==learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes==](https://learnkube.com/spring-boot-kubernetes-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2023)** [==bytebytego.com: System Design - Scale From Zero To Millions Of Users 🌟==](https://bytebytego.com/courses/system-design-interview/scale-from-zero-to-millions-of-users) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./introduction.md)*
   - **(2023)** [==serverlessland.com: EDA VISUALS 🌟🌟🌟==](https://serverlessland.com/event-driven-architecture/visuals) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./serverless.md)*
   - **(2023)** [==redhat.com: An Architect's guide to APIs: SOAP, REST, GraphQL, and gRPC 🌟==](https://www.redhat.com/en/blog/apis-soap-rest-graphql-grpc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
   - **(2023)** [==freecodecamp.org: REST API Design Best Practices Handbook – How to Build a REST API with JavaScript, Node.js, and Express.js==](https://www.freecodecamp.org/news/rest-api-design-best-practices-build-a-rest-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./api.md)*
   - **(2023)** [==freecodecamp.org: REST API Best Practices – REST Endpoint Design Examples 🌟==](https://www.freecodecamp.org/news/rest-api-best-practices-rest-endpoint-design-examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./api.md)*
-  - **(2023)** [==bytebytego.com: System Design - Scale From Zero To Millions Of Users 🌟==](https://bytebytego.com/courses/system-design-interview/scale-from-zero-to-millions-of-users) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./introduction.md)*
   - **(2023)** [==automationqahub.com: How to build a Playwright Page Object Model==](https://automationqahub.com/how-to-build-playwright-page-object-model) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [==lambdatest.com: How To Run Selenium Tests In Docker ? 🌟==](https://www.testmuai.com/blog/run-selenium-tests-in-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [==automationqahub.com: How to get started with Appium 2.0==](https://automationqahub.com/how-to-do-mobile-automation-using-appium-2-0) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
@@ -541,16 +541,16 @@ Resources indexed by their primary source language or document format.
   - **(2021)** [==freecodecamp.org: Git for Professionals – Free Version Control Course 🌟==](https://www.freecodecamp.org/news/git-for-professionals) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./git.md)*
   - **(2020)** [==marklodato.github.io: A Visual Git Reference 🌟==](https://marklodato.github.io/visual-git-guide/index-en.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./git.md)*
   - **(2016)** [==youtube: Kubernetes for Sysadmins – Kelsey Hightower at PuppetConf 2016 🌟🌟🌟==](https://www.youtube.com/clip/UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2026)** [**educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive 🌟🌟🌟**](https://www.educative.io/courses/learn-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2026)** [**Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash**](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2026)** [**A shared playbook for trustworthy third party evaluations**](https://openai.com/index/trustworthy-third-party-evaluations-foundations) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**OpenAI Frontier Governance Framework**](https://openai.com/index/openai-frontier-governance-framework) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**How business operations teams use Codex**](https://openai.com/academy/codex-for-work/how-business-operations-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**How sales teams use Codex**](https://openai.com/academy/codex-for-work/how-sales-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**How data science teams use Codex**](https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash**](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./mkdocs.md)*
-  - **(2026)** [**educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive 🌟🌟🌟**](https://www.educative.io/courses/learn-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [**redhat.com: Vim: Basic and intermediate commands**](https://www.redhat.com/en/blog/vim-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**systemcodegeeks.com**](https://www.systemcodegeeks.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**learnitguide.net 🌟**](https://www.learnitguide.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**The Geek Stuff**](https://www.thegeekstuff.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**tecmint.com: How to Control Systemd Services on Remote Linux Server**](https://www.tecmint.com/control-systemd-services-on-remote-linux-server) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**tecmint.com: How to Run Commands from Standard Input Using Tee and Xargs in Linux**](https://www.tecmint.com/pipe-command-output-to-other-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
@@ -562,30 +562,30 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [**redhat.com: 5 advanced rsync tips for Linux sysadmins**](https://www.redhat.com/en/blog/5-rsync-tips) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**redhat.com: Using ssh-keygen and sharing for key-based authentication in Linux**](https://www.redhat.com/en/blog/configure-ssh-keygen) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**linuxteck.com: 15 basic curl command in Linux with practical examples**](https://www.linuxteck.com/curl-command-in-linux-with-examples) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**learnitguide.net 🌟**](https://www.learnitguide.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./elearning.md)*
-  - **(2025)** [**acloudguru.com: The Ultimate Terraform Cheatsheet**](https://www.pluralsight.com/resources/blog/cloud/the-ultimate-terraform-cheatsheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./mkdocs.md)*
   - **(2025)** [**devopscube.com: Kubernetes Tutorials For Beginners: Getting Started Guide**](https://devopscube.com/kubernetes-tutorials-beginners) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2025)** [**acloudguru.com: The Ultimate Terraform Cheatsheet**](https://www.pluralsight.com/resources/blog/cloud/the-ultimate-terraform-cheatsheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2024)** [**techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on Azure With Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [**redhat.com: Bring Your Own Knowledge β€” Automation Intelligent Assistant (RAG)**](https://www.redhat.com/en/blog/bring-your-own-knowledge-automation-intelligent-assistant) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [**youtube playlist: DevNation Lessons: Kubernetes Fundamentals**](https://www.youtube.com/playlist?list=PLf3vm0UK6HKpOqIY2fcu_M0sCSpluyXMW) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2024)** [**Ansible k8s cheat sheet 🌟**](https://opensource.com/downloads/ansible-k8s-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [**github.github.com/training-kit: Git cheat sheet**](https://training.github.com/downloads/github-git-cheat-sheet.pdf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [**education.github.com: Git cheat sheet 🌟**](https://education.github.com/git-cheat-sheet-education.pdf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [**aws.amazon.com: Serverless or Kubernetes on AWS 🌟**](https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./serverless.md)*
-  - **(2024)** [**youtube playlist: DevNation Lessons: Kubernetes Fundamentals**](https://www.youtube.com/playlist?list=PLf3vm0UK6HKpOqIY2fcu_M0sCSpluyXMW) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2024)** [**postman.com: API versioning**](https://www.postman.com/api-platform/api-versioning) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
-  - **(2024)** [**techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on Azure With Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2024)** [**redhat.com: Bring Your Own Knowledge β€” Automation Intelligent Assistant (RAG)**](https://www.redhat.com/en/blog/bring-your-own-knowledge-automation-intelligent-assistant) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./mlops.md)*
-  - **(2023)** [**piotrminkowski.com: Microservices with Spring Boot 3 and Spring Cloud 🌟**](https://piotrminkowski.com/2023/03/13/microservices-with-spring-boot-3-and-spring-cloud) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2023)** [**rogerdudler.github.io: git - the simple guide 🌟**](https://rogerdudler.github.io/git-guide) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2023)** [**freecodecamp.org: MLOps Course – Learn to Build Machine Learning Production Grade Projects**](https://www.freecodecamp.org/news/mlops-course-learn-to-build-machine-learning-production-grade-projects) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2023)** [**amazee.io: Master the Fundamentals of K8s: Kubernetes 101 video series with Jeff Geerling**](https://www.amazee.io/blog/post/master-the-fundamentals-of-k8s) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2023)** [**piotrminkowski.com: Manage Kubernetes Operators with ArgoCD**](https://piotrminkowski.com/2023/05/05/manage-kubernetes-operators-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2023)** [**dev.to/devsatasurion: Deploying Applications with GitHub Actions and ArgoCD to EKS: Best Practices and Techniques**](https://dev.to/devsatasurion/deploying-applications-with-github-actions-and-argocd-to-eks-best-practices-and-techniques-4epc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2023)** [**piotrminkowski.com: Microservices with Spring Boot 3 and Spring Cloud 🌟**](https://piotrminkowski.com/2023/03/13/microservices-with-spring-boot-3-and-spring-cloud) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2023)** [**geeksforgeeks.org: Microservice Architecture – Introduction, Challeneges & Best Practices**](https://www.geeksforgeeks.org/blogs/microservice-architecture-introduction-challenges-best-practices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./introduction.md)*
+  - **(2023)** [**rogerdudler.github.io: git - the simple guide 🌟**](https://rogerdudler.github.io/git-guide) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2023)** [**devopscube.com/kustomize-tutorial: Kustomize Tutorial: Comprehensive Guide For Beginners 🌟**](https://devopscube.com/kustomize-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kustomize.md)*
+  - **(2023)** [**dev.to: KeyCloak with Nginx Ingress**](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2023)** [**freecodecamp.org: Public APIs Developers Can Use in Their Projects**](https://www.freecodecamp.org/news/public-apis-for-developers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./api.md)*
   - **(2023)** [**vishnuch.tech: Interprocess Communication in Microservices 🌟**](https://blog.flatturtle.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./api.md)*
   - **(2023)** [**snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them 🌟**](https://snipcart.com/blog/microservices-vs-api) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./api.md)*
-  - **(2023)** [**piotrminkowski.com: Manage Kubernetes Operators with ArgoCD**](https://piotrminkowski.com/2023/05/05/manage-kubernetes-operators-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2023)** [**dev.to/devsatasurion: Deploying Applications with GitHub Actions and ArgoCD to EKS: Best Practices and Techniques**](https://dev.to/devsatasurion/deploying-applications-with-github-actions-and-argocd-to-eks-best-practices-and-techniques-4epc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2023)** [**geeksforgeeks.org: Microservice Architecture – Introduction, Challeneges & Best Practices**](https://www.geeksforgeeks.org/blogs/microservice-architecture-introduction-challenges-best-practices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./introduction.md)*
-  - **(2023)** [**devopscube.com/kustomize-tutorial: Kustomize Tutorial: Comprehensive Guide For Beginners 🌟**](https://devopscube.com/kustomize-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kustomize.md)*
-  - **(2023)** [**dev.to: KeyCloak with Nginx Ingress**](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2023)** [**freecodecamp.org: MLOps Course – Learn to Build Machine Learning Production Grade Projects**](https://www.freecodecamp.org/news/mlops-course-learn-to-build-machine-learning-production-grade-projects) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2023)** [**lambdatest.com: How To Integrate Jenkins & Maven With Selenium?**](https://www.testmuai.com/blog/selenium-maven-jenkins-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [**lambdatest.com: Complete Guide To Selenium Testing with GitHub Actions 🌟**](https://www.testmuai.com/blog/selenium-github-actions-example) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [**lambdatest.com: How To Integrate Cucumber With Jenkins?**](https://www.testmuai.com/blog/cucumber-with-jenkins-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
@@ -596,15 +596,15 @@ Resources indexed by their primary source language or document format.
   - **(2023)** [**automationqahub.com: How to Configure Playwright**](https://automationqahub.com/how-to-install-playwright-tool) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [**automationqahub.com: How to Configure multiple environments in Playwright**](https://automationqahub.com/how-to-configure-multiple-environments-in-playwright) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [**experitest.com: Start Automating your mobile tests with Cucumber and Appium**](https://digital.ai/products/continuous-testing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2022)** [**dev.to/francescoxx: Java CRUD Rest API using Spring Boot, Hibernate, Postgres, Docker and Docker Compose**](https://dev.to/francescoxx/java-crud-rest-api-using-spring-boot-hibernate-postgres-docker-and-docker-compose-5cln) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2022)** [**javaguides.net: Spring Boot Microservices - Spring Cloud API Gateway**](https://www.javaguides.net/2022/10/spring-boot-microservices-spring-cloud-api-gateway.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2022)** [**developer.okta.com: Secure Secrets With Spring Cloud Config and Vault 🌟**](https://developer.okta.com/blog/2022/10/20/spring-vault) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2022)** [**blog.kubesimplify.com: DIY: How To Build A Kubernetes Policy Engine**](https://blog.kubesimplify.com/diy-how-to-build-a-kubernetes-policy-engine) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [**intellipaat.com: Git Tutorial - Learn Git 🌟**](https://intellipaat.com/blog/tutorial/devops-tutorial/git-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./git.md)*
-  - **(2022)** [**gitkraken.com: Git Tutorials: Instructional Training Videos 🌟**](https://www.gitkraken.com/learn/git/tutorials) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./git.md)*
-  - **(2022)** [**realpython.com: Machine Learning With Python 🌟🌟🌟**](https://realpython.com/learning-paths/machine-learning-python) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2022)** [**redhat-scholars.github.io: Welcome to OpenShift Serverless Logic Tutorial**](https://redhat-scholars.github.io/serverless-workflow/osl/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./serverless.md)*
   - **(2022)** [**cloud.google.com: kubernetes comic**](https://cloud.google.com/kubernetes-engine/kubernetes-comic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2022)** [**openshift.com: OpenShift Authentication Integration with ArgoCD**](https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ocp3.md)*
+  - **(2022)** [**realpython.com: Machine Learning With Python 🌟🌟🌟**](https://realpython.com/learning-paths/machine-learning-python) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2022)** [**piotrminkowski.com: Manage Multiple Kubernetes Clusters with ArgoCD 🌟**](https://piotrminkowski.com/2022/12/09/manage-multiple-kubernetes-clusters-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2022)** [**openshift.com: Getting Started with ApplicationSets**](https://www.redhat.com/en/blog/getting-started-with-applicationsets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2022)** [**infracloud.io: Progressive Delivery with Argo Rollouts : Blue-Green Deployment**](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-blue-green-deployment) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2022)** [**infracloud.io: Progressive Delivery with Argo Rollouts: Canary Deployment**](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-canary-deployment) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2022)** [**codefresh.io: Progressive delivery for Kubernetes Config Maps using Argo Rollouts**](https://octopus.com/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
 
 *... and 982 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 
@@ -618,16 +618,16 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 117 resources under Case Study
 
+  - **(2023)** [==engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep Dive==](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes.md)*
   - **(2023)** [==quarkus.io: VCStream: a new messaging platform for DECATHLON’s Value Chain, built on Quarkus==](https://quarkus.io/blog/decathlon-user-story) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./customer.md)*
-  - **(2023)** [==engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep Dive==](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./introduction.md)*
   - **(2022)** [==aws.amazon.com: AstraZeneca’s Drug Design Program Built using AWS wins Innovation Award==](https://aws.amazon.com/blogs/industries/astrazenecas-drug-design-program-built-using-aws-wins-innovation-award) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./customer.md)*
   - **(2022)** [==falco.org/about/case-studies/incepto-medical: Protect shared clusters for medical imaging==](https://falco.org/about/case-studies/incepto-medical) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./customer.md)*
   - **(2022)** [==nordicapis.com: Using gRPC to Connect a Microservices Ecosystem==](https://nordicapis.com/using-grpc-to-connect-a-microservices-ecosystem) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2021)** [==infoq.com: The Great Lambda Migration to Kubernetes Jobsβ€”a Journey in Three Parts 🌟==](https://www.infoq.com/articles/lambda-migration-k8s-jobs) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes.md)*
   - **(2019)** [==monzo.com: Controlling outbound traffic from Kubernetes==](https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./istio.md)*
+  - **(2026)** [**Building the Infrastructure for the Intelligence Age in Michigan**](https://openai.com/index/stargate-michigan-data-center) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**Building self-improving tax agents with Codex**](https://openai.com/index/building-self-improving-tax-agents-with-codex) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**How Braintrust turns customer requests into code with Codex**](https://openai.com/index/braintrust) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Building the Infrastructure for the Intelligence Age in Michigan**](https://openai.com/index/stargate-michigan-data-center) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**Boston Children's Hospital uses AI to unlock new diagnoses**](https://openai.com/index/boston-childrens-hospital) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**Strengthening Societal Resilience with Rosalind Biodefense**](https://openai.com/index/strengthening-societal-resilience-with-rosalind-biodefense) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**Codex is Becoming a Productivity Tool for Everyone**](https://openai.com/index/codex-for-knowledge-work) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
@@ -638,8 +638,8 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [**Students prototype learning tools with AI at University of Waterloo**](https://blog.google/innovation-and-ai/technology/ai/university-waterloo-labs) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./elearning.md)*
   - **(2024)** [**aws.amazon.com/blogs/industries: BMW Group Develops a GenAI Assistant to Accelerate Infrastructure Optimization on AWS**](https://aws.amazon.com/blogs/industries/bmw-group-develops-a-genai-assistant-to-accelerate-infrastructure-optimization-on-aws) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai.md)*
   - **(2023)** [**redhat.com: The Volkswagen Group builds automated testing environment**](https://www.redhat.com/en/success-stories/the-volkswagen-group) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./customer.md)*
-  - **(2022)** [**thenewstack.io: How Daily.Dev Built a Low-Budget Serverless Scraping Pipeline for Online Articles**](https://thenewstack.io/how-daily-dev-built-a-low-budget-serverless-scraping-pipeline-for-online-articles) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./serverless.md)*
   - **(2022)** [**api7.ai: How Does APISIX Ingress Support Thousands of Pod Replicas?**](https://api7.ai/blog/apisix-ingress-support-thousands-pod-replicas) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2022)** [**thenewstack.io: How Daily.Dev Built a Low-Budget Serverless Scraping Pipeline for Online Articles**](https://thenewstack.io/how-daily-dev-built-a-low-budget-serverless-scraping-pipeline-for-online-articles) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./serverless.md)*
   - **(2021)** [**cloud.redhat.com: Global Load Balancer Approaches 🌟**](https://www.redhat.com/en/blog/global-load-balancer-approaches) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2020)** [**dashbird.io: Serverless Case Study – Coca-Cola**](https://dashbird.io/blog/serverless-case-study-coca-cola) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./serverless.md)*
   - **(2019)** [**Whitepaper: Migrating Your Databases to AWS**](https://aws.amazon.com/dms/?audit=2019q1) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./aws.md)*
@@ -659,63 +659,63 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [jamaica-gleaner.com: Amazon outage’s future implications](https://past.jamaica-gleaner.com/article/business/20211224/amazon-outages-future-implications) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2026)** [20minutos.es: Amazon Web Services vuelve a romper Internet: se ha caΓ­do ya tres veces en el mismo mes y le llueven las crΓ­ticas](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) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2025)** [postman.com: Postman State of the API Report 🌟](https://www.postman.com/state-of-api/2025) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./api.md)*
-  - **(2024)** [GigaOm's Radar for Enterprise CI/CD 🌟](https://jfrog.com/pipelines) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./cicd.md)*
+  - **(2024)** [GigaOm's Radar for Enterprise CI/CD 🌟](https://jfrog.com/pipelines) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2024)** [dev.to: Optimizing SQL Queries by 23x!!!](https://dev.to/navneet7716/optimizing-sql-queries-h9j) [CASE STUDY] [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [Kubernetes Security 101: Risks and 29 Best Practices 🌟](https://www.redhat.com/en/topics/containers/kubernetes-security) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./chatgpt.md)*
   - **(2023)** [grafana.com: How we use metamonitoring Prometheus servers to monitor all other Prometheus servers at Grafana Labs](https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./prometheus.md)*
+  - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./chatgpt.md)*
   - **(2023)** [Security Overview of AWS Lambda](https://d1.awsstatic.com/whitepapers/Overview-AWS-Lambda-Security.pdf) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./aws-serverless.md)*
   - **(2023)** [primevideotech.com: Scaling up the Prime Video audio/video monitoring service and reducing costs by 90%](https://www.aboutamazon.com/what-we-do/entertainment) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./introduction.md)*
   - **(2023)** [aws.amazon.com: Best practices for implementing event-driven architectures in your organization](https://aws.amazon.com/blogs/architecture/best-practices-for-implementing-event-driven-architectures-in-your-organization) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./introduction.md)*
   - **(2023)** [symbiosis.host: Benchmarking cluster creation time for 8 managed Kubernetes providers](https://symbiosis.host) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-autoscaling.md)*
+  - **(2022)** [thenewstack.io: Garden: The Configure-Once Kubernetes Platform for Seamless' Dev/Prod Integration](https://thenewstack.io/garden-the-configure-once-kubernetes-platform-for-seamless-dev-prod-integration) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [fairwinds.medium.com: Kubernetes Maturity Model](https://www.fairwinds.com/kubernetes-maturity-model) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [thorsten-hans.com: Hot-Reload .NET Configuration in Kubernetes with ConfigMaps](https://www.thorsten-hans.com/hot-reload-net-configuration-in-kubernetes-with-configmaps) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [github.com/metaleapca: metaleap-devops-in-k8s.pdf](https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-in-k8s.pdf) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [thenewstack.io: Garden: The Configure-Once Kubernetes Platform for Seamless' Dev/Prod Integration](https://thenewstack.io/garden-the-configure-once-kubernetes-platform-for-seamless-dev-prod-integration) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [kube.careers: Kubernetes jobs market trends for 2022 Q4](https://kube.careers) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./remote-tech-jobs.md)*
-  - **(2022)** [genbeta.com: 32.000 desarrolladores responden sobre plataformas y lenguajes de programaciΓ³n: JavaScript, AWS, GitHub y Windows, los mΓ‘s usados](https://www.genbeta.com/desarrollo/32-000-desarrolladores-responden-plataformas-lenguajes-programacion-javascript-aws-github-windows-usados) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2022)** [grafana: How we use the Grafana GitHub plugin to track outstanding pull requests](https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./git.md)*
-  - **(2022)** [cloud.redhat.com: A Guide to Secrets Management with GitOps and Kubernetes 🌟](https://www.redhat.com/en/blog/a-guide-to-secrets-management-with-gitops-and-kubernetes) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-security.md)*
+  - **(2022)** [blog.crunchydata.com: Using Kubernetes? Chances Are You Need a Database 🌟](https://www.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database) [CASE STUDY] [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./databases.md)*
+  - **(2022)** [thenewstack.io: A Case for Databases on Kubernetes from a Former Skeptic](https://thenewstack.io/a-case-for-databases-on-kubernetes-from-a-former-skeptic) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./databases.md)*
   - **(2022)** [engineering.salesforce.com: Optimizing EKS networking for scale](https://engineering.salesforce.com/optimizing-eks-networking-for-scale-1325706c8f6d) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [thenewstack.io: How We Built Preview Environments on Kubernetes and AWS](https://thenewstack.io/how-we-built-preview-environments-on-kubernetes-and-aws) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [Scaling Amazon EKS and Cassandra Beyond 1,000 Nodes](https://aws.amazon.com/blogs/containers/scaling-amazon-eks-and-cassandra-beyond-1000-nodes) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [blog.crunchydata.com: Using Kubernetes? Chances Are You Need a Database 🌟](https://www.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database) [CASE STUDY] [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./databases.md)*
-  - **(2022)** [thenewstack.io: A Case for Databases on Kubernetes from a Former Skeptic](https://thenewstack.io/a-case-for-databases-on-kubernetes-from-a-former-skeptic) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./databases.md)*
-  - **(2022)** [Migrating a monolithic .NET REST API to AWS Lambda](https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./aws-serverless.md)*
   - **(2022)** [hub.qovery.com: Terraform is Not the Golden Hammer](https://www.qovery.com/docs/getting-started/introduction) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./edge-computing.md)*
-  - **(2022)** [blog.twstewart.me: cdk8s-python - A Love and Hate Experience](https://blog.twstewart.me/posts/cdk8s-python) [CASE STUDY] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
+  - **(2022)** [grafana: How we use the Grafana GitHub plugin to track outstanding pull requests](https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./git.md)*
+  - **(2022)** [Migrating a monolithic .NET REST API to AWS Lambda](https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2022)** [genbeta.com: 32.000 desarrolladores responden sobre plataformas y lenguajes de programaciΓ³n: JavaScript, AWS, GitHub y Windows, los mΓ‘s usados](https://www.genbeta.com/desarrollo/32-000-desarrolladores-responden-plataformas-lenguajes-programacion-javascript-aws-github-windows-usados) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
   - **(2022)** [engineering.grab.com: Zero trust with Kafka](https://engineering.grab.com/zero-trust-with-kafka) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./databases.md)*
+  - **(2022)** [cloud.redhat.com: A Guide to Secrets Management with GitOps and Kubernetes 🌟](https://www.redhat.com/en/blog/a-guide-to-secrets-management-with-gitops-and-kubernetes) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-security.md)*
+  - **(2022)** [kube.careers: Kubernetes jobs market trends for 2022 Q4](https://kube.careers) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./remote-tech-jobs.md)*
+  - **(2022)** [blog.twstewart.me: cdk8s-python - A Love and Hate Experience](https://blog.twstewart.me/posts/cdk8s-python) [CASE STUDY] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
+  - **(2022)** [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./edge-computing.md)*
+  - **(2021)** [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2021)** [How BT uses Amazon CloudWatch to monitor millions of devices](https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./aws.md)*
   - **(2021)** [kube.careers: Kubernetes jobs market (Q2 2021)](https://kube.careers/report-2021-q2) [CASE STUDY] [EMERGING] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [snyk.io: Shipping Kubernetes-native applications with confidence](https://snyk.io/blog/shipping-kubernetes-native-applications-with-confidence) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [infoq.com: How to Work Asynchronously as a Remote-First SRE](https://www.infoq.com/news/2021/12/remote-first-sre) [CASE STUDY] [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
+  - **(2021)** [openshift.com: OpenShift, Databases and You: When to Put Containerized Database Workloads on OpenShift 🌟](https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift) [CASE STUDY] [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2021)** [empathy.co: HAT: CI/CD for Deploying Cloud Native Applications](https://empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2021)** [research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD pipelines](https://www.nccgroup.com/research) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
+  - **(2021)** [devops.com: Survey Shows Mounting DevOps Frustration and Costs](https://devops.com/survey-shows-mounting-devops-frustration-and-costs) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./devops.md)*
+  - **(2021)** [blog.openshift.com/tag/multi-datacenter](https://www.redhat.com/en/blog?f[0]=taxonomy_blog_post_category_tid:107161&f[1]=taxonomy_topic_tid:75521) [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ocp3.md)*
   - **(2021)** [thomasthornton.cloud: A DevOps journey using Azure DevOps](https://thomasthornton.cloud/a-devops-journey-using-azure-devops) [CASE STUDY] [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [Onfido’s Journey to a Multi-Cluster Amazon EKS Architecture](https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazon-eks-architecture) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2021)** [optisolbusiness.com: Implementing Microservices Architecture in AKS](https://www.optisolbusiness.com/insight/implementing-microservices-architecture-in-aks) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2021)** [about.gitlab.com: The Remote Work Report 2021](https://handbook.gitlab.com/handbook/company/culture/all-remote/remote-work-report) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./recruitment.md)*
+  - **(2021)** [joshbersin.com: From The Great Resignation To The Great Migration](https://joshbersin.com/2021/12/from-the-great-resignation-to-the-great-migration) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./recruitment.md)*
+  - **(2021)** [codingpotions.com: ΒΏCuΓ‘nto cobra un programador en EspaΓ±a en 2021?](https://codingpotions.com/salarios-programadores-2021) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
+  - **(2021)** [infoq.com: How to Work Asynchronously as a Remote-First SRE](https://www.infoq.com/news/2021/12/remote-first-sre) [CASE STUDY] [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
+  - **(2021)** [cockroachlabs.com: How to use Cluster Mesh for Multi-Region Kubernetes Pod Communication](https://www.cockroachlabs.com/blog/cockroachdb-kubernetes-cilium) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2021)** [Why we use Terraform and not Chef, Puppet, Ansible, SaltStack, or CloudFormation](https://www.gruntwork.io/blog/why-we-use-terraform-and-not-chef-puppet-ansible-saltstack-or-cloudformation) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
+  - **(2021)** [Bridgecrew: Misconfigured Terraform Modules Are a Security Issue](https://thenewstack.io/bridgecrew-all-these-misconfigured-terraform-modules-are-a-security-issue) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
+  - **(2021)** [shipa.io: Terraform meets AppOps 🌟](https://shipa.io/terraform-meets-appops-2) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
   - **(2021)** [cloudbees.com: Goodbye Sleepless Nights: De-Risking Deployments with Feature Flags](https://www.cloudbees.com/customers/petdesk) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
   - **(2021)** [github.blog: How we ship code faster and safer with feature flags](https://github.blog/engineering/ship-code-faster-safer-feature-flags) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
   - **(2021)** [github.blog: Improving how we deploy GitHub](https://github.blog/enterprise-software/devops/improving-how-we-deploy-github) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./git.md)*
   - **(2021)** [github.blog: Deployment reliability at GitHub](https://github.blog/developer-skills/github/deployment-reliability-at-github) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./git.md)*
-  - **(2021)** [Onfido’s Journey to a Multi-Cluster Amazon EKS Architecture](https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazon-eks-architecture) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2021)** [optisolbusiness.com: Implementing Microservices Architecture in AKS](https://www.optisolbusiness.com/insight/implementing-microservices-architecture-in-aks) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2021)** [devops.com: Survey Shows Mounting DevOps Frustration and Costs](https://devops.com/survey-shows-mounting-devops-frustration-and-costs) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./devops.md)*
-  - **(2021)** [about.gitlab.com: The Remote Work Report 2021](https://handbook.gitlab.com/handbook/company/culture/all-remote/remote-work-report) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./recruitment.md)*
-  - **(2021)** [joshbersin.com: From The Great Resignation To The Great Migration](https://joshbersin.com/2021/12/from-the-great-resignation-to-the-great-migration) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./recruitment.md)*
-  - **(2021)** [codingpotions.com: ΒΏCuΓ‘nto cobra un programador en EspaΓ±a en 2021?](https://codingpotions.com/salarios-programadores-2021) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
-  - **(2021)** [openshift.com: OpenShift, Databases and You: When to Put Containerized Database Workloads on OpenShift 🌟](https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift) [CASE STUDY] [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [How BT uses Amazon CloudWatch to monitor millions of devices](https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./aws.md)*
-  - **(2021)** [Why we use Terraform and not Chef, Puppet, Ansible, SaltStack, or CloudFormation](https://www.gruntwork.io/blog/why-we-use-terraform-and-not-chef-puppet-ansible-saltstack-or-cloudformation) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
-  - **(2021)** [Bridgecrew: Misconfigured Terraform Modules Are a Security Issue](https://thenewstack.io/bridgecrew-all-these-misconfigured-terraform-modules-are-a-security-issue) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
-  - **(2021)** [shipa.io: Terraform meets AppOps 🌟](https://shipa.io/terraform-meets-appops-2) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
   - **(2021)** [developers.soundcloud.com: Service Architecture at SoundCloud β€” Part 1: Backends for Frontends](https://developers.soundcloud.com/blog/service-architecture-1) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./introduction.md)*
-  - **(2021)** [cockroachlabs.com: How to use Cluster Mesh for Multi-Region Kubernetes Pod Communication](https://www.cockroachlabs.com/blog/cockroachdb-kubernetes-cilium) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2021)** [empathy.co: HAT: CI/CD for Deploying Cloud Native Applications](https://empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2021)** [research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD pipelines](https://www.nccgroup.com/research) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./devsecops.md)*
   - **(2021)** [confluent.io: Event-Driven Microservices Architecture (white paper) 🌟](https://www.confluent.io/resources/white-paper/event-driven-microservices) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [shopify.engineering: Capturing Every Change From Shopify’s Sharded Monolith](https://shopify.engineering/capturing-every-change-shopify-sharded-monolith) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [tech.ebayinc.com: Resiliency and Disaster Recovery with Kafka](https://innovation.ebayinc.com/stories/resiliency-and-disaster-recovery-with-kafka) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [analyticsindiamag.com: How Uber is Leveraging Apache Kafka For More Than 300 Micro Services](https://analyticsindiamag.com/how-uber-is-leveraging-apache-kafka-for-more-than-300-micro-services) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [slack.engineering: Building Self-driving Kafka clusters using open source components](https://slack.engineering/building-self-driving-kafka-clusters-using-open-source-components) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [blog.openshift.com/tag/multi-datacenter](https://www.redhat.com/en/blog?f[0]=taxonomy_blog_post_category_tid:107161&f[1]=taxonomy_topic_tid:75521) [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ocp3.md)*
   - **(2021)** [blog.postman.com: Meet Matrix: Postman’s Internal Tool for Working with' Microservices](https://blog.postman.com/matrix-postman-internal-tool-microservices) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./postman.md)*
   - **(2020)** [Cloud-Native Development Survey Details Kubernetes, Serverless Data](https://virtualizationreview.com/articles/2020/05/08/cloud-native-dev-survey.aspx) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
 
@@ -731,40 +731,29 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 7512 resources under Community-Tool
 
-  - **(2026)** [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2026)** [Checkmarx/kics](https://github.com/Checkmarx/kics) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./iac.md)*
-  - **(2026)** [twitch.tv/redhatopenshift](https://www.twitch.tv/redhatopenshift) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [syntasso/kratix](https://github.com/syntasso/kratix) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [github.com/komodorio/validkube](https://github.com/komodorio/validkube) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2026)** [kube-fledged](https://github.com/senthilrch/kube-fledged) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [werf/kubedog](https://github.com/werf/kubedog) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [github.com/sl1pm4t/k2tf: Kubernetes YAML to Terraform HCL converter](https://github.com/sl1pm4t/k2tf) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [github.com/Berops/claudie](https://github.com/Berops/claudie) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [github.com/k8spacket/k8spacket](https://github.com/k8spacket/k8spacket) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [github.com/box/kube-iptables-tailer](https://github.com/box/kube-iptables-tailer) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [github.com/sl1pm4t/k2tf: Kubernetes YAML to Terraform HCL converter](https://github.com/sl1pm4t/k2tf) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [github.com/Berops/claudie](https://github.com/Berops/claudie) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [github.com/komodorio/validkube](https://github.com/komodorio/validkube) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [syntasso/kratix](https://github.com/syntasso/kratix) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [vladimirvivien/ktop](https://github.com/vladimirvivien/ktop) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [kubeinvaders](https://github.com/lucky-sideburn/kubeinvaders) 🌟🌟🌟 [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [Kubeswitch (for operators) 🌟](https://github.com/danielfoehrKn/kubeswitch) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [mlrun](https://github.com/mlrun/mlrun) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [Backstage @Youtube](https://www.youtube.com/channel/UCHBvqSwbfAf5Vx1jrwkG43Q) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [auto-api.dev](https://auto-api.dev) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [high-mobility.com](https://www.high-mobility.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [Smartcar API for BMW](https://smartcar.com/brand/bmw) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [rapidapi.com/collection/car-api](https://rapidapi.com/collection/car-api) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [BMW InnovationLab](https://github.com/BMW-InnovationLab) 🌟🌟🌟 [COMMUNITY-TOOL] [VARIOUS CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [openbankingtracker.com](https://www.openbankingtracker.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [TSB API Developer Portal](https://apis.developer.tsb.co.uk) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [Cecabank API Market](https://apimarket.cecabank.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [Open Insurance](https://openinsurance.io) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [santalucia.es](https://api-market.santalucia.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [Telefonica Thinking Cities](https://thinking-cities.readthedocs.io/en/latest) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [Dash Cheat Sheets](https://kapeli.com/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [github.com/openshift/pipelines-tutorial](https://github.com/openshift/pipelines-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2026)** [SquadcastHub/awesome-sre-tools](https://github.com/SquadcastHub/awesome-sre-tools) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [hahwul/DevSecOps](https://github.com/hahwul/DevSecOps) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [Awesome Cloud Native](https://awesome.jimmysong.io) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [Awesome-GitOps](https://github.com/weaveworks/awesome-gitops) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [akuity/awesome-argo 🌟](https://github.com/akuity/awesome-argo) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [Awesome Agile](https://github.com/lorabv/awesome-agile) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [twitch.tv/redhatopenshift](https://www.twitch.tv/redhatopenshift) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./openshift.md)*
+  - **(2026)** [github.com/rancherfederal/rke2-aws-tf](https://github.com/ranchergovernment/rke2-aws-tf) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)*
   - **(2026)** [opensource.com: Don't love diff? Use Meld instead](https://opensource.com/article/20/3/meld) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
   - **(2026)** [LinuxLinks.com](https://www.linuxlinks.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
   - **(2026)** [muylinux.com](https://www.muylinux.com) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
@@ -781,12 +770,6 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [tecmint.com: vtop – A Linux Process and Memory Activity Monitoring Tool](https://www.tecmint.com/vtop-monitor-linux-process-usage) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
   - **(2026)** [linuxtechlab.com: Search a file in Linux using Find & Locate command](https://linuxtechlab.com/search-a-file-in-linux-using-find-locate-command) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [tecmint.com: 10 Useful Commands to Collect System and Hardware Information in Linux](https://www.tecmint.com/commands-to-collect-system-and-hardware-information-in-linux) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [github.com/openshift/pipelines-tutorial](https://github.com/openshift/pipelines-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2026)** [cncf/tag-security: CNCF Security Technical Advisory Group 🌟](https://github.com/cncf/tag-security) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [github.com/openappsec/openappsec](https://github.com/openappsec/openappsec) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [Lynda.com Linkedin Learning](https://www.linkedin.com/learning/?trk=lynda_redirect_learning) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
-  - **(2026)** [codecademy.com](https://www.codecademy.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
-  - **(2026)** [typing.io: Typing Practice for Programmers](https://typing.io) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
   - **(2026)** [Turbo Console Log](https://marketplace.visualstudio.com/items?itemName=ChakrounAnas.turbo-console-log) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [freecodecamp.org: Increase Your VS Code Productivity](https://www.freecodecamp.org/news/increase-your-vs-code-productivity) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [blog.logrocket.com: Top 10 VS Code extensions for 2021](https://blog.logrocket.com/top-10-vs-code-extensions-2021) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./visual-studio.md)*
@@ -799,38 +782,55 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [dev.to: Top 5 Best Git Extensions For VS Code (You must have)](https://dev.to/thenomadevel/top-5-best-git-extensions-for-vs-code-you-must-have-40b6) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [marketplace.visualstudio.com: CodeSnap](https://marketplace.visualstudio.com/items?itemName=adpyke.codesnap) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [Discord Presence Theme](https://marketplace.visualstudio.com/items?itemName=icrawl.discord-vscode) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [Dash Cheat Sheets](https://kapeli.com/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [Backstage @Youtube](https://www.youtube.com/channel/UCHBvqSwbfAf5Vx1jrwkG43Q) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [auto-api.dev](https://auto-api.dev) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [high-mobility.com](https://www.high-mobility.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [Smartcar API for BMW](https://smartcar.com/brand/bmw) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [rapidapi.com/collection/car-api](https://rapidapi.com/collection/car-api) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [BMW InnovationLab](https://github.com/BMW-InnovationLab) 🌟🌟🌟 [COMMUNITY-TOOL] [VARIOUS CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [openbankingtracker.com](https://www.openbankingtracker.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [TSB API Developer Portal](https://apis.developer.tsb.co.uk) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [Cecabank API Market](https://apimarket.cecabank.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [Open Insurance](https://openinsurance.io) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [santalucia.es](https://api-market.santalucia.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [Telefonica Thinking Cities](https://thinking-cities.readthedocs.io/en/latest) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
   - **(2026)** [github.com/openshift/hive](https://github.com/openshift/hive) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [github.com/rancherfederal/rke2-aws-tf](https://github.com/ranchergovernment/rke2-aws-tf) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2026)** [hidetatz/kubecolor 🌟](https://github.com/hidetatz/kubecolor) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2026)** [howtodoinjava.com/maven](https://howtodoinjava.com/maven) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./maven-gradle.md)*
   - **(2026)** [pepy.tech/project/strimzi-kafka-cli 🌟](https://pepy.tech/projects/strimzi-kafka-cli) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2025)** [ansible-role-jenkins](https://github.com/geerlingguy/ansible-role-jenkins) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [Jenkinsfile Runner](https://github.com/jenkinsci/jenkinsfile-runner) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2026)** [cncf/tag-security: CNCF Security Technical Advisory Group 🌟](https://github.com/cncf/tag-security) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [github.com/openappsec/openappsec](https://github.com/openappsec/openappsec) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [hidetatz/kubecolor 🌟](https://github.com/hidetatz/kubecolor) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2026)** [Lynda.com Linkedin Learning](https://www.linkedin.com/learning/?trk=lynda_redirect_learning) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
+  - **(2026)** [codecademy.com](https://www.codecademy.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
+  - **(2026)** [typing.io: Typing Practice for Programmers](https://typing.io) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
+  - **(2026)** [howtodoinjava.com/maven](https://howtodoinjava.com/maven) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./maven-gradle.md)*
+  - **(2025)** [Awesome CI/CD 🌟](https://github.com/cicdops/awesome-ciandcd) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./cicd.md)*
   - **(2025)** [github.com/alcideio/rbac-tool](https://github.com/alcideio/rbac-tool) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [deepfence/PacketStreamer](https://github.com/deepfence/PacketStreamer) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [Kube-capacity](https://github.com/robscott/kube-capacity/releases) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [kvaps/kubectl-node-shell](https://github.com/kvaps/kubectl-node-shell) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [vesion-checker](https://github.com/jetstack/version-checker) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [github.com/squat/kilo](https://github.com/squat/kilo) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [Awesome CI/CD 🌟](https://github.com/cicdops/awesome-ciandcd) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./cicd.md)*
-  - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./java_app_servers.md)*
-  - **(2025)** [Free Kubernetes 🌟🌟](https://github.com/learnk8s/free-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2025)** [intellipaat.com: Ansible Basic Cheat Sheet](https://intellipaat.com/blog/tutorial/devops-tutorial/ansible-basic-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [github.com/devoriales/kubectl-cheatsheet](https://github.com/devoriales/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [Jenkins-X UpdateBOT](https://github.com/jenkins-x/updatebot) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2025)** [Jenkins Plugin: Bitbucket Push and Pull Request](https://plugins.jenkins.io/bitbucket-push-and-pull-request) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2025)** [iximiuz/cdebug](https://github.com/iximiuz/cdebug) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
   - **(2025)** [github.com/KusionStack/kusion](https://github.com/KusionStack/kusion) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2025)** [github: Nova 🌟](https://github.com/fairwindsops/nova) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2025)** [Codecentric Jenkins 🌟](https://github.com/codecentric/helm-charts) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
+  - **(2025)** [Free Kubernetes 🌟🌟](https://github.com/learnk8s/free-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2025)** [Speculator: Redis Operator](https://github.com/OT-CONTAINER-KIT/redis-operator) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2025)** [Rancher CNI Providers 🌟](https://www.rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./rancher.md)*
+  - **(2025)** [hashicorp/terraform-k8s: Terraform Cloud Operator for Kubernetes](https://github.com/hashicorp/terraform-k8s) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2025)** [tecmint.com 🌟](https://www.tecmint.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
   - **(2025)** [unixmen.com 🌟](https://www.unixmen.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
-  - **(2025)** [hashicorp/terraform-k8s: Terraform Cloud Operator for Kubernetes](https://github.com/hashicorp/terraform-k8s) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2025)** [iximiuz/cdebug](https://github.com/iximiuz/cdebug) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
+  - **(2025)** [ansible-role-jenkins](https://github.com/geerlingguy/ansible-role-jenkins) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [Jenkinsfile Runner](https://github.com/jenkinsci/jenkinsfile-runner) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [Jenkins-X UpdateBOT](https://github.com/jenkins-x/updatebot) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2025)** [Jenkins Plugin: Bitbucket Push and Pull Request](https://plugins.jenkins.io/bitbucket-push-and-pull-request) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2025)** [intellipaat.com: Ansible Basic Cheat Sheet](https://intellipaat.com/blog/tutorial/devops-tutorial/ansible-basic-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2025)** [github.com/devoriales/kubectl-cheatsheet](https://github.com/devoriales/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2025)** [github: Nova 🌟](https://github.com/fairwindsops/nova) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./helm.md)*
+  - **(2025)** [Codecentric Jenkins 🌟](https://github.com/codecentric/helm-charts) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
+  - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2025)** [SQL Police Department](https://sqlpd.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
-  - **(2025)** [Rancher CNI Providers 🌟](https://www.rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./rancher.md)*
-  - **(2024)** [learn.chef.io](https://www.chef.io/training/tutorials) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2024)** [shipwright-io/build: shipwright](https://github.com/shipwright-io/build) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
 
 *... and 7412 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

@@ -842,110 +842,110 @@ Resources indexed by their primary source language or document format.
 ## Legacy {#legacy}
 
 

-Click to view top 100 of 554 resources under Legacy
+Click to view top 100 of 553 resources under Legacy
 
   - **(2026)** [==SMB CSI Driver for Kubernetes==](https://github.com/kubernetes-csi/csi-driver-smb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
   - **(2026)** [==github.com/yandex-cloud: CSI for S3==](https://github.com/yandex-cloud/k8s-csi-s3) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟==](https://github.com/FairwindsOps/pluto) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==testkube.io 🌟==](https://testkube.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./mkdocs.md)*
+  - **(2026)** [==buildkit==](https://docs.docker.com/build) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==github.com/awslabs: Kubernetes Migration Factory User Guide 🌟==](https://github.com/awslabs/aws-kubernetes-migration-factory) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2026)** [==github.com/rebataur/djkube==](https://github.com/rebataur/fskube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==buildkit==](https://docs.docker.com/build) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2026)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./mkdocs.md)*
   - **(2026)** [==sherifabdlnaby/kubephp==](https://github.com/sherifabdlnaby/kubephp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PHP CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==Flag export deprecated in kubernetes 1.14==](https://github.com/kubernetes/kubernetes/pull/73787) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
   - **(2025)** [==tfenv==](https://github.com/tfutils/tfenv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [==github: Weave Net - Weaving Containers into Applications==](https://github.com/weaveworks/weave) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2024)** [==uber/kraken==](https://github.com/uber/kraken) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2024)** [==AWS WAF sample rules==](https://github.com/amazon-archives/aws-waf-sample) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)*
   - **(2024)** [==github.com/Azure/Enterprise-Scale: ALZ AMA Update==](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==github.com/terraform-linters/tflint==](https://github.com/terraform-linters/tflint/releases/tag/v0.51.0) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [==Bridge to Kubernetes 🌟==](https://github.com/microsoft/mindaro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2024)** [==grafana/agent: Grafana Agent==](https://github.com/grafana/agent) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./grafana.md)*
   - **(2024)** [==github.com/VikParuchuri/surya==](https://github.com/datalab-to/surya) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2023)** [==Hierarchical namespaces==](https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2023)** [==KubeCarrier - Service Management at Scale==](https://github.com/kubermatic/kubecarrier) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [==weaveworks/cluster-api-provider-existinginfra==](https://github.com/weaveworks/cluster-api-provider-existinginfra) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2024)** [==grafana/agent: Grafana Agent==](https://github.com/grafana/agent) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./grafana.md)*
+  - **(2024)** [==github: Weave Net - Weaving Containers into Applications==](https://github.com/weaveworks/weave) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2024)** [==github.com/terraform-linters/tflint==](https://github.com/terraform-linters/tflint/releases/tag/v0.51.0) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [==AWS WAF sample rules==](https://github.com/amazon-archives/aws-waf-sample) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)*
+  - **(2024)** [==Bridge to Kubernetes 🌟==](https://github.com/microsoft/mindaro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2024)** [==uber/kraken==](https://github.com/uber/kraken) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2023)** [==vmware-tanzu/octant==](https://github.com/vmware-archive/octant) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
   - **(2023)** [==space-cloud: Develop, Deploy and Secure Serverless Apps on Kubernetes.==](https://github.com/spacecloud-io/space-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2023)** [==Saffire==](https://github.com/FairwindsOps/saffire) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [==github.com/ondat/trousseau==](https://github.com/ondat/trousseau) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
+  - **(2023)** [==KubeCarrier - Service Management at Scale==](https://github.com/kubermatic/kubecarrier) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [==Hierarchical namespaces==](https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2023)** [==IngressMonitorController (Deprecated)==](https://github.com/stakater/IngressMonitorController) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2023)** [==redhat.com: An Architect's guide to APIs: SOAP, REST, GraphQL, and gRPC 🌟==](https://www.redhat.com/en/blog/apis-soap-rest-graphql-grpc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
+  - **(2023)** [==weaveworks/cluster-api-provider-existinginfra==](https://github.com/weaveworks/cluster-api-provider-existinginfra) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
   - **(2023)** [==openshift-applier==](https://github.com/redhat-cop/openshift-applier) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [ANSIBLE CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2023)** [==terraform.io: Creation-Time Provisioners 🌟==](https://developer.hashicorp.com/terraform/language/provisioners) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [==github - fabric8, maven plugin==](https://github.com/fabric8io/fabric8-maven-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
+  - **(2023)** [==github.com/ondat/trousseau==](https://github.com/ondat/trousseau) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
+  - **(2023)** [==redhat.com: An Architect's guide to APIs: SOAP, REST, GraphQL, and gRPC 🌟==](https://www.redhat.com/en/blog/apis-soap-rest-graphql-grpc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
   - **(2022)** [==openpitrix 🌟==](https://github.com/openpitrix/openpitrix) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [==github - using jenkins pipelines with OKD==](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2022)** [==k8s-security-policies==](https://github.com/raspbernetes/k8s-security-policies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2021)** [==DAST operator==](https://github.com/banzaicloud/dast-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==Jenkins pipeline shared library for the project Elastic APM 🌟==](https://github.com/elastic/apm-pipeline-library) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [==sheaf==](https://github.com/bryanl/sheaf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==k8s Spot Rescheduler==](https://github.com/pusher/k8s-spot-rescheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==Kip, the Kubernetes Cloud Instance Provider==](https://github.com/elotl/kip) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==DAST operator==](https://github.com/banzaicloud/dast-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)==](https://github.com/vmware-archive/buildkit-cli-for-kubectl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
-  - **(2021)** [==sheaf==](https://github.com/bryanl/sheaf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==github.com: dnsconfig-injector - Mutating Admission Webhook for dnsconfig' pod injection==](https://github.com/karampok/dnsconfig-injector) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==radondb/radondb-clickhouse-kubernetes==](https://github.com/radondb/radondb-clickhouse-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2021)** [==github: Flux==](https://github.com/fluxcd/flux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./flux.md)*
   - **(2021)** [==github.blog: Token authentication requirements for Git operations==](https://github.blog/security/application-security/token-authentication-requirements-for-git-operations) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” *Go to [Section](./git.md)*
   - **(2021)** [==blog.gitguardian.com: Rewriting your git history, removing files permanently - cheatsheet & guide==](https://blog.gitguardian.com/rewriting-git-history-cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./git.md)*
   - **(2021)** [==github/hub 🌟==](https://github.com/mislav/hub) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2021)** [==radondb/radondb-clickhouse-kubernetes==](https://github.com/radondb/radondb-clickhouse-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [==github: Flux==](https://github.com/fluxcd/flux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./flux.md)*
-  - **(2021)** [==Jenkins pipeline shared library for the project Elastic APM 🌟==](https://github.com/elastic/apm-pipeline-library) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2021)** [==proferosec/log4jScanner==](https://github.com/proferosec/log4jScanner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2021)** [==yahoo/check-log4j==](https://github.com/yahoo/check-log4j) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2021)** [==Maelstromage/Log4jSherlock==](https://github.com/Maelstromage/Log4jSherlock) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2020)** [==Krane 🌟==](https://github.com/appvia/krane) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
+  - **(2020)** [==kubectl-debug==](https://github.com/aylei/kubectl-debug) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
   - **(2020)** [==Simplenetes==](https://github.com/simplenetes-io/simplenetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
   - **(2020)** [==swarmlet/swarmlet: Swarmlet==](https://github.com/swarmlet/swarmlet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2020)** [==Krane 🌟==](https://github.com/appvia/krane) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
   - **(2020)** [==github.com/aws-samples/aws-training-demo==](https://github.com/amazon-archives/aws-training-demo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2020)** [==Jenkins==](https://github.com/helm/charts/tree/master/stable/jenkins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2020)** [==Configure Docker Service To Use Insecure Registry==](https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2020)** [==Sonatype Nexus Community: Nexus Kubernetes OpenShift 🌟==](https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2020)** [==GitHub: Nexus-CLI==](https://github.com/mlabouardy/nexus-cli) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2020)** [==gini/dexter==](https://github.com/gini/dexter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2020)** [==Jenkins==](https://github.com/helm/charts/tree/master/stable/jenkins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2020)** [==kubectl-debug==](https://github.com/aylei/kubectl-debug) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
   - **(2020)** [==Frakti==](https://github.com/kubernetes-retired/frakti) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2018)** [==github.com/cinhtau/sonatype-nexus-waffle==](https://github.com/cinhtau/sonatype-nexus-waffle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2018)** [==github: Steps I used to install Nagios in the cloud==](https://github.com/andrewpuch/nagios_setup) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2018)** [==github.com/cinhtau/sonatype-nexus-waffle==](https://github.com/cinhtau/sonatype-nexus-waffle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2026)** [**kubevirt**](https://github.com/kubevirt/kubevirt) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [**How Virgin Atlantic ships faster with Codex**](https://openai.com/index/virgin-atlantic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments**](https://openai.com/index/dell-codex-enterprise-partnership) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Bors-ng: A merge bot for GitHub Pull Requests**](https://github.com/bors-ng/bors-ng) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [ELIXIR CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [**kalilinuxtutorials.com: Ldsview : Offline search tool for LDAP directory dumps in LDIF format**](https://kalilinuxtutorials.com/ldsview) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**Bors-ng: A merge bot for GitHub Pull Requests**](https://github.com/bors-ng/bors-ng) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [ELIXIR CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [**Red Hat AMQ**](https://www.redhat.com/en/technologies/jboss-middleware/amq) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2025)** [**Copy Artifact**](https://plugins.jenkins.io/copyartifact) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [**doitintl/kube-no-trouble: kubent ⭐⭐⭐**](https://github.com/doitintl/kube-no-trouble) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [**Copy Artifact**](https://plugins.jenkins.io/copyartifact) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [**Helmsman: Helm Charts as Code 🌟**](https://github.com/mkubaczyk/helmsman) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2024)** [**Accessing External Services Using Egress Router**](https://www.redhat.com/en/blog/accessing-external-services-using-egress-router) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./openshift.md)*
-  - **(2024)** [**Declarative Pipeline Migration Assistant 🌟**](https://plugins.jenkins.io/declarative-pipeline-migration-assistant) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2024)** [**postman.com: API versioning**](https://www.postman.com/api-platform/api-versioning) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
   - **(2024)** [**learn.microsoft.com: Classic subscription administrator roles, Azure roles, and Azure AD roles**](https://learn.microsoft.com/en-us/azure/role-based-access-control/rbac-and-directory-admin-roles) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./azure.md)*
   - **(2024)** [**learn.microsoft.com: Application registration permissions for custom roles in Azure Active Directory**](https://learn.microsoft.com/en-us/entra/identity/role-based-access-control/custom-available-permissions) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [**Accessing External Services Using Egress Router**](https://www.redhat.com/en/blog/accessing-external-services-using-egress-router) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./openshift.md)*
   - **(2024)** [**github.com/Azure/terraform-azurerm-caf-enterprise-scale**](https://github.com/Azure/terraform-azurerm-caf-enterprise-scale) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [**Declarative Pipeline Migration Assistant 🌟**](https://plugins.jenkins.io/declarative-pipeline-migration-assistant) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2024)** [**github.com/databrickslabs/ucx: Databricks Labs UCX**](https://github.com/databrickslabs/ucx) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
-  - **(2023)** [**github.com/Shopify/kubeaudit 🌟🌟**](https://github.com/Shopify/kubeaudit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
+  - **(2024)** [**postman.com: API versioning**](https://www.postman.com/api-platform/api-versioning) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
+  - **(2023)** [**infoworld.com: What to do when your devops team is downsized**](https://www.infoworld.com/article/2337651/what-to-do-when-your-devops-team-is-downsized.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2023)** [**devops.com: How to Migrate Existing Infrastructure to Terraform**](https://devops.com/how-to-migrate-existing-infrastructure-to-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [**deloitte.com/de: EMEA Center of Excellence for Application Modernization and Migration**](https://www.deloitte.com/de/de/services/consulting/services/center-of-excellence-application-modernization.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GERMAN CONTENT] β€” *Go to [Section](./introduction.md)*
-  - **(2023)** [**infoworld.com: What to do when your devops team is downsized**](https://www.infoworld.com/article/2337651/what-to-do-when-your-devops-team-is-downsized.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**serverlessguru.com: Enterprise Serverless Adoption 🌟**](https://www.sls.guru/blog/enterprise-serverless-adoption) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./serverless.md)*
-  - **(2022)** [**APIs published, APIs consumed: mainstream enterprises increasingly behave like software vendors**](https://www.zdnet.com/article/apis-published-apis-consumed-mainstream-enterprises-increasingly-behave-like-software-vendors) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./api.md)*
-  - **(2022)** [**devops.com: Web Application Security is not API Security 🌟**](https://devops.com/web-application-security-is-not-api-security) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2022)** [**Migrating CI/CD from Jenkins to Argo Workflows**](https://dev.to/intuitdev/migrating-cicd-from-jenkins-to-argo-1km4) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./argo.md)*
+  - **(2023)** [**github.com/Shopify/kubeaudit 🌟🌟**](https://github.com/Shopify/kubeaudit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
   - **(2022)** [**techcommunity.microsoft.com: CICD in Synapse SQL: How to deliver your database objects across multiple environments**](https://techcommunity.microsoft.com/blog/azuresynapseanalyticsblog/cicd-in-synapse-sql-how-to-deliver-your-database-objects-across-multiple-environ/3267507) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./azure.md)*
+  - **(2022)** [**automationqahub.com: The Ultimate List of Cypress Interview Questions**](https://automationqahub.com/common-cypress-interview-questions) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./interview-questions.md)*
+  - **(2022)** [**docs.microsoft.com: MLflow and Azure Machine Learning**](https://learn.microsoft.com/en-us/azure/machine-learning/concept-mlflow?view=azureml-api-2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2022)** [**Migrating CI/CD from Jenkins to Argo Workflows**](https://dev.to/intuitdev/migrating-cicd-from-jenkins-to-argo-1km4) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./argo.md)*
+  - **(2022)** [****k3OS****](https://github.com/rancher/k3os) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
   - **(2022)** [**nedinthecloud.com: Replacing The Template Cloudinit Config Data Source**](https://nedinthecloud.com/2022/01/18/replacing-the-template_cloudinit_config-data-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [**simform.com: Cloud Migration ebook**](https://www.simform.com/cloud-migration-ebook) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
   - **(2022)** [**cloud.redhat.com: How to Modernize Virtualized Workloads 🌟**](https://www.redhat.com/en/blog/how-to-modernize-virtualized-workloads) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
   - **(2022)** [**howtogeek.com: When Not to Use Docker: Cases Where Containers Don’t Help 🌟**](https://www.howtogeek.com/devops/when-not-to-use-docker-cases-where-containers-dont-help) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
   - **(2022)** [**infoq.com: 9 Ways to Fail at Cloud Native**](https://www.infoq.com/presentations/fail-cloud-native-migration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
-  - **(2022)** [****k3OS****](https://github.com/rancher/k3os) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2022)** [**automationqahub.com: The Ultimate List of Cypress Interview Questions**](https://automationqahub.com/common-cypress-interview-questions) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./interview-questions.md)*
+  - **(2022)** [**How to Evolve from RDBMS to NoSQL + SQL 🌟**](https://www.linkedin.com/pulse/how-evolve-from-rdbms-nosql-sql-jim-scott) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./nosql.md)*
+  - **(2022)** [**serverlessguru.com: Enterprise Serverless Adoption 🌟**](https://www.sls.guru/blog/enterprise-serverless-adoption) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./serverless.md)*
   - **(2022)** [**kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟**](https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2022)** [**docs.microsoft.com: MLflow and Azure Machine Learning**](https://learn.microsoft.com/en-us/azure/machine-learning/concept-mlflow?view=azureml-api-2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2022)** [**APIs published, APIs consumed: mainstream enterprises increasingly behave like software vendors**](https://www.zdnet.com/article/apis-published-apis-consumed-mainstream-enterprises-increasingly-behave-like-software-vendors) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./api.md)*
+  - **(2022)** [**devops.com: Web Application Security is not API Security 🌟**](https://devops.com/web-application-security-is-not-api-security) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
 
-*... and 454 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
+*... and 453 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 

@@ -957,25 +957,25 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 208 resources under Spanish Content
 
-  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2026)** [==Kubernetes Storage - Volumes==](https://nubenetes.com/kubernetes-storage/#kubernetes-volumes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Client Libraries for Kubernetes==](https://nubenetes.com/kubernetes-client-libraries/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Crossplane==](https://nubenetes.com/crossplane/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==IaC Infrastructure as Code==](https://nubenetes.com/iac/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [==Helm==](https://nubenetes.com/helm/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./gitops.md)*
+  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./ocp3.md)*
+  - **(2026)** [==Helm==](https://nubenetes.com/helm/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
   - **(2026)** [==codely.tv==](https://codely.com/en) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./elearning.md)*
   - **(2024)** [==Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration==](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2024)** [==NodeJS Best Practices (Spanish Translation)==](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2024)** [==NodeJS Best Practices (Spanish Translation)==](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./golang.md)*
   - **(2024)** [==genbeta.com: Hace 20 aΓ±os, este correo de Jeff Bezos en Amazon cambiΓ³ para siempre la forma en que programamos apps==](https://www.genbeta.com/desarrollo/hace-22-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./api.md)*
   - **(2023)** [==mariocortes.net: La crisis de seniority==](https://www.mariocortes.net/la-crisis-de-seniority) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [==estrategiadeproducto.com: La espiral de mierda==](https://www.estrategiadeproducto.com/p/evitar-caer-espiral-de-mierda) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2026)** [**BBVA API Market**](https://www.bbvaapimarket.com/es) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [**Keptn**](https://nubenetes.com/keptn/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops-tools.md)*
   - **(2026)** [**DevOps Tools**](https://nubenetes.com/devops-tools/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2026)** [**NoOps**](https://nubenetes.com/noops/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [**Keptn**](https://nubenetes.com/keptn/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops-tools.md)*
-  - **(2024)** [**redhat.com: OpenShift Backup and Recovery with Kasten K10**](https://www.redhat.com/es/blog) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2024)** [**xataka.com: El Excel se ha usado en la FΓ³rmula 1 hasta que se han dado cuenta que no es la mejor forma de controlar las 20.000 piezas del coche**](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
+  - **(2026)** [**BBVA API Market**](https://www.bbvaapimarket.com/es) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2024)** [**xataka.com: El Excel se ha usado en la FΓ³rmula 1 hasta que se han dado cuenta que no es la mejor forma de controlar las 20.000 piezas del coche**](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2024)** [**redhat.com: OpenShift Backup and Recovery with Kasten K10**](https://www.redhat.com/es/blog) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2023)** [**genbeta.com: Un ex-CEO, sobre el origen de tener gente que ni hace falta en las empresas: β€œContratas a alguien, y lo primero que hace es contratar"**](https://www.genbeta.com/actualidad/ex-ceo-origen-tener-gente-que-hace-falta-empresas-contratas-a-alguien-primero-que-hace-contratar-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2023)** [**businessinsider.es: Avanzar en la carrera profesional y conseguir ascensos dentro de la empresa serΓ‘ mucho mΓ‘s difΓ­cil para las personas que teletrabajan, segΓΊn el CEO de IBM**](https://www.businessinsider.es/desarrollo-profesional/teletrabajar-perjudica-carrera-profesional-posibles-ascensos-1240782) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [**lavanguardia.com: La delgada lΓ­nea roja del liderazgo: de la cercanΓ­a al compadreo**](https://www.lavanguardia.com/economia/20220223/8075492/liderazgo-empresa-jefes-empleados-cercania-decisiones.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
@@ -985,49 +985,49 @@ Resources indexed by their primary source language or document format.
   - **(2022)** [**magnet.xataka.com: Esclavos de la improductividad: el 70% de las reuniones impiden que los empleados hagan su trabajo**](https://www.xataka.com/magnet/esclavos-improductividad-70-reuniones-impiden-que-empleados-hagan-su-trabajo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [**genbeta.com: Las reuniones laborales por videollamada nos agotan: esto es lo que pasa si se eliminan y cambian por chats**](https://www.genbeta.com/actualidad/reuniones-trabajo-nos-agotan-videollamada-se-sabe-que-pasa-se-eliminan-usamos-chats) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [**estrategiadeproducto.com: La segunda mayor mentira sobre Product Management**](https://www.estrategiadeproducto.com/p/segunda-mayor-mentira-product-management) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
+  - **(2021)** [**scrum.org: Posturas del Product Owner**](https://www.scrum.org/resources/blog/posturas-del-product-owner) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2021)** [**AWS Network Firewall – Nuevo Servicio Gestionado de Firewall para VPC**](https://aws.amazon.com/es/blogs/aws-spanish/aws-network-firewall-nuevo-servicio-gestionado-de-firewall-para-vpc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./aws-newfeatures.md)*
   - **(2021)** [**xataka.com: Hasta AWS se pasa al low-code: Workflow Studio es su primera herramienta de desarrollo de bajo cΓ³digo**](https://www.xataka.com/pro/aws-se-pasa-al-low-code-workflow-studio-su-primera-herramienta-desarrollo-codigo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./aws-newfeatures.md)*
-  - **(2021)** [**scrum.org: Posturas del Product Owner**](https://www.scrum.org/resources/blog/posturas-del-product-owner) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2020)** [**scrum.org: Scrum no es una metodologΓ­a, es un marco de trabajo**](https://www.scrum.org/resources/blog/scrum-no-es-una-metodologia-es-un-marco-de-trabajo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2026)** [Cecabank API Market](https://apimarket.cecabank.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [santalucia.es](https://api-market.santalucia.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
   - **(2026)** [muylinux.com](https://www.muylinux.com) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2026)** [linuxadictos.com](https://www.linuxadictos.com) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2026)** [systemadmin.es](https://systemadmin.es) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./java_app_servers.md)*
-  - **(2024)** [cronicaglobal.elespanol.com: Roberto Ardon (Incepto): "A la IA no se le pueden pedir imposibles"](https://cronicaglobal.elespanol.com/vida/20240604/roberto-ardon-incepto-ia-pueden-pedir-imposibles/860164103_0.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
+  - **(2026)** [Cecabank API Market](https://apimarket.cecabank.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [santalucia.es](https://api-market.santalucia.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [hipertextual.com: AsΓ­ es Devin, la inteligencia artificial que programa software de principio a fin](https://hipertextual.com/tecnologia/devin-inteligencia-artificial-programa-software) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./devel-sites.md)*
+  - **(2024)** [cronicaglobal.elespanol.com: Roberto Ardon (Incepto): "A la IA no se le pueden pedir imposibles"](https://cronicaglobal.elespanol.com/vida/20240604/roberto-ardon-incepto-ia-pueden-pedir-imposibles/860164103_0.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
+  - **(2023)** [computing.es: Retos del outsourcing de servicios IT en EspaΓ±a](https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-espana) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
   - **(2023)** [xataka.com: El auge del coche elΓ©ctrico y autΓ³nomo se ha topado con otra barrera: el software. Volkswagen lo sabe bien](https://www.xataka.com/movilidad/auge-coche-electrico-autonomo-se-ha-topado-otra-barrera-software-volkswagen-sabe-bien) 🌟🌟🌟 [LEGACY] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
   - **(2023)** [hibridosyelectricos.com: Tesla recurre a China para aumentar la calidad de fabricaciΓ³n de sus coches elΓ©ctricos](https://www.hibridosyelectricos.com/coches/tesla-recurre-china-calidad-fabricacion-coches-electricos_66230_102.html) 🌟🌟🌟 [LEGACY] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
   - **(2023)** [valenciaplaza.com: El IIS La Fe liderarΓ‘ la direcciΓ³n cientΓ­fica del Nodo Central del Atlas de ImΓ‘genes en CΓ‘ncer](https://valenciaplaza.com/iis-fe-liderara-direccion-cientifica-nodo-central-atlas-imagenes-cancer) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
-  - **(2023)** [computing.es: Retos del outsourcing de servicios IT en EspaΓ±a](https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-espana) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
-  - **(2022)** [aprenderbigdata.com: Databricks: IntroducciΓ³n a Spark en la nube](https://aprenderbigdata.com/databricks) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
   - **(2022)** [cronista.com: CΓ³mo identificar a un mal jefe y quΓ© errores no pueden cometer hoy los lΓ­deres](https://www.cronista.com/apertura/empresas/como-identificar-a-un-mal-jefe-y-que-errores-no-pueden-cometer-hoy-los-lideres) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [elconfidencial.com: La mejor forma de decirle a tu jefe que estΓ‘s hasta arriba y no puedes mΓ‘s con tanto trabajo](https://www.elconfidencial.com/alma-corazon-vida/2022-02-14/jefe-trabajo-empleo-quemado-no-puedes_3372444) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [rockcontent.com: Conoce los principales tipos de consultorΓ­a en las que tu negocio puede invertir para explotar su potencial](https://analoghq.ai/blog/es/tipos-de-consultoria) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [okdiario.com: TelefΓ³nica y Santander despiden a 467 empleados en 2021 por denuncias de compaΓ±eros](https://okdiario.com/economia/telefonica-santander-despiden-467-empleados-2021-denuncias-companeros-8655690) 🌟🌟🌟 [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
+  - **(2022)** [aprenderbigdata.com: Databricks: IntroducciΓ³n a Spark en la nube](https://aprenderbigdata.com/databricks) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
   - **(2021)** [returngis.net: Acceder a un App Service con Private Endpoint desde otra Vnet](https://www.returngis.net/2021/08/acceder-a-un-app-service-con-private-endpoint-desde-otra-vnet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [xataka.com: La deuda tΓ©cnica, un lastre para las tecnolΓ³gicas: un estudio seΓ±ala que los informΓ‘ticos pierden casi un dΓ­a de trabajo a la semana para solventarlas](https://www.xataka.com/pro/deuda-tecnica-lastre-para-tecnologicas-estudio-senala-que-informaticos-pierden-casi-dia-trabajo-a-semana-para-solventarlas) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
-  - **(2021)** [enter.co: Estos son los 10 lenguajes de programaciΓ³n mΓ‘s populares en 2021](https://www.enter.co/especiales/dev/herramientas-dev/estos-son-los-10-lenguajes-de-programacion-mas-populares-en-2021) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
   - **(2021)** [openwebinars.net: 13 Errores que cometes como Manager](https://openwebinars.net/blog/13-errores-que-cometes-como-manager) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2021)** [elfinanciero.com.mx: Tu jefe no siempre tiene la razΓ³n: ΒΏde quΓ© manera puedes contradecirlo?](https://www.elfinanciero.com.mx/empresas/2021/07/06/tu-jefe-no-siempre-tiene-la-razon-de-que-manera-puedes-contradecirlo) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2021)** [entrepreneur.com: ΒΏCΓ³mo manejar un equipo que trabaja desde sus casas?](https://spanish.entrepreneur.com) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2021)** [pymesyautonomos.com: ΒΏEstΓ‘ trabajando el empleado realmente desde su casa?](https://www.pymesyautonomos.com/management/esta-trabajando-empleado-realmente-su-casa) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2021)** [blog.trello.com: Consejos para manejar distintos conflictos en un equipo de trabajo](https://blog.trello.com/es/conflictos-en-el-trabajo) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2020)** [xataka.com: IBM se multiplica: la IBM de siempre mantiene el foco en la nube, pero crea una nueva empresa para los servicios de red gestionados 🌟](https://www.xataka.com/pro/ibm-se-parte-dos-109-anos-despues-nube-da-dinero-que-se-creara-empresa-centrada-ella) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ibm_cloud.md)*
-  - **(2020)** [You Bet That APIs Power DevOps Tools](https://seguridad-informacion.blogspot.com/2020/07/you-bet-that-apis-power-devops-tools.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2021)** [xataka.com: La deuda tΓ©cnica, un lastre para las tecnolΓ³gicas: un estudio seΓ±ala que los informΓ‘ticos pierden casi un dΓ­a de trabajo a la semana para solventarlas](https://www.xataka.com/pro/deuda-tecnica-lastre-para-tecnologicas-estudio-senala-que-informaticos-pierden-casi-dia-trabajo-a-semana-para-solventarlas) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
+  - **(2021)** [enter.co: Estos son los 10 lenguajes de programaciΓ³n mΓ‘s populares en 2021](https://www.enter.co/especiales/dev/herramientas-dev/estos-son-los-10-lenguajes-de-programacion-mas-populares-en-2021) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
   - **(2020)** [cloud.google.com: Crea una canalizaciΓ³n de CI/CD con Azure Pipelines y Compute Engine](https://docs.cloud.google.com/dotnet/docs/creating-cicd-pipeline-vsts-compute-engine) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2020)** [github.com/paliimx: Data Structures and Algorithms implementation in Go](https://github.com/ua-nick/Data-Structures-and-Algorithms) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [LEGACY] [ES CONTENT] β€” *Go to [Section](./golang.md)*
   - **(2020)** [ituser.es: Las principales habilidades que un arquitecto cloud necesita para triunfar](https://www.ituser.es/opinion/2020/07/las-principales-habilidades-que-un-arquitecto-cloud-necesita-para-triunfar) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
   - **(2020)** [lavanguardia.com: Por quΓ© la transformaciΓ³n digital es mentira 🌟](https://www.lavanguardia.com/economia/20201014/484036217179/transformacion-digital-empresas-foncillas-pf-video-seo-lv.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
+  - **(2020)** [You Bet That APIs Power DevOps Tools](https://seguridad-informacion.blogspot.com/2020/07/you-bet-that-apis-power-devops-tools.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2020)** [xataka.com: IBM se multiplica: la IBM de siempre mantiene el foco en la nube, pero crea una nueva empresa para los servicios de red gestionados 🌟](https://www.xataka.com/pro/ibm-se-parte-dos-109-anos-despues-nube-da-dinero-que-se-creara-empresa-centrada-ella) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ibm_cloud.md)*
   - **(2016)** [bbc.com: Por quΓ© en JapΓ³n los jefes NO felicitan a sus empleados cuando hacen bien su trabajo](https://www.bbc.com/mundo/vert-cap-37270163) 🌟🌟🌟 [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [hays.es: β€˜La Gran Renuncia’: ΒΏpor quΓ© tantos profesionales se estΓ‘n planteando dejar su trabajo?](https://www.hays.es) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
   - **(2022)** [elconfidencial.com: La batalla entre Google y Meta que nadie esperaba: revolucionar la biologΓ­a 🌟](https://www.elconfidencial.com/tecnologia/ciencia/2022-11-18/carrera-google-meta-revolucionar-biologia_3520865) 🌟🌟 [EMERGING] [SPANISH CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2021)** [genbeta.com: El software de los coches de Mercedes contiene cΓ³digo abierto y en vez de distribuirlo en GitHub usan un CD](https://www.genbeta.com/desarrollo/software-coches-mercedes-contiene-codigo-abierto-vez-distribuirlo-github-usan-cd) 🌟🌟 [LEGACY] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
+  - **(2022)** [hays.es: β€˜La Gran Renuncia’: ΒΏpor quΓ© tantos profesionales se estΓ‘n planteando dejar su trabajo?](https://www.hays.es) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
   - **(2021)** [genbeta.com: Red Hat Enterprise Linux lanza una versiΓ³n a bajo costo para llegar a mΓ‘s pΓΊblico de sectores de investigaciΓ³n y acadΓ©mico](https://www.genbeta.com/actualidad/red-hat-enterprise-linux-lanza-version-a-costo-para-llegar-a-publico-sectores-investigacion-academico) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [TΓΊneles SSH](https://atareao.es/ubuntu/tuneles-ssh) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2020)** [elmanytas.es: Kubernetes para impostores III](https://elmanytas.es/?q=node/358) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [genbeta.com: El software de los coches de Mercedes contiene cΓ³digo abierto y en vez de distribuirlo en GitHub usan un CD](https://www.genbeta.com/desarrollo/software-coches-mercedes-contiene-codigo-abierto-vez-distribuirlo-github-usan-cd) 🌟🌟 [LEGACY] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
   - **(2020)** [aws.amazon.com: Automating safe, hands-off deployments 🌟🌟](https://aws.amazon.com/es/builders-library/automating-safe-hands-off-deployments) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./cicd.md)*
+  - **(2020)** [elmanytas.es: Kubernetes para impostores III](https://elmanytas.es/?q=node/358) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2020)** [viewnext.com: Front End vs Back End (spanish)](https://www.viewnext.com/front-end-vs-back-end) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
   - **(2018)** [genbeta.com: Plastic SCM Mergebot: automatizando tu pipeline de desarrollo](https://www.genbeta.com/desarrollo/plastic-scm-mergebot-automatizando-tu-pipeline-desarrollo) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [elconfidencial.com: Olvida RRHH, ahora es el Departamento de DiversiΓ³n: la infantilizaciΓ³n del paΓ­s de las 6.000 'startups'](https://www.elconfidencial.com/mundo/2023-03-10/milenializacion-mercado-laboral-israeli-startups_3551800) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./hr.md)*
@@ -1042,21 +1042,21 @@ Resources indexed by their primary source language or document format.
   - **(2025)** [redhat.com: El concepto de DevOps](https://www.redhat.com/es/topics/devops) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2024)** [xataka.com: Microsoft no quiere poner todos los huevos en la misma cesta: anuncia una asociaciΓ³n con Mistral AI, la OpenAI de Europa](https://www.xataka.com/robotica-e-ia/microsoft-no-quiere-poner-todos-huevos-cesta-anuncia-asociacion-mistral-ai-openai-europa) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
   - **(2024)** [Machine Learning Crash Course](https://developers.google.com/machine-learning/crash-course?hl=es-419) [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2024)** [Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous Free Tier](https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
   - **(2024)** [muycomputerpro.com: IngenierΓ­a de plataformas de DevOps: la nueva generaciΓ³n de DevOps](https://www.muycomputerpro.com/2024/01/12/ingenieria-de-plataformas-de-devops-la-nueva-generacion-de-devops) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2024)** [Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous Free Tier](https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./chatgpt.md)*
   - **(2024)** [cope.es: El ejemplo de 'la moneda' con el que entender cΓ³mo funciona un ordenador cuΓ‘ntico: "SerΓ‘ una revoluciΓ³n"](https://www.cope.es/programas/la-linterna/noticias/ejemplo-moneda-con-que-entender-como-funciona-ordenador-cuantico-una-revolucion-20240407_3232557) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
   - **(2023)** [AWS Cloud Practitioner - Curso Completo 2023](https://www.youtube.com/watch?v=zQyrhjEAqLs) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./cloud-asset-inventory.md)*
-  - **(2023)** [Kubernetes: Un tour por los comandos bΓ‘sicos](https://www.youtube.com/shorts/VP4JoijL_TY?si=dBGfs6sn1ryzPcYT) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [sincrogo.com: Teletrabajo desde EspaΓ±a para el extranjero: ΒΏdΓ³nde hay que tributar?](https://sincro.es/blog/actualidad-fiscal-contable/teletrabajo-desde-espana-para-el-extranjero-donde-hay-que-tributar) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./remote-tech-jobs.md)*
-  - **(2023)** [chakray.com: Por quΓ© API LIFECYCLE MANAGEMENT es imprescindible para la organizaciΓ³n de APIs](https://chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-organizacion) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2023)** [chakray.com: 11 Pasos para lograr una estrategia API Management exitosa](https://chakray.com/es/11-pasos-lograr-estrategia-api-management-exitosa) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2023)** [computerhoy.com: GitHub Copilot X: asΓ­ es la nueva IA parecida a ChatGPT y destinada a ayudar a programadores](https://computerhoy.20minutos.es) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [xataka.com: https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos](https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
+  - **(2023)** [aws.amazon.com: ExΓ‘menes prΓ‘cticos gratuitos y 100% en espaΓ±ol para que obtenga su certificaciΓ³n](https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2023)** [businessinsider.es: Los ingenieros de software estΓ‘n aterrorizados ante la posibilidad de ser sustituidos por la IA](https://www.businessinsider.es/tecnologia/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
   - **(2023)** [forbesargentina.com: Por quΓ© Nvidia, Google y Microsoft apuestan miles de millones en modelos LLM de IA Generativa para biotecnologΓ­a](https://www.forbesargentina.com/innovacion/por-nvidia-google-microsoft-apuestan-miles-millones-modelos-llm-ia-generativa-biotecnologia-n49278) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [xataka.com: Copilot ya escribe el 40% del cΓ³digo de lenguajes como Java o Python que llega a GitHub. En cinco aΓ±os llegarΓ‘ al 80%](https://www.xataka.com/aplicaciones/copilot-escribe-40-codigo-lenguajes-como-java-python-que-llega-a-github-cinco-anos-llegara-al-80) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2023)** [computerhoy.com: GitHub Copilot X: asΓ­ es la nueva IA parecida a ChatGPT y destinada a ayudar a programadores](https://computerhoy.20minutos.es) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
+  - **(2023)** [xataka.com: https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos](https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
+  - **(2023)** [Kubernetes: Un tour por los comandos bΓ‘sicos](https://www.youtube.com/shorts/VP4JoijL_TY?si=dBGfs6sn1ryzPcYT) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2023)** [returngis.net: Monitorizar aplicaciΓ³n Java con Spring Boot con Azure Application Insights](https://www.returngis.net/2023/04/monitorizar-aplicacion-java-con-spring-boot-con-azure-application-insights) [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2023)** [returngis.net: Invitar a usuarios externos a un tenant de Azure AD a travΓ©s de Microsoft Graph y Azure CLI](https://www.returngis.net/2023/04/invitar-a-usuarios-externos-a-un-tenant-de-azure-ad-a-traves-de-microsoft-graph-y-azure-cli) [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2023)** [blog.hubspot.es: Matriz RACI: quΓ© es y cΓ³mo utilizarla para asignar responsabilidades](https://blog.hubspot.es/marketing/matriz-raci) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
+  - **(2023)** [blog.hubspot.es: MVP: 3 pasos para desarrollar un Producto mΓ­nimo viable](https://blog.hubspot.es/sales/producto-minimo-viable) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2023)** [abc.es: Ingenieros DevOps, la pieza clave del engranaje digital de las empresas 🌟](https://www.abc.es/economia/ingenieros-devops-pieza-clave-engranaje-digital-empresas-20230212000148-nt.html) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./chatgpt.md)*
 
 *... and 108 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

@@ -1116,18 +1116,18 @@ Resources indexed by their primary source language or document format.
   - **(2024)** [cBamboo vs Jenkins: Showdown Of CI/CD Tools](https://www.testmuai.com/blog/bamboo-vs-jenkins-showdown-of-ci-cd-tools) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2024)** [lambdatest.com: CircleCI Vs. GitLab: Choosing The Right CI/CD Tool](https://www.testmuai.com/blog/circleci-vs-gitlab) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2024)** [lambdatest.com: Jenkins vs Travis vs Bamboo vs TeamCity: Clash Of The Titans](https://www.testmuai.com/blog/jenkins-vs-travis-vs-bamboo-vs-teamcity) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2022)** [codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD](https://octopus.com/devops/gitops) [COMMUNITY-TOOL] [GUIDE] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
   - **(2022)** [acloudguru.com: Azure DevOps vs GitHub: Comparing Microsoft’s DevOps Tools 🌟](https://www.pluralsight.com/resources/blog/cloud/azure-devops-vs-github-comparing-microsofts-devops-twins) [GUIDE] [LEGACY] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2022)** [codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD](https://octopus.com/devops/gitops) [COMMUNITY-TOOL] [GUIDE] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
   - **(2021)** [Amazon Elastic File System triples read throughput](https://aws.amazon.com/about-aws/whats-new/2021/01/amazon-elastic-file-system-triples-read-throughput) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./aws-storage.md)*
   - **(2021)** [Building an active-active, latency-based application across multiple Regions 🌟](https://aws.amazon.com/blogs/storage/building-an-active-active-latency-based-application-across-multiple-regions) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./aws-storage.md)*
   - **(2021)** [infoq.com: AWS Transfer Family Introduces Support for EFS](https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./aws-storage.md)*
+  - **(2021)** [inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native CI/CD](https://www.inovex.de/de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2021)** [enterprisersproject.com: Remote work: 10 tips to be a better virtual collaborator](https://enterprisersproject.com/article/2021/2/remote-work-virtual-collaboration-best-practices) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
   - **(2021)** [infoq.com: How to Work Asynchronously as a Remote-First SRE](https://www.infoq.com/news/2021/12/remote-first-sre) [CASE STUDY] [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
   - **(2021)** [Summarising Top 10 API Testing Tools](https://miro.com/app/board/o9J_kqwfjqs=) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
   - **(2021)** [Crossplane: A Kubernetes Control Plane to Roll Your Own PaaS](https://thenewstack.io/crossplane-a-kubernetes-control-plane-to-roll-your-own-paas) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
   - **(2021)** [symphony.is: Crossplane - The New Kid in Town](https://symphony.is/blog/crossplane---the-new-kid-in-town-) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
   - **(2021)** [Presentation: YAML your cloud](https://docs.google.com/presentation/d/1IZXCiQl_NUawHMvKJANCG2_LIBZseUpY-XyPjlghj9E/edit) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
-  - **(2021)** [inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native CI/CD](https://www.inovex.de/de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2020)** [forbes.com: 5 Essential Coronavirus Work From Home Tech Tips](https://www.forbes.com/sites/tjmccue/2020/03/13/5-essential-coronavirus-work-from-home-tech-tips) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
   - **(2019)** [Crossplane, a Universal Control Plane API for Cloud Computing](https://www.infoq.com/news/2019/01/upbound-crossplane) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
   - **(2016)** [EFS Elastic File System](https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-production-ready-in-three-regions) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./aws-storage.md)*
@@ -1231,7 +1231,7 @@ Resources indexed by their primary source language or document format.
   - **(2023)** [==kubectl-node-restart 🌟==](https://github.com/MnrGreg/kubectl-node-restart) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [==Kubectl SSH Proxy 🌟==](https://github.com/little-angry-clouds/kubectl-ssh-proxy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2020)** [==swarmlet/swarmlet: Swarmlet==](https://github.com/swarmlet/swarmlet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2015)** [==Bash Pitfalls 🌟==](https://mywiki.wooledge.org/BashPitfalls) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2015)** [==Bash Pitfalls 🌟==](https://mywiki.wooledge.org/BashPitfalls) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2025)** [**git-secret.io**](https://git-secret.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [BASH CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2022)** [**smallstep.com: How to Handle Secrets on the Command Line 🌟**](https://smallstep.com/blog/command-line-secrets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [BASH CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2022)** [**developers.redhat.com: Protect secrets in Git with the clean/smudge filter**](https://developers.redhat.com/articles/2022/02/02/protect-secrets-git-cleansmudge-filter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./devsecops.md)*
@@ -1261,10 +1261,6 @@ Resources indexed by their primary source language or document format.
   - **(2023)** [devopscube.com: How to Automate EBS Snapshot Creation, Retention and Deletion](https://devopscube.com/automate-ebs-snapshot-creation-deletion) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./aws-storage.md)*
   - **(2023)** [virtualizationhowto.com: Kubernetes Best Kubernetes Management Tools in' 2023](https://www.virtualizationhowto.com/2023/08/best-kubernetes-management-tools-in-2023) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2023)** [coruzant.com/appdev: Kubernetes Management: Tools and Best Practices](https://coruzant.com/appdev/kubernetes-management-tools-and-best-practices) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [developers.redhat.com: Advanced Linux commands cheat sheet for developers](https://developers.redhat.com/cheat-sheets/advanced-linux-commands) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [developers.redhat.com: Bash Shell Scripting Cheat Sheet](https://developers.redhat.com/cheat-sheets/bash-shell-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [igoroseledko.com: AWS CLI Cheat Sheet](https://www.igoroseledko.com/aws-cli-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [iximiuz.com: Container Networking Is Simple! 🌟](https://labs.iximiuz.com/tutorials/container-networking-from-scratch) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./networking.md)*
   - **(2023)** [learn.microsoft.com: Connect with RDP to Azure Kubernetes Service (AKS) cluster Windows Server nodes for maintenance or troubleshooting](https://learn.microsoft.com/en-us/azure/aks/rdp) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2023)** [returngis.net: Desplegar AGIC en AKS utilizando workload identity](https://www.returngis.net/2023/05/desplegar-agic-en-aks-utilizando-workload-identity) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2023)** [returngis.net: Exponer APIs en AKS a travΓ©s de Azure API Management](https://www.returngis.net/2023/05/exponer-apis-en-aks-a-traves-de-azure-api-management) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
@@ -1273,12 +1269,14 @@ Resources indexed by their primary source language or document format.
   - **(2023)** [build5nines.com: Terraform: Remove Resource from State File (.tfstate)](https://build5nines.com/terraform-remove-resource-from-state-file-tfstate) [GUIDE] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** ["Have you used the taint command in Terraform yet?"](https://www.youtube.com/watch?v=v_T1fuYGjV0&ab_channel=NedintheCloud) [GUIDE] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [learn.hashicorp.com: Manage Private Environments with Terraform Cloud Agents](https://developer.hashicorp.com/terraform/tutorials/cloud/cloud-agents) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [developers.redhat.com: Advanced Linux commands cheat sheet for developers](https://developers.redhat.com/cheat-sheets/advanced-linux-commands) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2023)** [developers.redhat.com: Bash Shell Scripting Cheat Sheet](https://developers.redhat.com/cheat-sheets/bash-shell-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2023)** [igoroseledko.com: AWS CLI Cheat Sheet](https://www.igoroseledko.com/aws-cli-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2023)** [iximiuz.com: Container Networking Is Simple! 🌟](https://labs.iximiuz.com/tutorials/container-networking-from-scratch) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./networking.md)*
   - **(2022)** [A step-by-step guide to synchronize data between Amazon S3 buckets](https://aws.amazon.com/blogs/storage/a-step-by-step-guide-to-synchronize-data-between-amazon-s3-buckets) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./aws-storage.md)*
-  - **(2022)** [rcarrata.github.io: Regenerating Kubeconfig for system:admin user in OpenShift clusters](https://rcarrata.github.io/openshift/regenerate-kubeconfig) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [cyberithub.com: 70+ Important Kubernetes Related Tools You Should Know About](https://www.cyberithub.com/70-important-kubernetes-related-tools-you-should-know-about) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [opensource.com: 5 open source tools for developing on the cloud](https://opensource.com/article/22/4/open-source-tools-developing-cloud) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [opensource.com: Linux logrotate cheat sheet](https://opensource.com/downloads/logrotate-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2022)** [opensource.com: Watch command cheat sheet](https://opensource.com/downloads/watch-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2022)** [rcarrata.github.io: Regenerating Kubeconfig for system:admin user in OpenShift clusters](https://rcarrata.github.io/openshift/regenerate-kubeconfig) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [docs.microsoft.com: Start and stop an Azure Kubernetes Service (AKS) node pool 🌟](https://learn.microsoft.com/en-us/azure/aks/start-stop-nodepools) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [community.ops.io: One day I woke up to a crashed AKS cluster and this is what I did to get it back to life](https://community.ops.io/javi_labs/one-day-wake-up-to-a-crashed-aks-cluster-and-this-is-what-i-did-to-get-it-back-to-life-1592) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [pixelrobots.co.uk: Bring your own Container Network Interface (CNI) plugin with Azure Kubernetes Service (AKS) (PREVIEW)](https://pixelrobots.co.uk/2022/04/bring-your-own-container-network-interface-cni-plugin-with-azure-kubernetes-service-aks-preview) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
@@ -1286,6 +1284,7 @@ Resources indexed by their primary source language or document format.
   - **(2022)** [dev.to: Moving Azure Functions from AKS to Container Apps](https://dev.to/christle/moving-azure-functions-from-aks-to-container-apps-k60) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [blog.baeke.info: AKS Workload Identity Revisited](https://baeke.info/2022/11/24/aks-workload-identity-revisited) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [blog.baeke.info: Trying out Draft 2 on AKS](https://baeke.info/2022/06/02/trying-out-draft-2-on-aks) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [middlewareinventory.com: Terraform import All AWS Security Groups – How to 🌟](https://www.middlewareinventory.com/blog/terraform-import-securitygroup-aws) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [redhat.com: Linux troubleshooting commands: 4 tools for DNS name resolution problems](https://www.redhat.com/en/blog/DNS-name-resolution-troubleshooting-tools) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2022)** [dev.to: 50 Linux Commands every developer NEED to know with example](https://dev.to/kanani_nirav/50-linux-commands-every-developer-need-to-know-with-example-mc) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2022)** [digitalocean.com: How To Use Journalctl to View and Manipulate Systemd Logs 🌟](https://www.digitalocean.com/community/tutorials/how-to-use-journalctl-to-view-and-manipulate-systemd-logs) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
@@ -1294,13 +1293,12 @@ Resources indexed by their primary source language or document format.
   - **(2022)** [redhat.com: Bash scripting: How to read data from text files](https://www.redhat.com/en/blog/data-text-files) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2022)** [datafix.com.au: BASHing data - Data ops on the Linux command line 🌟](https://datafix.com.au/BASHing) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2022)** [redhat.com: How to customize VM and cloud images with guestfish](https://www.redhat.com/en/blog/customize-vm-cloud-images-guestfish) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [middlewareinventory.com: Terraform import All AWS Security Groups – How to 🌟](https://www.middlewareinventory.com/blog/terraform-import-securitygroup-aws) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2022)** [opensource.com: Linux logrotate cheat sheet](https://opensource.com/downloads/logrotate-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2022)** [opensource.com: Watch command cheat sheet](https://opensource.com/downloads/watch-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2021)** [dev.to: Adding an EBS volume to a running AWS EC2 Instance](https://dev.to/aws-builders/adding-an-ebs-volume-to-a-running-aws-ec2-instance-311l) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./aws-storage.md)*
-  - **(2021)** [kruyt.org: Migrate from Docker to Containerd in Kubernetes](https://kruyt.org/migrate-docker-containerd-kubernetes) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [collabnix.com: Top 10 Kubernetes Tools You Need for 2021 – Part 1](https://collabnix.com/top-10-kubernetes-tools-you-need-for-2021) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [youtube: 10 Must-Have Kubernetes Tools | DevOps Toolkit](https://www.youtube.com/watch?v=CB79eTFbR0w&feature=youtu.be&ab_channel=DevOpsToolkit) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [lambdatest.com: How To Use GitLab CI To Run Tests Locally? 🌟](https://www.testmuai.com/blog/use-gitlab-ci-to-run-test-locally) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2021)** [pythonspeed.com: Building Docker images on GitLab CI: Docker-in-Docker and Podman 🌟](https://pythonspeed.com/articles/gitlab-build-docker-image) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2021)** [kruyt.org: Migrate from Docker to Containerd in Kubernetes](https://kruyt.org/migrate-docker-containerd-kubernetes) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [howtoforge.com: How to Create a Kubernetes Cluster with AWS CLI](https://www.howtoforge.com/how-to-create-a-kubernetes-cluster-with-the-aws-cli) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2021)** [thenewstack.io: Turbocharging AKS Networking with Calico eBPF](https://thenewstack.io/turbocharging-aks-networking-with-calico-ebpf) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2021)** [adamtheautomator.com: Getting Started with the Azure Kubernetes Service (AKS)](https://adamtheautomator.com/azure-kubernetes-service) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
@@ -1317,14 +1315,16 @@ Resources indexed by their primary source language or document format.
   - **(2021)** [redhat.com: 20 one-line Linux commands to add to your toolbox](https://www.redhat.com/en/blog/one-line-linux-commands) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [linuxshelltips.com: How to Kill Running Linux Process on Particular Port](https://www.linuxshelltips.com/kill-linux-process-with-port) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [tecmint.com: How to Kill Linux Process Using Kill, Pkill and Killall](https://www.tecmint.com/how-to-kill-a-process-in-linux) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2021)** [opensource.com: 4 Linux tools to erase your data](https://opensource.com/article/21/10/linux-tools-erase-data) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [linuxteck.com: 13 Top command in Linux (Monitor Linux Server Processes) 🌟](https://www.linuxteck.com/13-top-command-in-linux) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [makeuseof.com: The 6 Best Command Line Tools to Monitor Linux Performance in the Terminal](https://www.makeuseof.com/best-cli-tools-to-monitor-linux-performance-terminal) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [redhat.com: 3 basic Linux group management commands every sysadmin should know](https://www.redhat.com/en/blog/linux-commands-manage-groups) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [opensource.com: Linux tips for using cron to schedule tasks](https://opensource.com/article/21/11/cron-linux) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [opensource.com: 4 Linux tools to erase your data](https://opensource.com/article/21/10/linux-tools-erase-data) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2020)** [digitalocean.com: How To Speed Up Static Web Pages with Varnish Cache Server on Ubuntu 20.04](https://www.digitalocean.com/community/tutorials/how-to-speed-up-static-web-pages-with-varnish-cache-server-on-ubuntu-20-04) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./caching.md)*
+  - **(2021)** [lambdatest.com: How To Use GitLab CI To Run Tests Locally? 🌟](https://www.testmuai.com/blog/use-gitlab-ci-to-run-test-locally) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2021)** [pythonspeed.com: Building Docker images on GitLab CI: Docker-in-Docker and Podman 🌟](https://pythonspeed.com/articles/gitlab-build-docker-image) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./git.md)*
   - **(2020)** [blog.sighup.io: How to run Kubernetes without Docker](https://blog.sighup.io/how-to-run-kubernetes-without-docker) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2020)** [openshift.com: Recap: OKD 4 Testing and Deployment Workshop - Videos and Additional Resources](https://www.redhat.com/en/blog/recap-okd-4-testing-and-deployment-workshop-videos-and-additional-resources) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2020)** [Top 18 Docker commands for Automation Tester/Devops/SDET/Test Lead? 🌟](https://automationreinvented.blogspot.com/2020/02/top-18-docker-commands-for-aytomation.html) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2020)** [digitalocean.com: How To Speed Up Static Web Pages with Varnish Cache Server on Ubuntu 20.04](https://www.digitalocean.com/community/tutorials/how-to-speed-up-static-web-pages-with-varnish-cache-server-on-ubuntu-20-04) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./caching.md)*
 
 *... and 10 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 
@@ -1385,11 +1385,11 @@ Resources indexed by their primary source language or document format.
   - **(2022)** [github.com/nnellans/bicep-guide](https://github.com/nnellans/bicep-guide) 🌟🌟 [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [Azure Sandbox](https://learn.microsoft.com/en-us/azure/architecture/guide/azure-sandbox/azure-sandbox) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2025)** [Subscription Vending Implementation Guidance](https://learn.microsoft.com/en-us/azure/architecture/landing-zones/subscription-vending) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./cloud-asset-inventory.md)*
-  - **(2024)** [techcommunity.microsoft.com: Azure Landing Zones Accelerators for Bicep and Terraform. Announcing General Availability!](https://techcommunity.microsoft.com/blog/azuretoolsblog/azure-landing-zones-accelerators-for-bicep-and-terraform-announcing-general-avai/4029866) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [techcommunity.microsoft.com: Azure Data Factory: How to split a file into multiple output files with Bicep](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/azure-data-factory-how-to-split-a-file-into-multiple-output-files-with-bicep/4039825) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [linkedin.com/pulse: Exporting and importing variables between Bicep files: compileTimeImports | Freek Berson](https://www.linkedin.com/pulse/exporting-importing-variables-between-bicep-files-freek-berson-n0ske) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [techcommunity.microsoft.com: Infra in Azure for Developers - The How (Part 2)](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-how-part-2/4046385) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [techcommunity.microsoft.com: Announcing public preview of Bicep templates support for Microsoft Graph](https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/announcing-public-preview-of-bicep-templates-support-for-microsoft-graph/4141772) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [techcommunity.microsoft.com: Azure Landing Zones Accelerators for Bicep and Terraform. Announcing General Availability!](https://techcommunity.microsoft.com/blog/azuretoolsblog/azure-landing-zones-accelerators-for-bicep-and-terraform-announcing-general-avai/4029866) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [techcommunity.microsoft.com: Azure Data Factory: How to split a file into multiple output files with Bicep](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/azure-data-factory-how-to-split-a-file-into-multiple-output-files-with-bicep/4039825) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2023)** [techcommunity.microsoft.com: (Part-1) Leverage Bicep: Standard model to Automate Azure IaaS deployment](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/part-1-leverage-bicep-standard-model-to-automate-azure-iaas-deployment/3804348) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2023)** [techcommunity.microsoft.com: How to install an AKS cluster with the Istio service mesh add-on via Bicep](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2023)** [blog.cloudtrooper.net: Deploy (Azure) Network-as-Code as a champ](https://blog.cloudtrooper.net/2023/06/08/deploy-azure-network-as-code-as-a-champ) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
@@ -1408,10 +1408,10 @@ Resources indexed by their primary source language or document format.
 

 Click to view 29 resources under C Content
 
-  - **(2026)** [==memcached.org==](https://memcached.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./caching.md)*
-  - **(2026)** [==graphviz.org==](https://graphviz.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2026)** [==Netdata==](https://github.com/netdata/netdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2026)** [==TDengine==](https://github.com/taosdata/TDengine) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==memcached.org==](https://memcached.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./caching.md)*
+  - **(2026)** [==graphviz.org==](https://graphviz.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2025)** [==neovim==](https://neovim.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2024)** [==percona/pg_stat_monitor==](https://github.com/percona/pg_stat_monitor) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2019)** [==crun==](https://github.com/containers/crun) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C CONTENT] β€” *Go to [Section](./container-managers.md)*
@@ -1430,13 +1430,13 @@ Resources indexed by their primary source language or document format.
   - **(2025)** [Apache](https://httpd.apache.org) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./web-servers.md)*
   - **(2025)** [unit.nginx.org](https://unit.nginx.org) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./web-servers.md)*
   - **(2025)** [HAProxy](https://www.haproxy.org) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./web-servers.md)*
-  - **(2023)** [Redis](https://redis.io) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./caching.md)*
+  - **(2023)** [Redis](https://redis.io) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./nosql.md)*
   - **(2023)** [Redis Pub/sub](https://redis.io/docs/latest/develop) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2022)** [genbeta.com: BusyBox, el ejecutable que agrupa casi 200 utilidades Unix de lΓ­nea de comandos (y que puedes usar tambiΓ©n en Windows o Android)](https://www.genbeta.com/herramientas/busybox-ejecutable-que-agrupa-casi-200-utilidades-gnu-linea-comandos-que-puedes-usar-tambien-windows-android) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [varnish-cache.org: Installation on RedHat](https://vinyl-cache.org/docs/trunk/installation/index.html) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./caching.md)*
-  - **(2021)** [SystemTap](https://sourceware.org/systemtap) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./qa.md)*
   - **(2021)** [migops.com: pgBackRest – The Best Postgres Backup Tool with a very active community](https://www.migops.com/blog/2021/04/09/pgbackrest-the-best-postgres-backup-tool-with-a-very-active-community) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2021)** [varnish-cache.org: Installation on RedHat](https://vinyl-cache.org/docs/trunk/installation/index.html) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./caching.md)*
   - **(2021)** [opensource.com: Use XMLStarlet to parse XML in the Linux terminal](https://opensource.com/article/21/7/parse-xml-linux) [GUIDE] [LEGACY] [C CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2021)** [SystemTap](https://sourceware.org/systemtap) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./qa.md)*
 
 

 
@@ -1466,30 +1466,30 @@ Resources indexed by their primary source language or document format.
   - **(2024)** [==Git Credential Manager Core==](https://github.com/git-ecosystem/git-credential-manager) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2022)** [==devblogs.microsoft.com: Announcing Rate Limiting for .NET==](https://devblogs.microsoft.com/dotnet/announcing-rate-limiting-for-dotnet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2026)** [**Plastic SCM**](https://www.plasticscm.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2024)** [**github.com/mivano/azure-cost-cli**](https://github.com/mivano/azure-cost-cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./finops.md)*
   - **(2024)** [**https://github.com/michaelmsonne/AzureDevOpsBackupTool**](https://github.com/michaelmsonne/AzureDevOpsBackupTool) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [**github.com/mivano/azure-cost-cli**](https://github.com/mivano/azure-cost-cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./finops.md)*
   - **(2021)** [**telerik.com: Your First Microservice in .NET 6**](https://www.telerik.com/blogs/your-first-microservice-dotnet-6) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2021)** [**blog.jetbrains.com: Getting Started with ASP.NET Core and gRPC**](https://blog.jetbrains.com/dotnet/2021/07/19/getting-started-with-asp-net-core-and-grpc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2024)** [kubernetes-reflector](https://github.com/emberstack/kubernetes-reflector) 🌟🌟🌟 [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2024)** [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) 🌟🌟 [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./devops-tools.md)*
-  - **(2026)** [thangchung/awesome-dotnet-core](https://github.com/thangchung/awesome-dotnet-core) [LEGACY] [C# CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [Octopus Deploy - deployment tool](https://octopus.com) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2026)** [thangchung/awesome-dotnet-core](https://github.com/thangchung/awesome-dotnet-core) [LEGACY] [C# CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2025)** [Microsoft - DICOM Service](https://learn.microsoft.com/en-us/azure/healthcare-apis/dicom) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2025)** [Promitor 🌟](https://promitor.io) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2025)** [Oakton](https://jasperfx.github.io/oakton) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2025)** [Lamar](https://jasperfx.github.io/lamar) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2025)** [Promitor 🌟](https://promitor.io) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2025)** [Microsoft - DICOM Service](https://learn.microsoft.com/en-us/azure/healthcare-apis/dicom) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [dotnet.microsoft.com: What is Xamarin?](https://dotnet.microsoft.com/en-us/apps/xamarin) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2024)** [Paradigm framework](https://www.paradigm.net.co) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2024)** [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2024)** [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
+  - **(2024)** [dotnet.microsoft.com: What is Xamarin?](https://dotnet.microsoft.com/en-us/apps/xamarin) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2023)** [ScheduleOnce](https://www.oncehub.com) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
   - **(2022)** [thorsten-hans.com: Hot-Reload .NET Configuration in Kubernetes with ConfigMaps](https://www.thorsten-hans.com/hot-reload-net-configuration-in-kubernetes-with-configmaps) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [syncfusion.com: 10 Best C# NuGet Packages to Improve Your Productivity in 2022](https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2022)** [procodeguide.com: Build Resilient Microservices (Web API) using Polly in ASP.NET Core](https://procodeguide.com/programming/polly-in-aspnet-core) [COMMUNITY-TOOL] [GUIDE] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2022)** [Azure DevOps Demo Generator is now open source](https://devblogs.microsoft.com/devops/azure-devops-demo-generator-is-now-open-source) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2022)** [Migrating a monolithic .NET REST API to AWS Lambda](https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2022)** [syncfusion.com: 10 Best C# NuGet Packages to Improve Your Productivity in 2022](https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
+  - **(2022)** [procodeguide.com: Build Resilient Microservices (Web API) using Polly in ASP.NET Core](https://procodeguide.com/programming/polly-in-aspnet-core) [COMMUNITY-TOOL] [GUIDE] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2021)** [jeremydmiller.com: Self Diagnosing Deployments with Oakton and Lamar](https://jeremydmiller.com/2021/10/12/self-diagnosing-deployments-with-oakton-and-lamar) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2020)** [khalidabuhakmeh.com: A .NET 5.0 Guide: From Idea To NuGet Package](https://khalidabuhakmeh.com/a-dotnet-five-guide-from-idea-to-nuget-package) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2020)** [developers.redhat.com: Monitoring .NET Core applications on Kubernetes](https://developers.redhat.com/blog/2020/08/05/monitoring-net-core-applications-on-kubernetes) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2020)** [khalidabuhakmeh.com: A .NET 5.0 Guide: From Idea To NuGet Package](https://khalidabuhakmeh.com/a-dotnet-five-guide-from-idea-to-nuget-package) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2019)** [Plastic SCM DevOps Mergebot to implement a trunk-based development cycle](https://github.com/PlasticSCM/trunk-mergebot) 🌟 [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./git.md)*
   - **(2018)** [developers.redhat.com: Securing .NET Core on OpenShift using HTTPS](https://developers.redhat.com/blog/2018/10/12/securing-net-core-on-openshift-using-https) [ENTERPRISE-STABLE] [GUIDE] [C# CONTENT] β€” *Go to [Section](./ocp3.md)*
 
@@ -1532,9 +1532,9 @@ Resources indexed by their primary source language or document format.
 
   - **(2026)** [==Ceph: A Distributed Object, Block, and File Storage Platform==](https://github.com/ceph/ceph) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./cloud-asset-inventory.md)*
   - **(2026)** [==OS Query==](https://github.com/osquery/osquery) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2026)** [==Redpanda 🌟==](https://www.redpanda.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [==Ray==](https://docs.ray.io/en/latest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2026)** [==couchbase.com==](https://www.couchbase.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2026)** [==Redpanda 🌟==](https://www.redpanda.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2024)** [==Windows Package Manager CLI (aka winget)==](https://github.com/microsoft/winget-cli) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2018)** [==bpftrace==](https://github.com/bpftrace/bpftrace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2009)** [==github.com/nodejs/node==](https://github.com/nodejs/node) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./javascript.md)*
@@ -1547,9 +1547,9 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [clickhouse.com](https://clickhouse.com) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2025)** [hackingcpp.com: C++ Cheat Sheets](https://hackingcpp.com/cpp/cheat_sheets) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2025)** [Jsonnet](https://jsonnet.org) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2022)** [opensource.com: Perform unit tests using GoogleTest and CTest](https://opensource.com/article/22/1/unit-testing-googletest-ctest) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./qa.md)*
-  - **(2022)** [sapling-scm.com](https://sapling-scm.com/docs/introduction) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./git.md)*
   - **(2022)** [itsfoss.com: 5 htop Alternatives to Enhance Your Linux System Monitoring Experience](https://itsfoss.com/htop-alternatives) [COMMUNITY-TOOL] [GUIDE] [C++ CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2022)** [sapling-scm.com](https://sapling-scm.com/docs/introduction) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2022)** [opensource.com: Perform unit tests using GoogleTest and CTest](https://opensource.com/article/22/1/unit-testing-googletest-ctest) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./qa.md)*
   - **(2009)** [nodejs.org](https://nodejs.org/en) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./javascript.md)*
   - **(2008)** [v8.dev:](https://v8.dev) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./javascript.md)*
 
@@ -1564,7 +1564,7 @@ Resources indexed by their primary source language or document format.
 

 Click to view 1 resources under C/Bash Content
 
-  - **(2021)** [Controlling Process Resources with Linux Control Groups (cgroups)](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) [COMMUNITY-TOOL] [C/BASH CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2021)** [Controlling Process Resources with Linux Control Groups (cgroups)](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) [COMMUNITY-TOOL] [C/BASH CONTENT] β€” *Go to [Section](./linux.md)*
 
 

 
@@ -1682,22 +1682,22 @@ Resources indexed by their primary source language or document format.
 
   - **(2023)** [==lambdatest.com: How To Run Selenium Tests In Docker ? 🌟==](https://www.testmuai.com/blog/run-selenium-tests-in-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2020)** [https://github.com/jenkins-x/jenkins-x-openshift-image](https://github.com/jenkins-x/jenkins-x-openshift-image) 🌟🌟🌟 [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2024)** [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners) 🌟🌟 [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2024)** [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners) 🌟🌟 [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2025)** [Example of JCasC](https://github.com/halkeye-docker/docker-jenkins) 🌟 [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2024)** [github.com/pabpereza/curated-dockerfiles-examples: Curated Dockerfiles examples](https://github.com/pabpereza/containers-best-practices) 🌟 [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2023)** [ref 5 arey/springboot-petclinic](https://hub.docker.com/r/arey/springboot-petclinic) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [Elastic APM Server Docker image](https://github.com/sls-dev1/openshift-elastic-apm-server) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2021)** [Atlassian Confluence6](https://github.com/nubenetes/confluence6-atlassian) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./openshift.md)*
   - **(2021)** [linuxtechlab.com: How to create a Dockerfile with some dockerfile examples](https://linuxtechlab.com/learn-create-dockerfile-example) [COMMUNITY-TOOL] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [developers.redhat.com: Build lean Java containers with the new Red Hat Universal Base Images OpenJDK runtime images 🌟](https://developers.redhat.com/articles/2021/05/24/build-lean-java-containers-new-red-hat-universal-base-images-openjdk-runtime) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [ref 4](https://hub.docker.com/r/alwin2/petclinic-customers-service) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [Elastic APM Server Docker image](https://github.com/sls-dev1/openshift-elastic-apm-server) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2020)** [jfrog.com: A Beginner’s Guide to Understanding and Building Docker Images 🌟](https://jfrog.com/learn/cloud-native/how-to-build-docker-images) [COMMUNITY-TOOL] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2020)** [americanexpress.io: **Do Not Run Dockerized Applications as Root** 🌟](https://americanexpress.io/do-not-run-dockerized-applications-as-root) [DE FACTO STANDARD] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2020)** [Broken by default: why you should avoid most Dockerfile example 🌟](https://pythonspeed.com/articles/dockerizing-python-is-hard) [ENTERPRISE-STABLE] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2020)** [developers.redhat.com: An easier way to create custom Jenkins containers in OpenShift 4 🌟](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2020)** [ref 1](https://hub.docker.com/r/ibuchh/petclinic-spinnaker-jenkins) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2020)** [SonarQube: An OpenShift-focused Docker build of Sonarqube](https://github.com/OpenShiftDemos/sonarqube-openshift-docker) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2020)** [ref 3](https://hub.docker.com/r/bmoussaud/petclinic) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [americanexpress.io: **Do Not Run Dockerized Applications as Root** 🌟](https://americanexpress.io/do-not-run-dockerized-applications-as-root) [DE FACTO STANDARD] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2020)** [Broken by default: why you should avoid most Dockerfile example 🌟](https://pythonspeed.com/articles/dockerizing-python-is-hard) [ENTERPRISE-STABLE] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2020)** [jfrog.com: A Beginner’s Guide to Understanding and Building Docker Images 🌟](https://jfrog.com/learn/cloud-native/how-to-build-docker-images) [COMMUNITY-TOOL] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2019)** [ref 2](https://hub.docker.com/r/sarjunkumar24391/petclinic) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2018)** [ref 6](https://hub.docker.com/r/anthonydahanne/spring-petclinic) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2015)** [ref 7](https://hub.docker.com/r/jbrisbin/spring-petclinic) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
@@ -1819,7 +1819,7 @@ Resources indexed by their primary source language or document format.
 ## Go Content {#go-content}
 
 

-Click to view top 100 of 1049 resources under Go Content
+Click to view top 100 of 1048 resources under Go Content
 
   - **(2026)** [==github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟==](https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
   - **(2026)** [==openebs/zfs-localpv==](https://github.com/openebs/zfs-localpv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
@@ -1833,45 +1833,25 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [==min.io==](https://www.min.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
   - **(2026)** [==SMB CSI Driver for Kubernetes==](https://github.com/kubernetes-csi/csi-driver-smb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
   - **(2026)** [==github.com/yandex-cloud: CSI for S3==](https://github.com/yandex-cloud/k8s-csi-s3) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./iac.md)*
-  - **(2026)** [==dreamland==](https://github.com/taubyte/dream) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2026)** [==llama.cpp plugin==](https://github.com/samyfodil/taubyte-llama-satellite) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==kubernetes-sigs/kueue: Kubernetes-native Job Queueing==](https://github.com/kubernetes-sigs/kueue) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Deprek8ion==](https://github.com/swade1987/deprek8ion) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Draino==](https://github.com/planetlabs/draino) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==KubeFed: Kubernetes Cluster Federation==](https://github.com/kubernetes-retired/kubefed) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Available kubectl plugins==](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==k8s-worker-pod-autoscaler==](https://github.com/practo/k8s-worker-pod-autoscaler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==kei6u/kubectl-secret-data==](https://github.com/keisku/kubectl-secretdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==open-policy-agent/conftest==](https://github.com/open-policy-agent/conftest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==konstraint==](https://github.com/plexsystems/konstraint) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/sigstore: k8s-manifest-sigstore==](https://github.com/sigstore/k8s-manifest-sigstore) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kconnect - The Kubernetes Connection Manager CLI==](https://github.com/fidelity/kconnect) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/sharadbhat/KubernetesPatterns: YAML and Golang implementations' of common Kubernetes patterns==](https://github.com/sharadbhat/KubernetesPatterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kustomize==](https://github.com/kubernetes-sigs/kustomize) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl-trace==](https://github.com/iovisor/kubectl-trace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubespy==](https://github.com/huazhihao/kubespy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl netshoot==](https://github.com/nilic/kubectl-netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==K0s - Zero Friction Kubernetes==](https://github.com/k0sproject/k0s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2026)** [==GitHub: Kubernetes Cluster with Kops==](https://github.com/kubernetes/kops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==Kubernetes Cluster with **Kubeadm**==](https://github.com/kubernetes/kubeadm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==defenseunicorns/zarf==](https://github.com/zarf-dev/zarf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟==](https://github.com/SigNoz/signoz) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==OpenTelemetry Collector==](https://github.com/open-telemetry/opentelemetry-collector) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2026)** [==Grafana Tempo==](https://github.com/grafana/tempo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==Descheduler for Kubernetes 🌟==](https://github.com/kubernetes-sigs/descheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes==](https://github.com/NVIDIA/k8s-device-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2026)** [==github.com/kubereboot/kured ⭐==](https://github.com/kubereboot/kured) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==github.com/google/go-containerregistry 🌟==](https://github.com/google/go-containerregistry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==nerdctl 🌟==](https://github.com/containerd/nerdctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==kaniko==](https://github.com/GoogleContainerTools/kaniko) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kei6u/kubectl-secret-data==](https://github.com/keisku/kubectl-secretdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==AWS Controllers for Kubernetes (ACK) 🌟==](https://github.com/aws-controllers-k8s/community) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==aws/aws-node-termination-handler 🌟==](https://github.com/aws/aws-node-termination-handler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Descheduler for Kubernetes 🌟==](https://github.com/kubernetes-sigs/descheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟==](https://github.com/SigNoz/signoz) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==github.com/google/go-containerregistry 🌟==](https://github.com/google/go-containerregistry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==nerdctl 🌟==](https://github.com/containerd/nerdctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==kaniko==](https://github.com/GoogleContainerTools/kaniko) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==github.com/kubereboot/kured ⭐==](https://github.com/kubereboot/kured) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes==](https://github.com/NVIDIA/k8s-device-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==kubectx + kubens: : Power tools for kubectl🌟🌟==](https://github.com/ahmetb/kubectx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Deprek8ion==](https://github.com/swade1987/deprek8ion) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==K9s - Kubernetes CLI To Manage Your Clusters In Style!==](https://github.com/derailed/k9s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==kubectx + kubens: : Power tools for kubectl🌟🌟==](https://github.com/ahmetb/kubectx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟==](https://github.com/FairwindsOps/pluto) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Authelia 🌟==](https://github.com/authelia/authelia) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Kompose (Kubernetes + Compose) 🌟==](https://github.com/kubernetes/kompose) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
@@ -1882,21 +1862,24 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [==kubeshop/testkube==](https://github.com/kubeshop/testkube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Karpenter==](https://karpenter.sh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==grpc-ecosystem/grpc-gateway: gRPC-Gateway==](https://github.com/grpc-ecosystem/grpc-gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==KrakenD: The fastest API gateway comes with true linear scalability 🌟==](https://www.krakend.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [==Quay Community Edition operator==](https://github.com/quay/quay-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2026)** [==cert-manager/cert-manager==](https://github.com/cert-manager/cert-manager) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2026)** [==azon EKS Pod Identity Webhook==](https://github.com/aws/amazon-eks-pod-identity-webhook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2026)** [==github.com/kubernetes-sigs/aws-load-balancer-controller==](https://github.com/kubernetes-sigs/aws-load-balancer-controller) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2026)** [==github.com/rebataur/djkube==](https://github.com/rebataur/fskube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2026)** [==Argo CD==](https://argoproj.github.io/argo-cd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./about.md)*
-  - **(2026)** [==Helm==](https://github.com/helm/helm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./about.md)*
-  - **(2026)** [==Artifact Hub 🌟==](https://artifacthub.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2026)** [==github.com/helmfile/helmfile==](https://github.com/helmfile/helmfile) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2026)** [==Awesome Go 🌟==](https://github.com/avelino/awesome-go) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./golang.md)*
-  - **(2026)** [==github.com/gianlucam76/k8s-cleaner 🌟==](https://github.com/gianlucam76/k8s-cleaner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==scylladb/scylla-operator==](https://github.com/scylladb/scylla-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==kubernetes-sigs/kubebuilder==](https://github.com/kubernetes-sigs/kubebuilder) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==kubernetes/sample-controller==](https://github.com/kubernetes/sample-controller) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2026)** [==kubernetes-sigs/kueue: Kubernetes-native Job Queueing==](https://github.com/kubernetes-sigs/kueue) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==github.com/sharadbhat/KubernetesPatterns: YAML and Golang implementations' of common Kubernetes patterns==](https://github.com/sharadbhat/KubernetesPatterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==Draino==](https://github.com/planetlabs/draino) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==KubeFed: Kubernetes Cluster Federation==](https://github.com/kubernetes-retired/kubefed) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==Available kubectl plugins==](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==k8s-worker-pod-autoscaler==](https://github.com/practo/k8s-worker-pod-autoscaler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kustomize==](https://github.com/kubernetes-sigs/kustomize) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==open-policy-agent/conftest==](https://github.com/open-policy-agent/conftest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==konstraint==](https://github.com/plexsystems/konstraint) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==github.com/sigstore: k8s-manifest-sigstore==](https://github.com/sigstore/k8s-manifest-sigstore) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kconnect - The Kubernetes Connection Manager CLI==](https://github.com/fidelity/kconnect) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kubectl-trace==](https://github.com/iovisor/kubectl-trace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kubespy==](https://github.com/huazhihao/kubespy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kubectl netshoot==](https://github.com/nilic/kubectl-netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==github.com/dolthub/dolt==](https://github.com/dolthub/dolt) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2026)** [==Zalando Postgres Operator==](https://github.com/zalando/postgres-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2026)** [==github.com/microsoft/CBL-Mariner==](https://github.com/microsoft/azurelinux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [==dive 🌟==](https://github.com/wagoodman/dive) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==ctop 🌟==](https://github.com/bcicen/ctop) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==buildg: Interactive debugger for Dockerfile 🌟==](https://github.com/ktock/buildg) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
@@ -1906,23 +1889,40 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [==github.com/containrrr/watchtower==](https://github.com/containrrr/watchtower) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==buildkit==](https://docs.docker.com/build) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==ory/dockertest==](https://github.com/ory/dockertest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==OpenFaaS==](https://www.openfaas.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
-  - **(2026)** [==knative.dev==](https://knative.dev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
-  - **(2026)** [==github.com/dolthub/dolt==](https://github.com/dolthub/dolt) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2026)** [==Zalando Postgres Operator==](https://github.com/zalando/postgres-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2026)** [==github.com/one2nc/cloudlens 🌟==](https://github.com/one2nc/cloudlens) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [==Prow==](https://github.com/kubernetes/test-infra/tree/master/prow) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2026)** [==github.com/OctopusDeploy/go-octopusdeploy==](https://github.com/OctopusDeploy/go-octopusdeploy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2026)** [==kubeflow==](https://www.kubeflow.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2026)** [==Awesome Go 🌟==](https://github.com/avelino/awesome-go) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./golang.md)*
+  - **(2026)** [==github.com/openshift/installer openshift installer 🌟==](https://github.com/openshift/installer) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./openshift.md)*
+  - **(2026)** [==dreamland==](https://github.com/taubyte/dream) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
+  - **(2026)** [==llama.cpp plugin==](https://github.com/samyfodil/taubyte-llama-satellite) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
   - **(2026)** [==github.com/prometheus/prometheus==](https://github.com/prometheus/prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2026)** [==OpenTelemetry Collector==](https://github.com/open-telemetry/opentelemetry-collector) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2026)** [==Telegraf Prometheus Output Plugin==](https://github.com/influxdata/telegraf/tree/master/plugins/outputs/prometheus_client) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2026)** [==Pushgateway==](https://github.com/prometheus/pushgateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2026)** [==termshark==](https://github.com/gcla/termshark) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [==github.com/microsoft/CBL-Mariner==](https://github.com/microsoft/azurelinux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==azon EKS Pod Identity Webhook==](https://github.com/aws/amazon-eks-pod-identity-webhook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==github.com/kubernetes-sigs/aws-load-balancer-controller==](https://github.com/kubernetes-sigs/aws-load-balancer-controller) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==github.com/rebataur/djkube==](https://github.com/rebataur/fskube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==github.com/gianlucam76/k8s-cleaner 🌟==](https://github.com/gianlucam76/k8s-cleaner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2026)** [==scylladb/scylla-operator==](https://github.com/scylladb/scylla-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2026)** [==kubernetes-sigs/kubebuilder==](https://github.com/kubernetes-sigs/kubebuilder) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2026)** [==kubernetes/sample-controller==](https://github.com/kubernetes/sample-controller) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2026)** [==github: Flux Version 2==](https://github.com/fluxcd/flux2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./flux.md)*
+  - **(2026)** [==github.com/containernetworking 🌟==](https://github.com/containernetworking) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2026)** [==Flannel==](https://github.com/flannel-io/flannel) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2026)** [==rancher.com==](https://www.rancher.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
+  - **(2026)** [==**k3s**==](https://k3s.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
+  - **(2026)** [==GitHub: Kubernetes Cluster with Kops==](https://github.com/kubernetes/kops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2026)** [==Kubernetes Cluster with **Kubeadm**==](https://github.com/kubernetes/kubeadm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2026)** [==Minikube==](https://github.com/kubernetes/minikube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
+  - **(2026)** [==K0s - Zero Friction Kubernetes==](https://github.com/k0sproject/k0s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2026)** [==defenseunicorns/zarf==](https://github.com/zarf-dev/zarf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
   - **(2026)** [==github.com/hashicorp/hcl: HCL==](https://github.com/hashicorp/hcl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2026)** [==sops: Simple and flexible tool for managing secrets 🌟==](https://github.com/getsops/sops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==Dapr==](https://dapr.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./golang.md)*
-  - **(2026)** [==podman==](https://podman.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2026)** [==OPA Open Policy Agent 🌟==](https://www.openpolicyagent.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
+  - **(2026)** [==Selefra: Selefra is an open-source policy-as-code software that provides' analytics for multi-cloud and SaaS.==](https://github.com/selefra/selefra) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
 
-*... and 949 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
+*... and 948 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
@@ -2002,13 +2002,13 @@ Resources indexed by their primary source language or document format. Click to view 59 resources under Groovy Content - **(2022)** [==github - using jenkins pipelines with OKD==](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* + - **(2021)** [==Jenkins pipeline shared library for the project Elastic APM 🌟==](https://github.com/elastic/apm-pipeline-library) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./monitoring.md)* - **(2021)** [==cloudogu/jenkinsfiles 🌟🌟🌟==](https://github.com/cloudogu/jenkinsfiles) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* - **(2021)** [==Demo of Jenkins Configuration-As-Code with Docker and Groovy Hook Scripts (java11-support branch) 🌟🌟==](https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* - **(2021)** [==github.com/samrocketman/nexus3-config-as-code==](https://github.com/samrocketman/nexus3-config-as-code) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GROOVY CONTENT] β€” *Go to [Section](./registries.md)* - - **(2021)** [==Jenkins pipeline shared library for the project Elastic APM 🌟==](https://github.com/elastic/apm-pipeline-library) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./monitoring.md)* - **(2026)** [**Spock Framework**](https://spockframework.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./qa.md)* - - **(2025)** [**How to create initial "seed" job**](https://github.com/jenkinsci/configuration-as-code-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2025)** [**Jenkins Pipeline Unit testing framework**](https://github.com/jenkinsci/JenkinsPipelineUnit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* + - **(2025)** [**How to create initial "seed" job**](https://github.com/jenkinsci/configuration-as-code-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2023)** [**intellipaat.com: Top Jenkins Interview Questions and Answers**](https://intellipaat.com/blog/interview-question/jenkins-interview-questions-answers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./interview-questions.md)* - **(2023)** [**lambdatest.com: How To Integrate Cucumber With Jenkins?**](https://www.testmuai.com/blog/cucumber-with-jenkins-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)* - **(2021)** [**Easily reuse Tekton and Jenkins X from Jenkins**](https://www.jenkins.io/blog/2021/04/21/tekton-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* @@ -2017,8 +2017,8 @@ Resources indexed by their primary source language or document format. - **(2018)** [Fabric8 Pipeline Library](https://github.com/fabric8io/fabric8-pipeline-library) 🌟🌟🌟 [COMMUNITY-TOOL] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)* - **(2021)** [Jervis](https://github.com/samrocketman/jervis/wiki) 🌟🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2021)** [OpenShift Container Pipelines Samples 🌟](https://github.com/redhat-cop/container-pipelines) 🌟🌟 [COMMUNITY-TOOL] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)* - - **(2026)** [Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟](https://www.jenkins.io/doc/book/pipeline/syntax) [DE FACTO STANDARD] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2026)** [Active Choices 🌟](https://plugins.jenkins.io/uno-choice) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* + - **(2026)** [Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟](https://www.jenkins.io/doc/book/pipeline/syntax) [DE FACTO STANDARD] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2026)** [eta-lang.org: Gradle Cheat Sheet](https://eta-lang.org/docs/cheatsheets/gradle-cheatsheet) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2026)** [github.com/jahe: Gradle Cheat Sheet](https://gist.github.com/jahe/59557d507f43574b0d96) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2026)** [github.com/jiffle: Gradle Cheat Sheet](https://gist.github.com/jiffle/499caa5f53ab8f90dc19a3040ee40f48) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./cheatsheets.md)* @@ -2027,19 +2027,18 @@ Resources indexed by their primary source language or document format. - **(2024)** [lambdatest.com: How To Use Shared Libraries In A Jenkins Pipeline? 🌟](https://www.testmuai.com/blog/use-jenkins-shared-libraries-in-a-jenkins-pipeline) [COMMUNITY-TOOL] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2024)** [DontShaveTheYak/jenkins-std-lib: Jenkins Standard Shared Library 🌟](https://github.com/DontShaveTheYak/jenkins-std-lib) 🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2024)** [plugins.jenkins.io/templating-engine: Jenkins Template Engine JTE 🌟](https://plugins.jenkins.io/templating-engine) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - - **(2023)** [cloudbees.com: Managing DevSecOps Pipelines at Scale with Jenkins Templating Engine](https://www.cloudbees.com/videos/jenkins-template-pipeline-devsecops) [COMMUNITY-TOOL] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2023)** [mrcloudbook.com: Automating Tetris Deployments: DevSecOps with ArgoCD, Terraform, and Jenkins for Two Game Versions](https://mrcloudbook.com/automating-tetris-deployments-devsecops-with-argocd-terraform-and-jenkins-for-two-game-versions) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* + - **(2023)** [cloudbees.com: Managing DevSecOps Pipelines at Scale with Jenkins Templating Engine](https://www.cloudbees.com/videos/jenkins-template-pipeline-devsecops) [COMMUNITY-TOOL] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2022)** [lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](https://www.testmuai.com/blog/jenkins-pipeline-tutorial) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* - **(2022)** [Keptn Jenkins Shared Library](https://github.com/keptn-sandbox/keptn-jenkins-library) 🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./keptn.md)* - - **(2021)** [jenkins.io - **Jenkinsfile** 🌟](https://www.jenkins.io/doc/book/pipeline/jenkinsfile) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - - **(2021)** [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - - **(2021)** [Declarative Pipeline - Jenkins shared library 🌟](https://github.com/gfkse/jenkins-shared-library) 🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - - **(2021)** [Extending with Shared Libraries 🌟](https://www.jenkins.io/doc/book/pipeline/shared-libraries) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2021)** [simplilearn.com: What is CI/CD Pipeline and How to Implement it Using Jenkins?](https://www.simplilearn.com/tutorials/jenkins-tutorial/ci-cd-pipeline) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* - **(2021)** [youtube: Simple DevOps Project | Publish Android APK to App Center | Beginner Pipeline](https://www.youtube.com/watch?v=KgH0QzMHXLs) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* - **(2021)** [Grading Pipeline for OpenShift 4 Advanced Application Deployment Homework Assignment](https://github.com/redhat-gpte-devopsautomation/ocp4_app_deploy_homework_grading) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* + - **(2021)** [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* + - **(2021)** [jenkins.io - **Jenkinsfile** 🌟](https://www.jenkins.io/doc/book/pipeline/jenkinsfile) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* + - **(2021)** [Declarative Pipeline - Jenkins shared library 🌟](https://github.com/gfkse/jenkins-shared-library) 🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* + - **(2021)** [Extending with Shared Libraries 🌟](https://www.jenkins.io/doc/book/pipeline/shared-libraries) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2021)** [OpenShift Pipeline Library 🌟](https://github.com/redhat-cop/pipeline-library) 🌟 [COMMUNITY-TOOL] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)* - - **(2020)** [GitHub Gist - Faheetah/Jenkinsfile.groovy: **Jenkinsfile idiosynchrasies' with escaping and quotes**](https://gist.github.com/Faheetah/e11bd0315c34ed32e681616e41279ef4) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2020)** [experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous Integration](https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration) [GUIDE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* - **(2020)** [OpenShift Pipelines with Jenkins Blue Ocean 🌟](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* - **(2020)** [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* @@ -2048,14 +2047,15 @@ Resources indexed by their primary source language or document format. - **(2020)** [github.com/monodot/pipeline-library-demo 🌟](https://github.com/tutorialworks/pipeline-library-demo) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* - **(2020)** [deors/deors-demos-petclinic jenkinsfile](https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* - **(2020)** [Meetup event: From Freestyle jobs to Pipeline, with JobDSL](https://www.meetup.com/jenkins-online-meetup/events/270600737) [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* - - **(2020)** [cloudowski.com: Jenkins on OpenShift - how to use and customize it in a cloud-native way 🌟](https://cloudowski.com/articles/jenkins-on-openshift) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)* + - **(2020)** [GitHub Gist - Faheetah/Jenkinsfile.groovy: **Jenkinsfile idiosynchrasies' with escaping and quotes**](https://gist.github.com/Faheetah/e11bd0315c34ed32e681616e41279ef4) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2020)** [ivory-lab: JenkinsFile Support](https://marketplace.visualstudio.com/items?itemName=ivory-lab.jenkinsfile-support) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./visual-studio.md)* - - **(2019)** [Jenkins DSL for **Nexus**](https://accenture.github.io/adop-cartridges-cookbook/docs/recipes/archiving-artefact-to-nexus) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* + - **(2020)** [cloudowski.com: Jenkins on OpenShift - how to use and customize it in a cloud-native way 🌟](https://cloudowski.com/articles/jenkins-on-openshift) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)* - **(2019)** [github.com/gnunn1/openshift-basic-pipeline](https://github.com/gnunn1/openshift-basic-pipeline) [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* - **(2019)** [github.com/deweya/OpenShift-Jenkins-Lab](https://github.com/deweya/OpenShift-Jenkins-Lab) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* + - **(2019)** [Jenkins DSL for **Nexus**](https://accenture.github.io/adop-cartridges-cookbook/docs/recipes/archiving-artefact-to-nexus) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* + - **(2019)** [secanis.ch: Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=secanis.jenkinsfile-support) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2019)** [developers.redhat.com - Get started with Jenkins CI/CD in Red Hat OpenShift 4](https://developers.redhat.com/blog/2019/05/02/get-started-with-jenkins-ci-cd-in-red-hat-openshift-4) [ENTERPRISE-STABLE] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)* - **(2019)** [blog.openshift.com: Deploying OpenShift Applications to Multiple Datacenters (with Jenkins)](https://www.redhat.com/en/blog/deploying-openshift-applications-multiple-datacenters) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)* - - **(2019)** [secanis.ch: Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=secanis.jenkinsfile-support) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2018)** [Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin) [GUIDE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2018)** [CI/CD with fabric8](https://fabric8.io/guide/cdelivery.html) [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)* - **(2017)** [github.com/kohsuke/petclinic Jenkinsfile](https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)* @@ -2120,10 +2120,10 @@ Resources indexed by their primary source language or document format. - **(2025)** [==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==](https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./demos.md)* - **(2025)** [==github.com/cloudposse?q=terraform-==](https://github.com/cloudposse?q=terraform-) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2025)** [==github.com/terraform-aws-modules==](https://github.com/terraform-aws-modules) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - - **(2024)** [==aws-samples/aws-network-hub-for-terraform: Network Hub Account with Terraform==](https://github.com/aws-samples/aws-network-hub-for-terraform) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./demos.md)* - - **(2024)** [==Terraform Kubernetes Boilerplates 🌟==](https://nubenetes.com/terraform) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./about.md)* - **(2024)** [==Azure-Samples/jmeter-aci-terraform==](https://github.com/Azure-Samples/jmeter-aci-terraform) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./azure.md)* + - **(2024)** [==aws-samples/aws-network-hub-for-terraform: Network Hub Account with Terraform==](https://github.com/aws-samples/aws-network-hub-for-terraform) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./demos.md)* - **(2024)** [==registry.terraform.io: Terraform Azure Resources 🌟==](https://registry.terraform.io/modules/azurerm/resources/azure/latest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* + - **(2024)** [==Terraform Kubernetes Boilerplates 🌟==](https://nubenetes.com/terraform/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)* - **(2023)** [==Terraform Automation Demo using Google Cloud Provider==](https://github.com/tfxor/terraform-google-automation-demo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./demos.md)* - **(2023)** [==terraform.io: Creation-Time Provisioners 🌟==](https://developer.hashicorp.com/terraform/language/provisioners) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [==AWS Lambda the Terraform Way==](https://github.com/nsriram/lambda-the-terraform-way) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* @@ -2132,7 +2132,7 @@ Resources indexed by their primary source language or document format. - **(2022)** [==terraform.io: Refactoring==](https://developer.hashicorp.com/terraform/language/modules/develop/refactoring) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [==blog.gruntwork.io: How to use Terraform as a team==](https://www.gruntwork.io/blog/how-to-use-terraform-as-a-team) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2021)** [==blog.gruntwork.io: Terraform tips & tricks: loops, if-statements, and gotchas==](https://www.gruntwork.io/blog/terraform-tips-tricks-loops-if-statements-and-gotchas) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - - **(2026)** [**github.com/aws-ia/terraform-aws-eks-blueprints (examples) 🌟🌟🌟**](https://github.com/aws-ia/terraform-aws-eks-blueprints) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)* + - **(2026)** [**github.com/aws-ia/terraform-aws-eks-blueprints (examples) 🌟🌟🌟**](https://github.com/aws-ia/terraform-aws-eks-blueprints) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2024)** [**devops.com: Building on Terraform: Evolution, not Revolution**](https://devops.com/building-on-terraform-evolution-not-revolution) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2024)** [**learn.hashicorp.com: Codify Management of Vault Enterprise Using Terraform**](https://developer.hashicorp.com/vault/tutorials/operations/codify-mgmt-enterprise) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2024)** [**serverless.tf: Doing serverless with Terraform**](https://serverless.tf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* @@ -2143,6 +2143,7 @@ Resources indexed by their primary source language or document format. - **(2024)** [**github.com/Azure-Samples/aks-platform-engineering Building a Platform Engineering Environment on Azure Kubernetes Service (AKS) 🌟**](https://github.com/Azure-Samples/aks-platform-engineering) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [**AWS EKS Argo CD Terraform Component**](https://github.com/cloudposse-terraform-components/aws-eks-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./argo.md)* - **(2023)** [**github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟**](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./demos.md)* + - **(2023)** [**learnk8s.io/terraform-aks 🌟**](https://learnkube.com/terraform-aks) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [**devdosvid.blog: Hello Terraform Data; Goodbye Null Resource**](https://devdosvid.blog/2023/04/16/hello-terraform-data-goodbye-null-resource) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [**AdminTurnedDevOps/Terraform-The-Hard-Way**](https://github.com/AdminTurnedDevOps/Terraform-The-Hard-Way) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [**youtube.com: Terraform Basics | Ned in the Cloud**](https://www.youtube.com/playlist?list=PLXb5972EMl4BfKVDMaJH6Pg9SI6q_HqMg) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* @@ -2159,22 +2160,22 @@ Resources indexed by their primary source language or document format. - **(2023)** [**dev.to/grrywlsn: Self-service infrastructure as code**](https://dev.to/grrywlsn/self-service-infrastructure-as-code-23bl) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [**thenewstack.io: Better Together: Hyper-Converged Kubernetes with Terraform**](https://thenewstack.io/better-together-hyper-converged-kubernetes-with-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [**devblogs.microsoft.com/devops: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform**](https://devblogs.microsoft.com/devops/introduction-to-azure-devops-workload-identity-federation-oidc-with-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - - **(2023)** [**learnk8s.io/terraform-aks 🌟**](https://learnkube.com/terraform-aks) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [**techcommunity.microsoft.com: Implement Azure landing zones with HashiCorp Terraform**](https://techcommunity.microsoft.com/blog/azuremigrationblog/implement-azure-landing-zones-with-hashicorp-terraform/3241071) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* + - **(2022)** [**aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD**](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) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./mlops.md)* - **(2022)** [**nedinthecloud.com: Replacing The Template Cloudinit Config Data Source**](https://nedinthecloud.com/2022/01/18/replacing-the-template_cloudinit_config-data-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [**infoq.com: Terraform 1.3 Release Introduces Simplified Refactoring Experience 🌟**](https://www.infoq.com/news/2022/09/terraform-simplified-refactoring) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [**digitalocean.com: How To Structure a Terraform Project 🌟**](https://www.digitalocean.com/community/tutorials/how-to-structure-a-terraform-project) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [**youtube - freecodecamp.org: Learn Terraform (and AWS) by Building a Dev Environment – Full Course for Beginners**](https://www.youtube.com/watch?v=iRaai1IBlB0) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [**dev.to/kubestack: A Better Way to Provision Kubernetes Resources Using Terraform 🌟**](https://dev.to/kubestack/a-better-way-to-provision-kubernetes-resources-using-terraform-355n) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - - **(2022)** [**aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD**](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) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./mlops.md)* - **(2021)** [**segmentio/stack**](https://github.com/segmentio/stack) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2019)** [**theburningmonk.com: Making Terraform and Serverless framework work together**](https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./serverless.md)* - **(2026)** [github.com/rancherfederal/rke2-aws-tf](https://github.com/ranchergovernment/rke2-aws-tf) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)* - - **(2024)** [registry.terraform.io: Data Source: azurerm_ip_groups (new)](https://registry.terraform.io/providers/hashicorp/Azurerm/latest/docs/data-sources/ip_groups) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* + - **(2024)** [k3s_hetzner](https://gitlab.com/k3s_hetzner/k3s_hetzner) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)* - **(2024)** [github.com/Azure/terraform-azurerm-aks](https://github.com/Azure/terraform-azurerm-aks) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2024)** [techcommunity.microsoft.com: How to deploy a production-ready AKS cluster with Terraform verified module](https://techcommunity.microsoft.com/discussions/azurepartners/how-to-deploy-a-production-ready-aks-cluster-with-terraform-verified-module/4122013) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* + - **(2024)** [registry.terraform.io: Data Source: azurerm_ip_groups (new)](https://registry.terraform.io/providers/hashicorp/Azurerm/latest/docs/data-sources/ip_groups) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2024)** [awscc](https://registry.terraform.io/providers/hashicorp/awscc/latest) 🌟🌟🌟 [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - - **(2024)** [k3s_hetzner](https://gitlab.com/k3s_hetzner/k3s_hetzner) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)* + - **(2023)** [thomasthornton.cloud: Deploying Azure AKS GitOps Flux extension with Terraform](https://thomasthornton.cloud/deploying-azure-aks-gitops-flux-extension-with-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [bitslovers.com: Terraform Output – What you should know](https://www.bitslovers.com/terraform-output) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [tekanaid.com: Terraform for Beginners – A Beginner’s Guide to Automating Cloud Infrastructure 🌟](https://tekanaid.com/posts/terraform-for-beginners-course-and-training) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [build5nines.com: Why HashiCorp Terraform is Essential for SREs and DevOps Engineers](https://build5nines.com/why-hashicorp-terraform-is-essential-for-sres-and-devops-engineers) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* @@ -2188,12 +2189,12 @@ Resources indexed by their primary source language or document format. - **(2023)** [offensive-terraform.github.io: Offensive Terraform Modules 🌟](https://offensive-terraform.github.io) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [youtube: Terraform Tutorial for beginners | AWS Infrastructure as Code | Github Actions 🌟](https://www.youtube.com/playlist?list=PLlvAxgO7JdIXAzHx887zl-4no4X-CtiFu) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [env0.com: How to Use Terraform Providers](https://www.env0.com/blog/how-to-use-terraform-providers) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - - **(2023)** [thomasthornton.cloud: Deploying Azure AKS GitOps Flux extension with Terraform](https://thomasthornton.cloud/deploying-azure-aks-gitops-flux-extension-with-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [github.com/maddevsio/aws-eks-base: Boilerplate for a basic AWS infrastructure' with EKS cluster 🌟](https://github.com/maddevsio/aws-eks-base) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [porscheofficial/terraform-aws-ecr-watch](https://github.com/porscheofficial/terraform-aws-ecr-watch) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2023)** [github.com/kaysalawu/azure-network-terraform: Azure Network Architecture' - Terraform Examples 🌟](https://github.com/kaysalawu/azure-network-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [BishopFox/iam-vulnerable](https://github.com/BishopFox/iam-vulnerable) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./demos.md)* - - **(2022)** [build5nines.com: Terraform: Create an AKS Cluster 🌟](https://build5nines.com/terraform-create-an-aks-cluster) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)* + - **(2022)** [build5nines.com: Terraform: Create an AKS Cluster 🌟](https://build5nines.com/terraform-create-an-aks-cluster) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* + - **(2022)** [thomasthornton.cloud: Building and deploying to an AKS cluster using Terraform and Azure DevOps with Kubernetes and Helm providers](https://thomasthornton.cloud/building-and-deploying-to-an-aks-cluster-using-terraform-and-azure-devops-with-kubernetes-and-helm-providers) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [serhii.vasylenko.info: Some Techniques to Enhance Your Terraform Proficiency](https://devdosvid.blog/2022/01/16/some-techniques-to-enhance-your-terraform-proficiency) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [acloudguru.com: 5 things we love about Terraform](https://www.pluralsight.com/resources/blog/cloud/5-things-we-love-about-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [dev.to: Using Terraform To Manage Infrastructure Resources | Pavan Belagatti](https://dev.to/pavanbelagatti/using-terraform-to-manage-infrastructure-resources-32da) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* @@ -2202,7 +2203,6 @@ Resources indexed by their primary source language or document format. - **(2022)** [dev.to: Terraform Modules for Advanced Users](https://dev.to/gofirefly/terraform-modules-for-advanced-users-4n56) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [infoq.com: Elastic Releases Terraform Providers for the Elastic Stack and Elastic Cloud](https://www.infoq.com/news/2022/01/elastic-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [prcode.co.uk: Terraform Code Quality](https://prcode.co.uk/2022/02/08/terraform-code-quality) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - - **(2022)** [thomasthornton.cloud: Building and deploying to an AKS cluster using Terraform and Azure DevOps with Kubernetes and Helm providers](https://thomasthornton.cloud/building-and-deploying-to-an-aks-cluster-using-terraform-and-azure-devops-with-kubernetes-and-helm-providers) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [unixarena.com: Terraform – Source credentials from AWS secret Manager](https://unixarena.com/2022/04/terraform-source-credentials-from-aws-secret-manager.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2017)** [The Segment AWS Stack](https://segment.com/blog/the-segment-aws-stack) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2024)** [gruntwork-io/terragrunt-infrastructure-live-example](https://github.com/gruntwork-io/terragrunt-infrastructure-live-example) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* @@ -2212,8 +2212,8 @@ Resources indexed by their primary source language or document format. - **(2022)** [github.com/amitmavgupta/azure-terraform](https://github.com/amitmavgupta/azure-terraform) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [dev.to: Deploy Kubernetes Resources in Minikube cluster using Terraform](https://dev.to/chefgs/deploy-kubernetes-resources-in-minikube-cluster-using-terraform-1p8o) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2021)** [github.com/venkateshk111/terraform-beginners-guide 🌟](https://github.com/venkateshk111/terraform-beginners-guide) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./demos.md)* - - **(2021)** [garutilorenzo/k3s-aws-terraform-cluster](https://github.com/garutilorenzo/k3s-aws-terraform-cluster) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* - **(2021)** [Bootstrap RKE Kubernetes Cluster in AWS Environment](https://github.com/LukeMwila/bootstrap-rke-cluster-in-aws) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)* + - **(2021)** [garutilorenzo/k3s-aws-terraform-cluster](https://github.com/garutilorenzo/k3s-aws-terraform-cluster) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)* *... and 128 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).* @@ -2270,8 +2270,8 @@ Resources indexed by their primary source language or document format. Click to view 36 resources under Html Content - **(2022)** [==CKAD-Bookmarks==](https://github.com/reetasingh/CKAD-Bookmarks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HTML CONTENT] β€” *Go to [Section](./kubernetes.md)* - - **(2026)** [**googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet**](https://cloud.google.com/products) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)* - - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./aws.md)* + - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)* + - **(2026)** [**googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet**](https://cloud.google.com/products) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2025)** [**computingforgeeks.com: Kubectl Cheat Sheet for Kubernetes Admins & CKA Exam Prep**](https://computingforgeeks.com/kubectl-cheat-sheet-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2025)** [**komodor.com: The Ultimate Kubectl Cheat Sheet 🌟**](https://komodor.com/learn/the-ultimate-kubectl-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2025)** [**blog.gitguardian.com: Docker Security Best Practices & Cheat Sheet 🌟**](https://blog.gitguardian.com/how-to-improve-your-docker-containers-security-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)* @@ -2397,16 +2397,12 @@ Resources indexed by their primary source language or document format. Click to view top 100 of 452 resources under Java Content - **(2026)** [==PlantUML==](https://plantuml.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)* - - **(2026)** [==codecentric's Spring Boot Admin UI 🌟==](https://github.com/codecentric/spring-boot-admin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2026)** [==github.com/spring-projects: springboot enables these probes automatically when running in k8s==](https://github.com/spring-projects/spring-boot#L73) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2026)** [==Spring Cloud==](https://spring.io/projects/spring-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2026)** [==github: Spring Cloud Kubernetes 🌟==](https://github.com/spring-cloud/spring-cloud-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2026)** [==cloud.spring.io: Spring Cloud Vault 🌟==](https://cloud.spring.io/spring-cloud-vault/reference/html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2026)** [==quarkus.io==](https://quarkus.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2026)** [==logbook==](https://github.com/zalando/logbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2026)** [==GoodforGod/java-logger-benchmark==](https://github.com/GoodforGod/java-logger-benchmark) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2026)** [==jfrunit==](https://github.com/moditect/jfrunit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2026)** [==Helidon.io==](https://helidon.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2026)** [==apache/dolphinscheduler: Apache DolphinScheduler 🌟==](https://github.com/apache/dolphinscheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* + - **(2026)** [==jib==](https://github.com/GoogleContainerTools/jib) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./docker.md)* + - **(2026)** [==onedev==](https://github.com/theonedev/onedev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)* + - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* + - **(2026)** [==Awesome JMeter==](https://github.com/aliesbelik/awesome-jmeter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* + - **(2026)** [==github: Spring Cloud Kubernetes 🌟==](https://github.com/spring-cloud/spring-cloud-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)* - **(2026)** [==Pipeline: SCM Step (workflow-scm-step)==](https://www.jenkins.io/doc/pipeline/steps/workflow-scm-step) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2026)** [==git-plugin 🌟==](https://github.com/jenkinsci/git-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2026)** [==Warnings Next Generation 🌟==](https://plugins.jenkins.io/warnings-ng) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* @@ -2417,76 +2413,79 @@ Resources indexed by their primary source language or document format. - **(2026)** [==Role-based Authorization Strategy 🌟==](https://plugins.jenkins.io/role-strategy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2026)** [==SonarQube Scanner 🌟==](https://plugins.jenkins.io/sonar) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2026)** [==kubernetes-plugin: Kubernetes plugin for Jenkins 🌟==](https://github.com/jenkinsci/kubernetes-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - - **(2026)** [==apache/dolphinscheduler: Apache DolphinScheduler 🌟==](https://github.com/apache/dolphinscheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* + - **(2026)** [==Spring Cloud==](https://spring.io/projects/spring-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2026)** [==cloud.spring.io: Spring Cloud Vault 🌟==](https://cloud.spring.io/spring-cloud-vault/reference/html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2026)** [==github.com/spring-projects: springboot enables these probes automatically when running in k8s==](https://github.com/spring-projects/spring-boot#L73) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2026)** [==quarkus.io==](https://quarkus.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2026)** [==codecentric's Spring Boot Admin UI 🌟==](https://github.com/codecentric/spring-boot-admin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2026)** [==logbook==](https://github.com/zalando/logbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2026)** [==GoodforGod/java-logger-benchmark==](https://github.com/GoodforGod/java-logger-benchmark) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2026)** [==jfrunit==](https://github.com/moditect/jfrunit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2026)** [==Helidon.io==](https://helidon.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - **(2026)** [==Spring Cloud Gateway==](https://spring.io/projects/spring-cloud-gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./developerportals.md)* - - **(2026)** [==JUnit==](https://junit.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./qa.md)* - - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - - **(2026)** [==Awesome JMeter==](https://github.com/aliesbelik/awesome-jmeter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - - **(2026)** [==jib==](https://github.com/GoogleContainerTools/jib) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./docker.md)* - - **(2026)** [==OpenAPI Generator 🌟==](https://openapi-generator.tech) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./api.md)* - - **(2026)** [==onedev==](https://github.com/theonedev/onedev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)* - - **(2026)** [==keycloak.org==](https://www.keycloak.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)* - - **(2026)** [==jmeter.apache.org==](https://jmeter.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)* - - **(2026)** [==github.com/kubernetes-client/java: Kubernetes Java Client==](https://github.com/kubernetes-client/java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)* - - **(2026)** [==maven.apache.org==](https://maven.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* - - **(2026)** [==Maven Surefire Report Plugin==](https://maven.apache.org/surefire/maven-surefire-report-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* - - **(2026)** [==Apache Maven Dependency Analyzer==](https://maven.apache.org/shared/maven-dependency-analyzer/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* - - **(2026)** [==Apache Maven Checkstyle Plugin==](https://maven.apache.org/plugins/maven-checkstyle-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* - - **(2026)** [==Apache Maven Javadoc Plugin==](https://maven.apache.org/plugins/maven-javadoc-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* - **(2026)** [==Apache Kafka==](https://kafka.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2026)** [==AKHQ (previously known as KafkaHQ) 🌟==](https://github.com/tchiotludo/akhq) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2026)** [==**Debezium**:==](https://debezium.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2026)** [==strimzi.io==](https://strimzi.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2026)** [==Apache Flink==](https://flink.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* + - **(2026)** [==keycloak.org==](https://www.keycloak.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2026)** [==Sonarqube.org==](https://www.sonarsource.com/products/sonarqube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./sonarqube.md)* - - **(2025)** [==testcontainers-spring-boot 🌟==](https://github.com/PlaytikaOSS/testcontainers-spring-boot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2026)** [==jmeter.apache.org==](https://jmeter.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)* + - **(2026)** [==github.com/kubernetes-client/java: Kubernetes Java Client==](https://github.com/kubernetes-client/java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)* + - **(2026)** [==OpenAPI Generator 🌟==](https://openapi-generator.tech) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./api.md)* + - **(2026)** [==maven.apache.org==](https://maven.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* + - **(2026)** [==Maven Surefire Report Plugin==](https://maven.apache.org/surefire/maven-surefire-report-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* + - **(2026)** [==Apache Maven Dependency Analyzer==](https://maven.apache.org/shared/maven-dependency-analyzer/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* + - **(2026)** [==Apache Maven Checkstyle Plugin==](https://maven.apache.org/plugins/maven-checkstyle-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* + - **(2026)** [==Apache Maven Javadoc Plugin==](https://maven.apache.org/plugins/maven-javadoc-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* + - **(2026)** [==JUnit==](https://junit.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./qa.md)* + - **(2025)** [==Spring PetClinic Microservices==](https://github.com/spring-petclinic/spring-petclinic-microservices) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)* - **(2025)** [==Kubernetes CLI 🌟==](https://plugins.jenkins.io/kubernetes-cli) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2025)** [==Amazon EC2 plugin==](https://plugins.jenkins.io/ec2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2025)** [==pipeline-graph-view-plugin 🌟==](https://github.com/jenkinsci/pipeline-graph-view-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2025)** [==CloudBees AWS Credentials 🌟==](https://plugins.jenkins.io/aws-credentials) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - - **(2025)** [==Spring PetClinic Microservices==](https://github.com/spring-petclinic/spring-petclinic-microservices) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)* - - **(2025)** [==Jenkins Configuration as Code==](https://www.jenkins.io/projects/jcasc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./about.md)* + - **(2025)** [==testcontainers-spring-boot 🌟==](https://github.com/PlaytikaOSS/testcontainers-spring-boot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2025)** [==Jenkins Configuration as Code==](https://www.jenkins.io/projects/jcasc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2025)** [==github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool==](https://github.com/awslabs/amazon-s3-tar-tool) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./aws.md)* - **(2025)** [==apache/maven-mvnd==](https://github.com/apache/maven-mvnd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* - - **(2024)** [==robot-plugin: Robot Framework Plugin==](https://github.com/jenkinsci/robot-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* + - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./prometheus.md)* + - **(2024)** [==Jenkins Kubernetes Plugin==](https://plugins.jenkins.io/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)* + - **(2024)** [==Artemis Prometheus Metrics Plugin==](https://github.com/rh-messaging/artemis-prometheus-metrics-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./prometheus.md)* + - **(2024)** [==Apache Artemis JMeter==](https://github.com/apache/artemis) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2024)** [==github.com/spring-petclinic/spring-petclinic-kubernetes 🌟==](https://github.com/spring-petclinic/spring-petclinic-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)* - **(2024)** [==aws-samples/serverless-java-frameworks-samples: Lambda demo with common' Java application frameworks 🌟==](https://github.com/aws-samples/serverless-java-frameworks-samples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)* - - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./prometheus.md)* - - **(2024)** [==Apache Artemis JMeter==](https://github.com/apache/artemis) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* - - **(2024)** [==Artemis Prometheus Metrics Plugin==](https://github.com/rh-messaging/artemis-prometheus-metrics-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./prometheus.md)* - - **(2024)** [==Jenkins Kubernetes Plugin==](https://plugins.jenkins.io/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)* + - **(2024)** [==robot-plugin: Robot Framework Plugin==](https://github.com/jenkinsci/robot-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* + - **(2023)** [==Kafdrop – Kafka Web UI 🌟==](https://github.com/obsidiandynamics/kafdrop) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* + - **(2023)** [==Kubernetes Continuous Deploy==](https://plugins.jenkins.io/kubernetes-cd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)* + - **(2023)** [==github.com/spring-projects/spring-petclinic==](https://github.com/spring-projects/spring-petclinic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)* - **(2023)** [==spring.io: spring boot with docker==](https://spring.io/guides/gs/spring-boot-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - **(2023)** [==learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes==](https://learnkube.com/spring-boot-kubernetes-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2023)** [==github.com/spring-projects/spring-petclinic==](https://github.com/spring-projects/spring-petclinic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)* - - **(2023)** [==Kubernetes Continuous Deploy==](https://plugins.jenkins.io/kubernetes-cd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)* - **(2023)** [==github - fabric8, maven plugin==](https://github.com/fabric8io/fabric8-maven-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./openshift-pipelines.md)* - - **(2023)** [==Kafdrop – Kafka Web UI 🌟==](https://github.com/obsidiandynamics/kafdrop) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2022)** [==openshift-pipeline==](https://plugins.jenkins.io/openshift-pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)* - **(2022)** [==openshift-sync==](https://plugins.jenkins.io/openshift-sync) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)* - **(2022)** [==openshift-client==](https://plugins.jenkins.io/openshift-client) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)* - **(2021)** [==Continuation Passing Style (CPS)==](https://github.com/cloudbees/groovy-cps) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)* - **(2021)** [==Pull Request Monitoring 🌟==](https://github.com/jenkinsci/pull-request-monitoring-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2018)** [==github.com/cinhtau/sonatype-nexus-waffle==](https://github.com/cinhtau/sonatype-nexus-waffle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./registries.md)* - - **(2026)** [**Spring Cloud Config Server: Git Backend**](https://cloud.spring.io/spring-cloud-config/reference/html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2026)** [**Amazon Web Services SDK**](https://plugins.jenkins.io/aws-java-sdk) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - - **(2026)** [**github.com/openliberty**](https://github.com/openliberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./ibm_cloud.md)* - - **(2026)** [**TestNG**](https://testng.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./qa.md)* - - **(2026)** [**GitHub Branch Source Plugin:**](https://plugins.jenkins.io/github-branch-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./git.md)* - - **(2026)** [**microcks.io**](https://microcks.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./api.md)* - **(2026)** [**learn.microsoft.com: Configure a Java app for Azure App Service**](https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./azure.md)* - - **(2026)** [**commjoen/wrongsecrets: OWASP WrongSecrets**](https://github.com/commjoen/wrongsecrets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)* - - **(2026)** [**Apache Maven Changelog Plugin**](https://maven.apache.org/plugins/maven-changelog-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* + - **(2026)** [**Amazon Web Services SDK**](https://plugins.jenkins.io/aws-java-sdk) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* + - **(2026)** [**Spring Cloud Config Server: Git Backend**](https://cloud.spring.io/spring-cloud-config/reference/html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2026)** [**GitHub Branch Source Plugin:**](https://plugins.jenkins.io/github-branch-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./git.md)* + - **(2026)** [**HBase.apache.org**](https://hbase.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)* + - **(2026)** [**Hive.apache.org**](https://hive.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)* + - **(2026)** [**Apache Drill**](https://drill.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)* - **(2026)** [****Apicurio** Registry**](https://github.com/apicurio/apicurio-registry) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2026)** [**Apache ActiveMQ Artemis broker**](https://artemis.apache.org/components/artemis) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2026)** [**Red Hat AMQ**](https://www.redhat.com/en/technologies/jboss-middleware/amq) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2026)** [**Apache Pulsar**](https://pulsar.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2026)** [**ksqlDB**](https://www.confluent.io/product/ksqldb) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)* - - **(2026)** [**HBase.apache.org**](https://hbase.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)* - - **(2026)** [**Hive.apache.org**](https://hive.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)* - - **(2026)** [**Apache Drill**](https://drill.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)* - - **(2025)** [**Quarkus - Dev UI 🌟**](https://quarkus.io/guides/dev-ui) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2025)** [**Dekorate**](https://dekorate.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* - - **(2025)** [**JKube**](https://eclipse.dev/jkube) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)* + - **(2026)** [**commjoen/wrongsecrets: OWASP WrongSecrets**](https://github.com/commjoen/wrongsecrets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)* + - **(2026)** [**microcks.io**](https://microcks.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./api.md)* + - **(2026)** [**Apache Maven Changelog Plugin**](https://maven.apache.org/plugins/maven-changelog-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)* + - **(2026)** [**github.com/openliberty**](https://github.com/openliberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./ibm_cloud.md)* + - **(2026)** [**TestNG**](https://testng.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./qa.md)* + - **(2025)** [**Dekorate**](https://dekorate.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* + - **(2025)** [**How Kruize Optimizes OpenShift Workloads**](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./openshift.md)* - **(2025)** [**Git Forensics**](https://plugins.jenkins.io/git-forensics) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2025)** [**Code Average API**](https://plugins.jenkins.io/code-coverage-api) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2025)** [**Allure 🌟**](https://plugins.jenkins.io/allure-jenkins-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* @@ -2496,6 +2495,7 @@ Resources indexed by their primary source language or document format. - **(2025)** [**Metrics**](https://plugins.jenkins.io/metrics) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2025)** [**Cloudbees Credentials 🌟**](https://plugins.jenkins.io/cloudbees-credentials) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2025)** [**AWS Secrets Manager Credentials Provider**](https://plugins.jenkins.io/aws-secrets-manager-credentials-provider) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* + - **(2025)** [**Fortify**](https://plugins.jenkins.io/fortify) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)* *... and 352 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).* @@ -2523,26 +2523,26 @@ Resources indexed by their primary source language or document format. Click to view top 100 of 138 resources under Javascript Content - **(2026)** [==diagrams.net==](https://www.drawio.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)* - - **(2026)** [==serverless.com: Serverless Framework==](https://www.serverless.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./serverless.md)* - - **(2026)** [==Socket.io==](https://socket.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)* - **(2026)** [==PM2==](https://github.com/Unitech/pm2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./monitoring.md)* - **(2026)** [==Screwdriver API==](https://github.com/screwdriver-cd/screwdriver) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)* - **(2026)** [==yokawasa/action-setup-kube-tools==](https://github.com/yokawasa/action-setup-kube-tools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)* + - **(2026)** [==serverless.com: Serverless Framework==](https://www.serverless.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./serverless.md)* + - **(2026)** [==Socket.io==](https://socket.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)* - **(2026)** [==Newman==](https://github.com/postmanlabs/newman) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./postman.md)* - - **(2025)** [==kubernetes.io: Diagram Guide - Mermaid JavaScript library 🌟==](https://kubernetes.io/docs/contribute/style/diagram-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)* - **(2025)** [==draw.io==](https://app.diagrams.net) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)* + - **(2025)** [==kubernetes.io: Diagram Guide - Mermaid JavaScript library 🌟==](https://kubernetes.io/docs/contribute/style/diagram-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)* - **(2025)** [==kubebox==](https://github.com/astefanutti/kubebox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2025)** [==skooner - Kubernetes Dashboard==](https://github.com/skooner-k8s/skooner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2025)** [==ndpsoftware.com: Interactive git cheat sheet 🌟==](https://ndpsoftware.com/git-cheatsheet.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2025)** [==github.com/Azure-Samples/azure-load-testing-samples 🌟==](https://github.com/Azure-Samples/azure-load-testing-samples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./azure.md)* + - **(2025)** [==ndpsoftware.com: Interactive git cheat sheet 🌟==](https://ndpsoftware.com/git-cheatsheet.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2024)** [==Portfall: A desktop k8s port-forwarding portal for easy access to all your cluster UIs 🌟==](https://github.com/Rested/portfall) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2024)** [==crontab.guru 🌟==](https://crontab.guru) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2024)** [==Azure DevOps Dashboard==](https://github.com/cschotte/Azure-DevOps-Dashboard) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./azure.md)* - **(2024)** [==github.com/nicolgit/azure-firewall-mon: az-firewall-mon==](https://github.com/nicolgit/azure-firewall-mon) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./azure.md)* + - **(2024)** [==crontab.guru 🌟==](https://crontab.guru) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2023)** [==automationqahub.com: How to get started with Appium 2.0==](https://automationqahub.com/how-to-do-mobile-automation-using-appium-2-0) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)* - **(2022)** [==kubergui: Kubernetes Deployment Builder🌟==](https://github.com/BrandonPotter/kubergui) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2021)** [==zx==](https://github.com/google/zx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./linux.md)* - **(2021)** [==louislam/uptime-kuma==](https://github.com/louislam/uptime-kuma) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./monitoring.md)* + - **(2021)** [==zx==](https://github.com/google/zx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./linux.md)* - **(2020)** [==github.com/aws-samples/aws-training-demo==](https://github.com/amazon-archives/aws-training-demo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)* - **(2019)** [==github.com/clvx/k8s-rbac-model: Kubernetes RBAC Model==](https://github.com/clvx/k8s-rbac-model) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-security.md)* - **(2016)** [==auchenberg/volkswagen==](https://github.com/auchenberg/volkswagen) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./qa.md)* @@ -2550,77 +2550,77 @@ Resources indexed by their primary source language or document format. - **(2025)** [**gitexplorer.com: Git Command Explorer 🌟🌟**](https://gitexplorer.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2025)** [**former2.com**](https://former2.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-iac.md)* - **(2024)** [**draw.io**](https://drawio-app.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)* - - **(2024)** [**FreeLens**](https://github.com/freelensapp/freelens) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./devel-sites.md)* + - **(2024)** [**FreeLens**](https://github.com/freelensapp/freelens) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes.md)* - **(2023)** [**geeksforgeeks.org: REST API Architectural Constraints**](https://www.geeksforgeeks.org/javascript/rest-api-architectural-constraints) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)* - **(2023)** [**portswigger.net: Introducing vAPI – an open source lab environment to learn about API security**](https://portswigger.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)* - **(2023)** [**experitest.com: Start Automating your mobile tests with Cucumber and Appium**](https://digital.ai/products/continuous-testing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)* - **(2022)** [**automationqahub.com: The Ultimate List of Cypress Interview Questions**](https://automationqahub.com/common-cypress-interview-questions) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./interview-questions.md)* - **(2021)** [**lambdatest.com: Selenium vs Cypress – Which Is Better in 2021?**](https://www.testmuai.com/blog/cypress-vs-selenium-comparison) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)* - - **(2024)** [manz.dev/cheatsheets](https://manz.dev/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2024)** [edotor.net](https://edotor.net) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)* - **(2024)** [dreampuf.github.io/GraphvizOnline](https://dreampuf.github.io/GraphvizOnline) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)* - **(2024)** [graphviz.online](https://graphviz.online) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)* - - **(2023)** [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./finops.md)* + - **(2024)** [manz.dev/cheatsheets](https://manz.dev/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* + - **(2023)** [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2022)** [onecloudplease.com: Console Recorder for AWS](https://onecloudplease.com/project/console-recorder) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-iac.md)* + - **(2021)** [openvim.com](https://openvim.com) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./linux.md)* - **(2021)** [dev.to: Make your own API under 30 lines of code 🌟](https://dev.to/shreyazz/make-your-own-api-under-30-lines-of-code-4doh) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)* - **(2021)** [openapi-comment-parser](https://github.com/bee-travels/openapi-comment-parser) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)* - - **(2021)** [openvim.com](https://openvim.com) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./linux.md)* - **(2026)** [github.com/oslabs-beta/ClusterWatch](https://github.com/oslabs-beta/ClusterWatch) 🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2022)** [autodraw.com](https://www.autodraw.com) 🌟🌟 [EMERGING] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)* - - **(2022)** [MagTape](https://github.com/tmobile/magtape) 🌟🌟 [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* + - **(2022)** [MagTape](https://github.com/tmobile/magtape) 🌟🌟 [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./securityascode.md)* - **(2022)** [nirops/yakiapp](https://github.com/vivekagate/yakiapp) 🌟🌟 [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)* - **(2021)** [KUR8 🌟](https://github.com/oslabs-beta/KUR8) 🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2026)** [pipeline-graph-view 🌟](https://plugins.jenkins.io/pipeline-graph-view) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)* + - **(2026)** [docs.amplify.aws: Set up Amplify Auth](https://docs.amplify.aws/javascript/build-a-backend/auth/set-up-auth) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws.md)* - **(2026)** [Rocket Chat](https://www.rocket.chat) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./workfromhome.md)* - **(2026)** [Obsidian](https://obsidian.md) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./workfromhome.md)* + - **(2026)** [pipeline-graph-view 🌟](https://plugins.jenkins.io/pipeline-graph-view) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2026)** [Markdown Tables Generator](https://www.tablesgenerator.com/markdown_tables) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./mkdocs.md)* - **(2026)** [readme.so](https://readme.so) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./mkdocs.md)* - **(2026)** [cidr.xyz 🌟](https://cidr.xyz) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./networking.md)* - **(2026)** [http.cat 🌟](https://http.cat) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./networking.md)* - - **(2026)** [docs.amplify.aws: Set up Amplify Auth](https://docs.amplify.aws/javascript/build-a-backend/auth/set-up-auth) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws.md)* - **(2026)** [digitalocean.com: Understanding the DOM β€” Document Object Model eBook](https://www.digitalocean.com/community/books/understanding-the-dom-document-object-model-ebook) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)* - **(2026)** [freecodecamp.org: JavaScript DOM Tutorial – How to Build a Calculator App' in JS](https://www.freecodecamp.org/news/javascript-dom-build-a-calculator-app) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)* - **(2026)** [freecodecamp.org: How the Document Object Model Works in JavaScript – DOM' Tutorial for Beginners](https://www.freecodecamp.org/news/javascript-dom) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)* - **(2025)** [cloudcraft.co](https://www.cloudcraft.co) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)* - - **(2025)** [NGINXConfig](https://www.digitalocean.com/community/tools/nginx) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./digitalocean.md)* - - **(2025)** [Google Cloud Code](https://cloud.google.com/code) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)* - **(2025)** [The Ultimate DevOps Tool Chest 🌟](https://digital.ai/learn/diagram-generator) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./devops.md)* + - **(2025)** [NGINXConfig](https://www.digitalocean.com/community/tools/nginx) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./web-servers.md)* + - **(2025)** [Google Cloud Code](https://cloud.google.com/code) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2024)** [jenkins-version](https://github.com/jenkins-infra/jenkins-version) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2024)** [Blue Ocean Pipeline Editor](https://plugins.jenkins.io/blueocean-pipeline-editor) [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2024)** [Port of Firefox's JSON Viewer](https://chromewebstore.google.com/detail/json-viewer/efknglbfhoddmmfabeihlemgekhhnabb) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./ChromeDevTools.md)* - **(2024)** [youcanbook.me](https://youcanbook.me) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)* - **(2024)** [Acuity Scheduling](https://acuityscheduling.com) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)* - **(2024)** [Doodle](https://doodle.com/en) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)* - - **(2023)** [Chrome Extension](https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpihlkgc) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2023)** [oslabs-beta/Palaemon](https://github.com/oslabs-beta/Palaemon) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2023)** [freecodecamp.org: How to Get Started With React – A Beginner's Guide](https://www.freecodecamp.org/news/get-started-with-react-for-beginners) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)* - - **(2023)** [developers.redhat.com: Node.js Cheat Sheet](https://developers.redhat.com/cheat-sheets/nodejs-cheat-sheet) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* - - **(2023)** [freecodecamp.org: How to Build a GitHub Template Repository for Scaffolding with React, Vite, and TailwindCSS](https://www.freecodecamp.org/news/create-a-github-template-repository-with-react-vite-and-tailwindcss) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./git.md)* - - **(2023)** [the-aks-checklist.com: The Azure Kubernetes Service Checklist 🌟🌟🌟](https://www.the-aks-checklist.com) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)* - - **(2023)** [Debuild](https://debuild.co) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./devops.md)* - **(2023)** [itsopensource.com: How to Reduce Node Docker Image Size by 10X](https://itsopensource.com/how-to-reduce-node-docker-image-size-by-ten-times) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./docker.md)* - **(2023)** [clickittech.com: The Ultimate Docker Security Best Practices for Your Node.js Application](https://www.clickittech.com/devops/docker-security-best-practices) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./docker.md)* + - **(2023)** [Debuild](https://debuild.co) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./devops.md)* + - **(2023)** [freecodecamp.org: How to Get Started With React – A Beginner's Guide](https://www.freecodecamp.org/news/get-started-with-react-for-beginners) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)* + - **(2023)** [the-aks-checklist.com: The Azure Kubernetes Service Checklist 🌟🌟🌟](https://www.the-aks-checklist.com) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)* + - **(2023)** [Chrome Extension](https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpihlkgc) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2023)** [Prettier:](https://marketplace.visualstudio.com/items?itemName=esbenp.prettier-vscode) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2023)** [Polacode](https://marketplace.visualstudio.com/items?itemName=pnp.polacode) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2023)** [ESLint:](https://marketplace.visualstudio.com/items?itemName=dbaeumer.vscode-eslint) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2023)** [Prettier ESLint](https://marketplace.visualstudio.com/items?itemName=rvest.vs-code-prettier-eslint) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2023)** [Babel JavaScript](https://marketplace.visualstudio.com/items?itemName=mgmcdermott.vscode-language-babel) [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2023)** [Extension of the Week: Prettier](https://www.youtube.com/shorts/dDtueNAFELo) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* + - **(2023)** [freecodecamp.org: How to Build a GitHub Template Repository for Scaffolding with React, Vite, and TailwindCSS](https://www.freecodecamp.org/news/create-a-github-template-repository-with-react-vite-and-tailwindcss) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./git.md)* + - **(2023)** [developers.redhat.com: Node.js Cheat Sheet](https://developers.redhat.com/cheat-sheets/nodejs-cheat-sheet) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2023)** [blog.postman.com: Introducing the Secret Variable Type in Postman](https://blog.postman.com/introducing-secret-variable-type-in-postman) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./postman.md)* - - **(2022)** [opensource.com: Why choose Rocket.Chat for your open source chat tool](https://opensource.com/article/22/1/rocketchat-data-privacy) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./openshift.md)* + - **(2022)** [dev.to: Automatic API Key rotation for Amazon Managed Grafana](https://dev.to/aws-heroes/automatic-api-key-rotation-for-amazon-managed-grafana-2h68) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws.md)* + - **(2022)** [blog.logrocket.com: AWS Amplify and React Native: A tutorial](https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws.md)* - **(2022)** [**K8bit** β€” the tiny Kubernetes dashboard 🌟](https://github.com/learnk8s/k8bit) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2022)** [Kubernetes Deployment Builder 🌟🌟](https://static.brandonpotter.com/kubernetes/DeploymentBuilder.html) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* + - **(2022)** [opensource.com: Why choose Rocket.Chat for your open source chat tool](https://opensource.com/article/22/1/rocketchat-data-privacy) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./openshift.md)* - **(2022)** [dev.to: How to add In-App notifications to any web app!](https://dev.to/novu/how-to-add-in-app-notifications-to-any-web-app-1b4n) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)* - **(2022)** [web.dev/explore/react](https://web.dev/explore/react) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)* - **(2022)** [freecodecamp.org: HTTP Networking in JavaScript –Handbook for Beginners](https://www.freecodecamp.org/news/http-full-course) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)* - - **(2022)** [smashingmagazine.com: Testing Pipeline 101 For Frontend Testing](https://www.smashingmagazine.com/2022/02/testing-pipeline-101-frontend-testing) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./qa.md)* - - **(2022)** [opensource.com: JavaScript cheat sheet](https://opensource.com/downloads/javascript-cheat-sheet) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* - - **(2022)** [dev.to: Automatic API Key rotation for Amazon Managed Grafana](https://dev.to/aws-heroes/automatic-api-key-rotation-for-amazon-managed-grafana-2h68) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws.md)* - - **(2022)** [blog.logrocket.com: AWS Amplify and React Native: A tutorial](https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws.md)* + - **(2022)** [badarsebard/terraforge](https://github.com/badarsebard/terraforge) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [freecodecamp.org: How to Setup a Basic Serverless REST API with AWS Lambda and API Gateway](https://www.freecodecamp.org/news/how-to-setup-a-basic-serverless-backend-with-aws-lambda-and-api-gateway) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-serverless.md)* - **(2022)** [How to enforce user quota on AWS AppSync with Lambda Authorizer](https://aws.amazon.com/blogs/mobile/how-to-enforce-user-quota-on-aws-appsync-with-lambda-authorizer) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-serverless.md)* - - **(2022)** [badarsebard/terraforge](https://github.com/badarsebard/terraforge) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)* + - **(2022)** [opensource.com: JavaScript cheat sheet](https://opensource.com/downloads/javascript-cheat-sheet) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2022)** [jsoning.com](https://jsoning.com) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./yaml.md)* + - **(2022)** [smashingmagazine.com: Testing Pipeline 101 For Frontend Testing](https://www.smashingmagazine.com/2022/02/testing-pipeline-101-frontend-testing) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./qa.md)* - **(2021)** [oslabs-beta/kubermetrics](https://github.com/oslabs-beta/kubermetrics) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* *... and 38 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).* @@ -2662,8 +2662,8 @@ Resources indexed by their primary source language or document format.
Click to view 22 resources under Json Content - - **(2024)** [==AWS WAF sample rules==](https://github.com/amazon-archives/aws-waf-sample) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)* - **(2024)** [==github.com/dotdc/grafana-dashboards-kubernetes 🌟==](https://github.com/dotdc/grafana-dashboards-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)* + - **(2024)** [==AWS WAF sample rules==](https://github.com/amazon-archives/aws-waf-sample) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)* - **(2023)** [==Percona Grafana dashboards for MySQL and MongoDB monitoring using Prometheus 🌟==](https://github.com/percona/grafana-dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)* - **(2022)** [==github.com/onzack/grafana-dashboards==](https://github.com/onzack/grafana-dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)* - **(2021)** [==github.com/DevOps-Nirvana/Grafana-Dashboards==](https://github.com/DevOps-Nirvana/Grafana-Dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)* @@ -2671,19 +2671,19 @@ Resources indexed by their primary source language or document format. - **(2024)** [**github.com/Azure/Microsoft-Defender-for-Cloud**](https://github.com/Azure/Microsoft-Defender-for-Cloud/tree/main/Workbooks/Network%20Security%20Dashboard) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JSON CONTENT] β€” *Go to [Section](./azure.md)* - **(2023)** [github.com/datreeio/CRDs-catalog: CRDs Catalog](https://github.com/datreeio/CRDs-catalog) 🌟🌟🌟 [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./kubernetes.md)* - **(2023)** [github.com/aws-samples: Service Control Policy examples](https://github.com/aws-samples/service-control-policy-examples) 🌟🌟 [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)* - - **(2026)** [developer.mongodb.com: MongoDB Cheat Sheet](https://www.mongodb.com/docs) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2026)** [Azure Quickstart Templates 🌟](https://learn.microsoft.com/en-us/samples/browse/?expanded=azure&products=azure-resource-manager) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./azure.md)* + - **(2026)** [developer.mongodb.com: MongoDB Cheat Sheet](https://www.mongodb.com/docs) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2023)** [linkedin.com/pulse: Deploying Microsoft Sentinel via - ARM Template vs Terraform](https://www.linkedin.com/pulse/deploying-microsoft-sentinel-via-arm-template-vs-debac-manikandan-ychnc) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [ermetic.com: Diving Deeply into IAM Policy Evaluation – Highlights from AWS re:Inforce IAM433](https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-iam433) [COMMUNITY-TOOL] [GUIDE] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)* - **(2022)** [aws.amazon.com: Scaling AWS Lambda permissions with Attribute-Based Access Control (ABAC)](https://aws.amazon.com/blogs/compute/scaling-aws-lambda-permissions-with-attribute-based-access-control-abac) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./aws-serverless.md)* - - **(2021)** [pulumi.com: Announcing the Pulumi REST API](https://www.pulumi.com/blog/pulumi-rest-api) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./pulumi.md)* + - **(2021)** [Grafana Dashboards](https://grafana.com/grafana/dashboards) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./grafana.md)* - **(2021)** [cloud.redhat.com: How to Observe your Clusters with Red Hat Advanced Cluster Management - Customize the Grafana Dashboard](https://www.redhat.com/en/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./demos.md)* - **(2021)** [dev.to/jcofman: Make VS Code better by editing and updating some settings](https://dev.to/jcofman/make-vs-code-better-by-editing-and-updating-some-settings-4m9a) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2021)** [dev.to: How to configure VSCode Bracket Pair Colors Natively](https://dev.to/amanhimself/how-to-configure-vscode-bracket-pair-colors-natively-3nl) [COMMUNITY-TOOL] [GUIDE] [JSON CONTENT] β€” *Go to [Section](./visual-studio.md)* - - **(2021)** [Grafana Dashboards](https://grafana.com/grafana/dashboards) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./grafana.md)* - - **(2020)** [Introducing GitHub’s OpenAPI Description](https://github.blog/news-insights/product-news/introducing-githubs-openapi-description) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./git.md)* - - **(2020)** [docs.cloudblue.com: Deploying an AKS Cluster with Custom IP Ranges (ARM template)](https://docs.cloudblue.com/cbc/20.5/premium/content/Deployment-of-Product-to-Azure-Cloud-Guide/Deploying-AKS-Cluster-with-Custom-IP-Ranges.htm) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)* + - **(2021)** [pulumi.com: Announcing the Pulumi REST API](https://www.pulumi.com/blog/pulumi-rest-api) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./pulumi.md)* - **(2020)** [github.com/mlabouardy: Grafana Dashboards](https://github.com/mlabouardy/grafana-dashboards) [LEGACY] [JSON CONTENT] β€” *Go to [Section](./grafana.md)* + - **(2020)** [docs.cloudblue.com: Deploying an AKS Cluster with Custom IP Ranges (ARM template)](https://docs.cloudblue.com/cbc/20.5/premium/content/Deployment-of-Product-to-Azure-Cloud-Guide/Deploying-AKS-Cluster-with-Custom-IP-Ranges.htm) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)* + - **(2020)** [Introducing GitHub’s OpenAPI Description](https://github.blog/news-insights/product-news/introducing-githubs-openapi-description) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./git.md)*
@@ -2696,8 +2696,8 @@ Resources indexed by their primary source language or document format.
Click to view 5 resources under Jsonnet Content - - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes-monitoring.md)* - **(2026)** [==jsonnet data templating language==](https://github.com/google/jsonnet/tree/master/case_studies/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes.md)* + - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes-monitoring.md)* - **(2025)** [==Cluster Monitoring stack for ARM / X86-64 platforms==](https://github.com/carlosedp/cluster-monitoring) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2022)** [==slo-libsonnet==](https://github.com/metalmatze/slo-libsonnet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./prometheus.md)* - **(2021)** [prskavec.net: Grafana dashboards and Jsonnet](https://www.prskavec.net/post/grafana-jsonnet) [COMMUNITY-TOOL] [JSONNET CONTENT] β€” *Go to [Section](./grafana.md)* @@ -2774,24 +2774,23 @@ Resources indexed by their primary source language or document format. Click to view top 100 of 345 resources under Markdown Content - **(2026)** [==Awesome Sysadmin==](https://github.com/awesome-foss/awesome-sysadmin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops-tools.md)* - - **(2026)** [==AWS Account Set Up 🌟==](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ocp4.md)* + - **(2026)** [==The Open Guide to Amazon Web Services==](https://github.com/open-guides/og-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)* + - **(2026)** [==aws/containers-roadmap: AWS Containers Roadmap==](https://github.com/aws/containers-roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)* + - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops-tools.md)* + - **(2026)** [==collabnix.github.io/kubetools 🌟==](https://collabnix.github.io/kubetools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2026)** [==ramitsurana/awesome-kubernetes: Tools 🌟==](https://github.com/ramitsurana/awesome-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2026)** [==Awesome Kubectl plugins==](https://github.com/ishantanu/awesome-kubectl-plugins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)* - - **(2026)** [==collabnix.github.io/kubetools 🌟==](https://collabnix.github.io/kubetools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)* - - **(2026)** [==github.com/Ileriayo/markdown-badges: Markdown Badges==](https://github.com/Ileriayo/markdown-badges) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./mkdocs.md)* + - **(2026)** [==Microsoft REST API Guidelines 🌟🌟🌟==](https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./azure.md)* + - **(2026)** [==GitHub public roadmap 🌟==](https://github.com/github/roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)* - **(2026)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./mkdocs.md)* - **(2026)** [==kubernetes.io 🌟==](https://kubernetes.io/docs/reference/kubectl/quick-reference) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2026)** [==cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟==](https://cheatsheetseries.owasp.org/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)* - - **(2026)** [==GitHub public roadmap 🌟==](https://github.com/github/roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)* - - **(2026)** [==The Open Guide to Amazon Web Services==](https://github.com/open-guides/og-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)* - - **(2026)** [==aws/containers-roadmap: AWS Containers Roadmap==](https://github.com/aws/containers-roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)* - - **(2026)** [==Microsoft REST API Guidelines 🌟🌟🌟==](https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./azure.md)* + - **(2026)** [==github.com/Ileriayo/markdown-badges: Markdown Badges==](https://github.com/Ileriayo/markdown-badges) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./mkdocs.md)* + - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops.md)* - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./developerportals.md)* - - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)* - - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)* + - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)* + - **(2025)** [==github.com/shuaibiyy/awesome-terraform==](https://github.com/shuaibiyy/awesome-tf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./terraform.md)* - **(2025)** [==github.com: Docker cheat Sheet==](https://github.com/wsargent/docker-cheat-sheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)* - - **(2025)** [==github.com/shuaibiyy/awesome-terraform==](https://github.com/shuaibiyy/awesome-tf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - **(2024)** [==LeCoupa/awesome-cheatsheets==](https://github.com/LeCoupa/awesome-cheatsheets) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2024)** [==The Google Cloud Developer's Cheat Sheet 🌟==](https://github.com/priyankavergadia/google-cloud-4-words) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2023)** [==mikeroyal/Kubernetes-Guide: Kubernetes Guide 🌟==](https://github.com/mikeroyal/Kubernetes-Guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* @@ -2810,61 +2809,62 @@ Resources indexed by their primary source language or document format. - **(2023)** [==Awesome Linux==](https://github.com/inputsh/awesome-linux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - **(2023)** [==Awesome Scalability==](https://github.com/binhnguyennus/awesome-scalability) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - **(2023)** [==The Book of Secret Knowledge 🌟==](https://github.com/trimstray/the-book-of-secret-knowledge) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - - **(2023)** [==Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)* - - **(2023)** [==learnk8s.io: Load balancing and scaling long-lived connections in Kubernetes 🌟🌟🌟==](https://learnkube.com/kubernetes-long-lived-connections) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)* + - **(2023)** [==Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./matrix-table.md)* + - **(2023)** [==learnk8s.io: Load balancing and scaling long-lived connections in Kubernetes 🌟🌟🌟==](https://learnkube.com/kubernetes-long-lived-connections) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2022)** [==jamesbuckett/ckad-questions==](https://github.com/jamesbuckett/ckad-questions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)* - **(2022)** [==Kubernetes The Hard Way: AWS Edition==](https://github.com/prabhatsharma/kubernetes-the-hard-way-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)* - **(2022)** [==coderstan.com: Apache Spark on Kubernetesβ€”Lessons Learned from Launching Millions of Spark Executors (Databricks Data+AI Summit 2022)==](https://coderstan.com/2022/07/15/spark-on-kubernetes-launching-millions-of-spark-executors) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)* + - **(2021)** [==KEP-2837: Especificaciones de Recursos a Nivel de Pod==](https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)* - **(2021)** [==hobby-kube/guide 🌟==](https://github.com/hobby-kube/guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)* - **(2021)** [==github.com/open-gitops/project 🌟==](https://github.com/open-gitops/project) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./gitops.md)* - **(2021)** [==github.com/cloudogu/gitops-patterns==](https://github.com/cloudogu/gitops-patterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./gitops.md)* + - **(2020)** [==ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟==](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)* - **(2020)** [==react js: mithi/react-philosophies==](https://github.com/mithi/react-philosophies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./javascript.md)* - - **(2020)** [==Configure Docker Service To Use Insecure Registry==](https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./registries.md)* - - **(2020)** [==github.com/stackrox: Certified Kubernetes Security Specialist Study Guide' 🌟==](https://github.com/stackrox/Kubernetes_Security_Specialist_Study_Guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-security.md)* - - **(2020)** [==ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟==](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)* - **(2020)** [==kubernetes.io: Scaling Kubernetes Networking With EndpointSlices==](https://kubernetes.io/blog/2020/09/02/scaling-kubernetes-networking-with-endpointslices) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)* - **(2020)** [==kubernetes.io: Kubernetes 1.20: Kubernetes Volume Snapshot Moves to GA==](https://kubernetes.io/blog/2020/12/10/kubernetes-1.20-volume-snapshot-moves-to-ga) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)* + - **(2020)** [==Configure Docker Service To Use Insecure Registry==](https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./registries.md)* + - **(2020)** [==github.com/stackrox: Certified Kubernetes Security Specialist Study Guide' 🌟==](https://github.com/stackrox/Kubernetes_Security_Specialist_Study_Guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-security.md)* - **(2019)** [==Kubernetes Security Best Practices 🌟==](https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-security.md)* - **(2015)** [==The Art of Command Line==](https://github.com/jlevy/the-art-of-command-line) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./linux.md)* - - **(2014)** [==Awesome Python 🌟==](https://github.com/vinta/awesome-python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* + - **(2014)** [==Awesome Python 🌟==](https://github.com/vinta/awesome-python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./python.md)* - **(2011)** [==GitHub Flow==](https://docs.github.com/en/get-started/using-github/github-flow) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)* - - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops.md)* - - **(2026)** [**ansible-community/awesome-ansible: Awesome Ansible 🌟🌟🌟**](https://github.com/ansible-community/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ansible.md)* + - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tutorials.md)* - **(2026)** [**Awesome GitHub Actions**](https://github.com/sdras/awesome-actions) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)* - **(2026)** [**dastergon/awesome-sre**](https://github.com/dastergon/awesome-sre) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - **(2026)** [**unixorn/awesome-zsh-plugins**](https://github.com/unixorn/awesome-zsh-plugins) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - **(2026)** [**Awesome SysAdmin**](https://github.com/kahun/awesome-sysadmin) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* + - **(2026)** [**ansible-community/awesome-ansible: Awesome Ansible 🌟🌟🌟**](https://github.com/ansible-community/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ansible.md)* - **(2026)** [**runacapital/awesome-oss-alternatives: Awesome open-source alternatives to' SaaS 🌟**](https://github.com/runacapital/awesome-oss-alternatives) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - **(2026)** [**Awesome microservices**](https://github.com/mfornos/awesome-microservices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - **(2026)** [****Rancher 2****](https://www.rancher.com/docs/rancher/v2.x/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./rancher.md)* - - **(2025)** [**arslanbilal/git-cheat-sheet 🌟🌟🌟**](https://github.com/arslanbilal/git-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2025)** [**Amazon SQS FAQs**](https://aws.amazon.com/sqs/faqs) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)* + - **(2025)** [**arslanbilal/git-cheat-sheet 🌟🌟🌟**](https://github.com/arslanbilal/git-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2025)** [**PX-Backup: docs**](https://docs.portworx.com/portworx-backup-on-prem) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)* - - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)* + - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./chatgpt.md)* + - **(2024)** [**Red Hat Build of Kueue**](https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)* + - **(2024)** [**El camino del Frontend Developer**](https://github.com/mrcodedev/frontend-developer-resources) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./devel-sites.md)* - **(2024)** [**github: sematext - Docker Swarm Cheatsheet**](https://github.com/sematext/cheatsheets/blob/master/docker-swarm-cheatsheet.md) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2024)** [**detailyang/awesome-cheatsheet**](https://github.com/detailyang/awesome-cheatsheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2024)** [**github: K8s in 30 mins 🌟**](https://github.com/rosehgal/k8s-In-30Mins) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)* - - **(2024)** [**El camino del Frontend Developer**](https://github.com/mrcodedev/frontend-developer-resources) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./devel-sites.md)* - - **(2024)** [**Red Hat Build of Kueue**](https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)* - - **(2023)** [**docs.databricks.com: Use scheduler pools for multiple streaming workloads**](https://docs.databricks.com/aws/en/structured-streaming/production) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)* - **(2023)** [**dair-ai/ML-Course-Notes: ML Course Notes 🌟**](https://github.com/dair-ai/ML-Course-Notes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./mlops.md)* - - **(2022)** [**https://github.com/jdauphant/awesome-ansible**](https://github.com/jdauphant/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ansible.md)* + - **(2023)** [**docs.databricks.com: Use scheduler pools for multiple streaming workloads**](https://docs.databricks.com/aws/en/structured-streaming/production) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)* - **(2022)** [**github.com/DevOps-Projects-Ideas/DevOps-Books 🌟🌟**](https://github.com/DevOps-Projects-Ideas/DevOps-Books) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./devops.md)* - - **(2022)** [**solo.io: The 3 best ways to use Flux and Flagger for GitOps with your Envoy Proxy API gateways**](https://www.solo.io/blog/the-3-best-ways-to-use-flux-and-flagger-for-gitops-with-your-envoy-proxy-api-gateways) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)* + - **(2022)** [**https://github.com/jdauphant/awesome-ansible**](https://github.com/jdauphant/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ansible.md)* - **(2022)** [**fluxcd.io: How to GitOps Your Terraform**](https://fluxcd.io/blog/2022/09/how-to-gitops-your-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)* + - **(2022)** [**solo.io: The 3 best ways to use Flux and Flagger for GitOps with your Envoy Proxy API gateways**](https://www.solo.io/blog/the-3-best-ways-to-use-flux-and-flagger-for-gitops-with-your-envoy-proxy-api-gateways) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)* - **(2022)** [**mikeroyal/OpenShift-Guide: OpenShift Guide 🌟🌟**](https://github.com/mikeroyal/OpenShift-Guide) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ocp4.md)* - **(2022)** [**infracloud.io: Protecting Kubernetes applications data using Kanister**](https://www.infracloud.io/blogs/protecting-kubernetes-applications-with-kanister) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)* - **(2022)** [**dev.to: Kubernetes Backup & Restore made easy! 🌟**](https://dev.to/techworld_with_nana/kubernetes-backup-restore-made-easy-2nlg) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)* - **(2022)** [**rancher.com: Disaster Recovery Preparedness for Your Kubernetes Clusters 🌟**](https://www.suse.com/c/rancher_blog/disaster-recovery-preparedness-for-your-kubernetes-clusters) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)* - **(2022)** [**kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟**](https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)* - - **(2021)** [**datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available**](https://www.datamechanics.co) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./docker.md)* + - **(2021)** [**gist.github.com: GitOps for Helm Users 🌟**](https://gist.github.com/scottrigby/a1a42c3292ec7899837c578ffdaaf92a) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)* + - **(2021)** [**dustinspecker.com: How Do Kubernetes and Docker Create IP Addresses?!**](https://dustinspecker.com/posts/how-do-kubernetes-and-docker-create-ip-addresses) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)* - **(2021)** [**containo.us: Kubernetes Ingress & Service API Demystified**](https://traefik.io/blog/kubernetes-ingress-service-api-demystified) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)* - **(2021)** [**externalTrafficPolicy=local on kubernetes. How to preserve the source IP in kubernetes**](https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e498212f9) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)* - **(2021)** [**thenewstack.io: HAProxy Kubernetes Ingress Controller Moves Outside the Cluster**](https://thenewstack.io/haproxy-kubernetes-ingress-controller-moves-outside-the-cluster) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)* - **(2021)** [**suse.com: NGINX Guest Blog: NGINX Kubernetes Ingress Controller 🌟**](https://www.suse.com/c/nginx-guest-blog-kubernetes-ingress-controller) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)* - - **(2021)** [**dustinspecker.com: How Do Kubernetes and Docker Create IP Addresses?!**](https://dustinspecker.com/posts/how-do-kubernetes-and-docker-create-ip-addresses) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)* - **(2021)** [**blog.cloudflare.com: Moving k8s communication to gRPC**](https://blog.cloudflare.com/moving-k8s-communication-to-grpc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)* - - **(2021)** [**gist.github.com: GitOps for Helm Users 🌟**](https://gist.github.com/scottrigby/a1a42c3292ec7899837c578ffdaaf92a) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)* + - **(2021)** [**datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available**](https://www.datamechanics.co) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)* - **(2021)** [**akomljen.com: Kubernetes Backup and Restore with Velero 🌟**](https://akomljen.com/kubernetes-backup-and-restore-with-velero) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)* - **(2021)** [**cloud.redhat.com: Velero Backup and Restore of an Application Using gp2 StorageClass on ROSA**](https://www.redhat.com/en/blog/velero-backup-and-restore-of-an-application-using-gp2-storageclass-on-rosa) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)* - **(2021)** [**percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes Operator for XtraDB Cluster)**](https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)* @@ -2912,8 +2912,8 @@ Resources indexed by their primary source language or document format.
Click to view 2 resources under Multi Content - - **(2026)** [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform) [COMMUNITY-TOOL] [MULTI CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)* - **(2026)** [github.com/aws-samples 🌟](https://github.com/aws-samples) [COMMUNITY-TOOL] [MULTI CONTENT] β€” *Go to [Section](./demos.md)* + - **(2026)** [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform) [COMMUNITY-TOOL] [MULTI CONTENT] β€” *Go to [Section](./demos.md)*
@@ -3073,23 +3073,23 @@ Resources indexed by their primary source language or document format.
Click to view 67 resources under Powershell Content - - **(2026)** [==janikvonrotz/awesome-powershell==](https://github.com/janikvonrotz/awesome-powershell) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - **(2026)** [==github.com/microsoft/finops-toolkit==](https://github.com/microsoft/finops-toolkit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - **(2026)** [==PowerShell==](https://learn.microsoft.com/en-us/powershell) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - **(2026)** [==PowerShell Gallery 🌟==](https://www.powershellgallery.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - **(2026)** [==dahlbyk/posh-git==](https://github.com/dahlbyk/posh-git) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* + - **(2026)** [==janikvonrotz/awesome-powershell==](https://github.com/janikvonrotz/awesome-powershell) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - **(2024)** [==github.com/ElanShudnow/AzureCode==](https://github.com/ElanShudnow/AzureCode) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - **(2024)** [==github.com/JulianHayward/AzADServicePrincipalInsights==](https://github.com/JulianHayward/AzADServicePrincipalInsights) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - **(2024)** [==github.com/microsoft/ARI: Azure Resource Inventory 🌟🌟🌟==](https://github.com/microsoft/ARI) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - **(2026)** [**PowerShell Community**](https://devblogs.microsoft.com/powershell-community) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - - **(2025)** [**EntraExporter**](https://github.com/microsoft/entraexporter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* + - **(2025)** [**EntraExporter**](https://github.com/microsoft/entraexporter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./devops.md)* - **(2024)** [**github.com/JFolberth/TheYAMLPipelineOne 🌟**](https://github.com/JFolberth/TheYAMLPipelineOne) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - **(2024)** [**microsoftgraph/msgraph-sdk-powershell/samples: 9-Applications.ps1**](https://github.com/microsoftgraph/msgraph-sdk-powershell) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - **(2024)** [**powershellmagazine.com**](https://powershellmagazine.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./databases.md)* + - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)* - **(2024)** [Secure DevOps Kit for Azure](https://github.com/azsk/DevOpsKit) 🌟🌟🌟 [LEGACY] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - - **(2023)** [gist.github.com: This snippet contains the steps to generate a terraform' plan and post it as a comment of a pull request in Azure DevOps](https://gist.github.com/GTRekter/51f8be3fbfb13b3696f92e117d956597) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - **(2023)** [deepinstinct.com: What makes powershell a challenge for cybersecurity solutions? 🌟](https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* + - **(2023)** [gist.github.com: This snippet contains the steps to generate a terraform' plan and post it as a comment of a pull request in Azure DevOps](https://gist.github.com/GTRekter/51f8be3fbfb13b3696f92e117d956597) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - **(2022)** [fedoramagazine.org: PowerShell on Linux? A primer on Object-Shells](https://fedoramagazine.org/powershell-on-linux-a-primer-on-object-shells) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - **(2021)** [thomasmaurer.ch: PowerShell: Download script or file from GitHub](https://www.thomasmaurer.ch/2021/07/powershell-download-script-or-file-from-github) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* - **(2021)** [sqlservercentral.com: Powershell Day by Day: Adding Help to Scripts](https://www.sqlservercentral.com/articles/powershell-day-by-day-adding-help-to-scripts) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)* @@ -3247,79 +3247,79 @@ Resources indexed by their primary source language or document format.
Click to view top 100 of 385 resources under Python Content - - **(2026)** [==AWX==](https://github.com/ansible/awx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./about.md)* - **(2026)** [==Kadalu==](https://github.com/kadalu/kadalu) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-storage.md)* - **(2026)** [==mingrammer/diagrams==](https://github.com/mingrammer/diagrams) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)* + - **(2026)** [==github.com/localstack/localstack==](https://github.com/localstack/localstack) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)* + - **(2026)** [==Glances==](https://github.com/nicolargo/glances) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./monitoring.md)* - **(2026)** [==Checkov 🌟==](https://github.com/bridgecrewio/checkov) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2026)** [==antigravity.google: Google Antigravity Agentic Platform==](https://antigravity.google) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)* - - **(2026)** [==pre-commit==](https://pre-commit.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)* - - **(2026)** [==Odoo Mergebot==](https://github.com/odoo/odoo/wiki/Mergebot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)* - - **(2026)** [==NetBox IPAM 🌟==](https://github.com/netbox-community/netbox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./networking.md)* + - **(2026)** [==Patroni==](https://github.com/patroni/patroni) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)* + - **(2026)** [==cybersecsi/RAUDI==](https://github.com/cybersecsi/RAUDI) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./docker.md)* - **(2026)** [==github.com/awslabs: Kubernetes Migration Factory User Guide 🌟==](https://github.com/awslabs/aws-kubernetes-migration-factory) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)* - **(2026)** [==PyGithub 🌟==](https://github.com/PyGithub/PyGithub) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - **(2026)** [==pydantic/pydantic==](https://github.com/pydantic/pydantic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - **(2026)** [==github.com/reactive-python/reactpy==](https://github.com/reactive-python/reactpy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - **(2026)** [==Click 🌟==](https://click.palletsprojects.com/en/stable) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - - **(2026)** [==cybersecsi/RAUDI==](https://github.com/cybersecsi/RAUDI) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./docker.md)* - - **(2026)** [==Patroni==](https://github.com/patroni/patroni) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)* - - **(2026)** [==ermetic/access-undenied-aws 🌟==](https://github.com/tenable/access-undenied-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)* - - **(2026)** [==github.com/localstack/localstack==](https://github.com/localstack/localstack) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)* - - **(2026)** [==Glances==](https://github.com/nicolargo/glances) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./monitoring.md)* + - **(2026)** [==antigravity.google: Google Antigravity Agentic Platform==](https://antigravity.google) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)* + - **(2026)** [==checkov.io==](https://www.checkov.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./securityascode.md)* + - **(2026)** [==Cloud Custodian==](https://github.com/cloud-custodian/cloud-custodian) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./securityascode.md)* + - **(2026)** [==pre-commit==](https://pre-commit.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)* + - **(2026)** [==Odoo Mergebot==](https://github.com/odoo/odoo/wiki/Mergebot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)* + - **(2026)** [==AWX==](https://github.com/ansible/awx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)* + - **(2026)** [==airflow.apache.org: KubernetesPodOperator 🌟🌟🌟==](https://airflow.apache.org/docs/apache-airflow-providers-cncf-kubernetes/stable/operators.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2026)** [==pyca/bcrypt==](https://github.com/pyca/bcrypt) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2026)** [==argon2-cffi==](https://argon2-cffi.readthedocs.io/en/stable) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2026)** [==docs.python.org: scrypt (standard library)==](https://docs.python.org/3/library/hashlib.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2026)** [==cryptography.io: scrypt (cryptography)==](https://cryptography.io/en/latest/hazmat/primitives/key-derivation-functions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2026)** [==github.com/prowler-cloud/prowler 🌟🌟==](https://github.com/prowler-cloud/prowler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)* - - **(2026)** [==checkov.io==](https://www.checkov.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./securityascode.md)* - - **(2026)** [==Cloud Custodian==](https://github.com/cloud-custodian/cloud-custodian) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./securityascode.md)* + - **(2026)** [==ermetic/access-undenied-aws 🌟==](https://github.com/tenable/access-undenied-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)* - **(2026)** [==github.com/kubernetes-client/python==](https://github.com/kubernetes-client/python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)* - - **(2026)** [==airflow.apache.org: KubernetesPodOperator 🌟🌟🌟==](https://airflow.apache.org/docs/apache-airflow-providers-cncf-kubernetes/stable/operators.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)* + - **(2026)** [==NetBox IPAM 🌟==](https://github.com/netbox-community/netbox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./networking.md)* - **(2025)** [==robusta-dev/krr==](https://github.com/robusta-dev/krr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2025)** [==Skyvern==](https://github.com/Skyvern-ai/Skyvern) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)* - - **(2025)** [==vLLM on Kubernetes==](https://github.com/vllm-project/vllm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)* + - **(2025)** [==Spilo: HA PostgreSQL Clusters with Docker==](https://github.com/zalando/spilo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)* + - **(2025)** [==github.com/JPCERTCC/LogonTracer==](https://github.com/JPCERTCC/LogonTracer) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./azure.md)* - **(2025)** [==Python 3 standard library Module of the Week, Doug Hellmann==](https://pymotw.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - **(2025)** [==google/python-fire 🌟==](https://github.com/google/python-fire) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - **(2025)** [==joke2k/faker 🌟==](https://github.com/joke2k/faker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - - **(2025)** [==Spilo: HA PostgreSQL Clusters with Docker==](https://github.com/zalando/spilo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)* + - **(2025)** [==vLLM on Kubernetes==](https://github.com/vllm-project/vllm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)* + - **(2025)** [==Skyvern==](https://github.com/Skyvern-ai/Skyvern) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)* + - **(2025)** [==kislyuk/yq==](https://github.com/kislyuk/yq) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./yaml.md)* - **(2025)** [==github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on==](https://github.com/awslabs/assisted-log-enabler-for-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)* - **(2025)** [==github.com/infrahouse/infrahouse-toolkit==](https://github.com/infrahouse/infrahouse-toolkit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)* - **(2025)** [==Metabadger==](https://github.com/salesforce/metabadger) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)* - **(2025)** [==github.com/welldone-cloud/aws-list-resources==](https://github.com/welldone-cloud/aws-list-resources) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)* - - **(2025)** [==github.com/JPCERTCC/LogonTracer==](https://github.com/JPCERTCC/LogonTracer) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./azure.md)* - - **(2025)** [==kislyuk/yq==](https://github.com/kislyuk/yq) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./yaml.md)* - **(2025)** [==Locust==](https://locust.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)* - **(2025)** [==github.com/kubernetes-client/python-base==](https://github.com/kubernetes-client/python-base) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)* - - **(2024)** [==jinja 🌟==](https://github.com/pallets/jinja) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)* + - **(2024)** [==LLMs-from-scratch==](https://github.com/rasbt/LLMs-from-scratch) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./chatgpt.md)* - **(2024)** [==Kubernetes Janitor==](https://codeberg.org/hjacobs/kube-janitor) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2024)** [==kubestriker 🌟==](https://github.com/vchinnipilli/kubestriker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2024)** [==LLMs-from-scratch==](https://github.com/rasbt/LLMs-from-scratch) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)* + - **(2024)** [==datafold/data-diff==](https://github.com/datafold/data-diff) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)* + - **(2024)** [==github.com/VikParuchuri/surya==](https://github.com/datalab-to/surya) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)* + - **(2024)** [==github.com/Netflix/metaflow 🌟==](https://github.com/Netflix/metaflow) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)* + - **(2024)** [==PowerfulSeal==](https://github.com/powerfulseal/powerfulseal) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./chaos-engineering.md)* - **(2024)** [==github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟==](https://github.com/aws-samples/aws-auto-inventory) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)* - - **(2024)** [==cheat.sh 🌟==](https://cheat.sh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2024)** [==pandas.pydata.org: Reshaping by pivoting DataFrame objects==](https://pandas.pydata.org/pandas-docs/stable/reshaping.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - **(2024)** [==PyWhatKit==](https://github.com/Ankit404butfound/PyWhatKit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - **(2024)** [==github.com: Django Sage Painless==](https://github.com/sageteamorg/django-sage-painless) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - **(2024)** [==github.com: Django app + RESTful API for automatic billing==](https://github.com/silverapp/silver) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - - **(2024)** [==datafold/data-diff==](https://github.com/datafold/data-diff) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)* - - **(2024)** [==ec2-spot-converter==](https://github.com/jcjorel/ec2-spot-converter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)* - - **(2024)** [==github: ElectricEye==](https://github.com/jonrau1/ElectricEye/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)* - - **(2024)** [==PowerfulSeal==](https://github.com/powerfulseal/powerfulseal) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./chaos-engineering.md)* - **(2024)** [==Python Visual Studio Code==](https://github.com/microsoft/vscode-python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./visual-studio.md)* - - **(2024)** [==github.com/VikParuchuri/surya==](https://github.com/datalab-to/surya) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)* - - **(2024)** [==github.com/Netflix/metaflow 🌟==](https://github.com/Netflix/metaflow) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)* - - **(2023)** [==qontract==](https://github.com/app-sre/qontract-server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* + - **(2024)** [==jinja 🌟==](https://github.com/pallets/jinja) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)* + - **(2024)** [==cheat.sh 🌟==](https://cheat.sh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cheatsheets.md)* + - **(2024)** [==github: ElectricEye==](https://github.com/jonrau1/ElectricEye/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)* + - **(2024)** [==ec2-spot-converter==](https://github.com/jcjorel/ec2-spot-converter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)* - **(2023)** [==github.com/microsoft/ML-For-Beginners: Machine Learning for Beginners' - A Curriculum==](https://github.com/microsoft/ML-For-Beginners) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)* - **(2023)** [==github.com/mlabonne/llm-course==](https://github.com/mlabonne/llm-course) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)* - **(2023)** [==github.com/openai/openai-cookbook: OpenAI Cookbook==](https://github.com/openai/openai-cookbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)* - - **(2023)** [==github.com/aws-samples/aws-waf-ops-dashboards==](https://github.com/aws-samples/aws-waf-ops-dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)* - - **(2023)** [==github.com/aws-samples: Guide to Resource Tagging Automation==](https://github.com/aws-samples/resource-tagging-automation) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)* - - **(2023)** [==OpenShift AI Examples==](https://github.com/CastawayEGR/openshift-ai-examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)* - - **(2023)** [==github.com/ekramasif: Basic Machine Learning - Python Cheatsheet==](https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cheatsheets.md)* - - **(2023)** [==lucidrains/PaLM-rlhf-pytorch==](https://github.com/lucidrains/PaLM-rlhf-pytorch) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)* - - **(2023)** [==github.com/gventuri/pandas-ai==](https://github.com/sinaptik-ai/pandas-ai) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - - **(2023)** [==SLO Generator==](https://github.com/google/slo-generator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./prometheus.md)* - - **(2023)** [==github.com/sauljabin/kaskade==](https://github.com/sauljabin/kaskade) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)* + - **(2023)** [==qontract==](https://github.com/app-sre/qontract-server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2023)** [==github.com/meta-llama/llama-recipes==](https://github.com/meta-llama/llama-cookbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)* - **(2023)** [==rubrix==](https://github.com/argilla-io/argilla) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)* + - **(2023)** [==SLO Generator==](https://github.com/google/slo-generator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./prometheus.md)* + - **(2023)** [==OpenShift AI Examples==](https://github.com/CastawayEGR/openshift-ai-examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)* + - **(2023)** [==github.com/aws-samples/aws-waf-ops-dashboards==](https://github.com/aws-samples/aws-waf-ops-dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)* + - **(2023)** [==github.com/aws-samples: Guide to Resource Tagging Automation==](https://github.com/aws-samples/resource-tagging-automation) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)* + - **(2023)** [==github.com/gventuri/pandas-ai==](https://github.com/sinaptik-ai/pandas-ai) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* + - **(2023)** [==lucidrains/PaLM-rlhf-pytorch==](https://github.com/lucidrains/PaLM-rlhf-pytorch) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)* + - **(2023)** [==github.com/ekramasif: Basic Machine Learning - Python Cheatsheet==](https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cheatsheets.md)* + - **(2023)** [==github.com/sauljabin/kaskade==](https://github.com/sauljabin/kaskade) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2022)** [==Promgen 🌟==](https://github.com/line/promgen) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./prometheus.md)* - **(2021)** [==**k8s-job-notify**==](https://github.com/sukeesh/k8s-job-notify) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2021)** [==OpenShiftKubeAudit==](https://github.com/AICoE/OpenShiftKubeAudit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* @@ -3332,21 +3332,21 @@ Resources indexed by their primary source language or document format. - **(2019)** [==GitHub Quay (OSS)==](https://github.com/quay/quay) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ocp4.md)* - **(2015)** [==Yagmail: Python e-mail library==](https://github.com/kootenpv/yagmail) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - **(2015)** [==AWS Lambda Update – Python, VPC, Increased Function Duration, Scheduling, and More==](https://aws.amazon.com/blogs/aws/aws-lambda-update-python-vpc-increased-function-duration-scheduling-and-more) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-newfeatures.md)* - - **(2026)** [**Marge-bot: A merge-bot for GitLab**](https://github.com/smarkets/marge-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./git.md)* - **(2026)** [**jertel/elastalert2**](https://github.com/jertel/elastalert2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./monitoring.md)* + - **(2026)** [**Marge-bot: A merge-bot for GitLab**](https://github.com/smarkets/marge-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./git.md)* - **(2026)** [**docs.astronomer.io: Dynamically generating DAGs in Airflow**](https://www.astronomer.io/docs/learn/dynamically-generating-dags) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2025)** [**Portfolio Architecture Tooling**](https://redhatdemocentral.gitlab.io/portfolio-architecture-tooling) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)* - **(2025)** [**WinPython: Portable Scientific Python 2/3 32/64bit Distribution for Windows**](https://sourceforge.net/projects/winpython) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - - **(2024)** [**docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes objects**](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./about.md)* - - **(2024)** [**Pydeps 🌟**](https://github.com/thebjorn/pydeps) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* - - **(2024)** [**github.com/databrickslabs/ucx: Databricks Labs UCX**](https://github.com/databrickslabs/ucx) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)* - **(2024)** [**zenml.io: ZenML**](https://www.zenml.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)* - **(2024)** [**github.com/XuehaiPan/nvitop 🌟**](https://github.com/XuehaiPan/nvitop) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)* - **(2024)** [**github.com/aimhubio/aim**](https://github.com/aimhubio/aim) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)* + - **(2024)** [**Pydeps 🌟**](https://github.com/thebjorn/pydeps) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)* + - **(2024)** [**docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes objects**](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)* + - **(2024)** [**github.com/databrickslabs/ucx: Databricks Labs UCX**](https://github.com/databrickslabs/ucx) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)* - **(2024)** [**Tempest Testing Project**](https://docs.openstack.org/tempest/latest) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)* - **(2023)** [**github.com/NielsRogge/Transformers-Tutorials**](https://github.com/NielsRogge/Transformers-Tutorials) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)* - - **(2023)** [**Getting Started with Data Wrangler in VS Code**](https://code.visualstudio.com/docs/datascience/data-wrangler) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)* - - **(2023)** [**Couler**](https://github.com/couler-proj/couler) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)* + - **(2023)** [**github.com/CASIA-IVA-Lab/FastSAM**](https://github.com/CASIA-LMC-Lab/FastSAM) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)* + - **(2023)** [**towardsdatascience.com: Deploying LLM Apps to AWS, the Open-Source Self-Service Way**](https://towardsdatascience.com/deploying-llm-apps-to-aws-the-open-source-self-service-way-c54b8667d829) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)* *... and 285 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
@@ -3494,16 +3494,16 @@ Resources indexed by their primary source language or document format. - **(2025)** [==k8s-ruby: Kubernetes Ruby Client==](https://github.com/k8s-ruby/k8s-ruby) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)* - **(2020)** [==Krane 🌟==](https://github.com/appvia/krane) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-security.md)* - **(2022)** [**Capistrano**](https://capistranorb.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)* - - **(2024)** [learn.chef.io](https://www.chef.io/training/tutorials) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)* - **(2024)** [Terraspace.cloud](https://terraspace.cloud) 🌟🌟🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./terraform.md)* + - **(2024)** [learn.chef.io](https://www.chef.io/training/tutorials) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)* - **(2021)** [cuber-cloud/cuber-gem: CUBER](https://github.com/cuber-cloud/cuber-gem) 🌟🌟🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2023)** [kubes 🌟](https://github.com/boltops-tools/kubes) 🌟🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2022)** [Kuby](https://getkuby.io) 🌟🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2026)** [Foreman](https://www.theforeman.org) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)* - **(2026)** [Travis CI](https://www.travis-ci.com) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)* + - **(2026)** [Foreman](https://www.theforeman.org) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)* + - **(2021)** [opensource.com: Build your website with Jekyll](https://opensource.com/article/21/9/build-website-jekyll) [COMMUNITY-TOOL] [GUIDE] [RUBY CONTENT] β€” *Go to [Section](./mkdocs.md)* - **(2021)** [vagrant: ansible tower](https://portal.cloud.hashicorp.com/vagrant/discover/ansible/tower) [LEGACY] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)* - **(2021)** [vagrant: centos-awx](https://portal.cloud.hashicorp.com/vagrant/discover/krlex/centos-awx) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)* - - **(2021)** [opensource.com: Build your website with Jekyll](https://opensource.com/article/21/9/build-website-jekyll) [COMMUNITY-TOOL] [GUIDE] [RUBY CONTENT] β€” *Go to [Section](./mkdocs.md)* - **(2021)** [dj-wasabi/vagrant-kubernetes](https://github.com/dj-wasabi/vagrant-kubernetes) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)* - **(2020)** [Kerbi 🌟](https://github.com/xavier-mt/kerbi) 🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2020)** [git-cipher](https://github.com/wincent/git-cipher) 🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./devsecops.md)* @@ -3524,9 +3524,9 @@ Resources indexed by their primary source language or document format. - **(2026)** [==Ramilito/kubesess==](https://github.com/Ramilito/kubesess) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes.md)* - **(2026)** [==davidB/kubectl-view-allocations==](https://github.com/davidB/kubectl-view-allocations) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes.md)* - **(2026)** [==stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟==](https://github.com/stepchowfun/docuum) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./docker.md)* - - **(2026)** [==metalbear-co/mirrord==](https://github.com/metalbear-co/mirrord) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2026)** [==Linkerd==](https://linkerd.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)* - - **(2025)** [==SQL Studio: A Unified SQL Database Explorer==](https://github.com/frectonz/sql-studio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./databases.md)* + - **(2026)** [==metalbear-co/mirrord==](https://github.com/metalbear-co/mirrord) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./visual-studio.md)* + - **(2025)** [==SQL Studio: A Unified SQL Database Explorer==](https://github.com/frectonz/sql-studio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./devops-tools.md)* - **(2025)** [==Ruff==](https://github.com/astral-sh/ruff) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./python.md)* - **(2025)** [==github.com/01mf02/jaq==](https://github.com/01mf02/jaq) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./yaml.md)* - **(2025)** [==github.com/ynqa/jnv 🌟==](https://github.com/ynqa/jnv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./yaml.md)* @@ -3544,8 +3544,8 @@ Resources indexed by their primary source language or document format. - **(2021)** [**linkerd.io: Benchmarking Linkerd and Istio: 2021 Redux**](https://linkerd.io/2021/11/29/linkerd-vs-istio-benchmarks-2021/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)* - **(2021)** [**linkerd.io: Multi-cluster communication**](https://linkerd.io/2.10/tasks/multicluster/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)* - **(2021)** [**linkerd.io: Announcing Linkerd's Graduation**](https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)* - - **(2020)** [**Bors Bot**](https://bors.tech) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./git.md)* - **(2020)** [**Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes**](https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)* + - **(2020)** [**Bors Bot**](https://bors.tech) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./git.md)* - **(2024)** [getseabird.github.io 🌟](https://getseabird.github.io) 🌟🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)* - **(2021)** [containerjournal.com: Linkerd’s CNCF Graduation Due to its Simplicity](https://cloudnativenow.com/features/linkerds-cncf-graduation-due-to-its-simplicity) 🌟🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)* - **(2021)** [buoyant.io: Go directly to namespace jail: Locking down network traffic between Kubernetes namespaces](https://www.buoyant.io/blog/locking-down-network-traffic-between-kubernetes-namespaces) 🌟🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)* @@ -3553,12 +3553,12 @@ Resources indexed by their primary source language or document format. - **(2021)** [fpcomplete.com: Announcing Amber, encrypted secrets management](https://academy.fpblock.com/blog/announcing-amber-ci-secret-tool) 🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2021)** [avencera/yamine](https://github.com/avencera/yamine) 🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./yaml.md)* - **(2026)** [difftastic.wilfred.me.uk](https://difftastic.wilfred.me.uk) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./linux.md)* - - **(2023)** [metalbear.co: Writing a Kubernetes Operator](https://metalbear.com/blog/writing-a-kubernetes-operator) [COMMUNITY-TOOL] [GUIDE] [RUST CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)* - **(2023)** [dev.to: Simplify Your Dockerfile wiyth Rust programming language| Kamesh Sampath](https://dev.to/kameshsampath/simplify-your-dockerfile-1j5k) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./docker.md)* + - **(2023)** [metalbear.co: Writing a Kubernetes Operator](https://metalbear.com/blog/writing-a-kubernetes-operator) [COMMUNITY-TOOL] [GUIDE] [RUST CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)* - **(2023)** [github.com/ualter: AwsBe](https://github.com/ualter/awsbe-site) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./aws.md)* - **(2021)** [Pscheidl/kubexplorer](https://github.com/Pscheidl/kubectl-explorer) 🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2021)** [github.blog: Improving GitHub code search](https://github.blog/engineering/improving-github-code-search) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./git.md)* - **(2021)** [itsfoss.com/exa](https://itsfoss.com/exa) [GUIDE] [LEGACY] [RUST CONTENT] β€” *Go to [Section](./linux.md)* + - **(2021)** [github.blog: Improving GitHub code search](https://github.blog/engineering/improving-github-code-search) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./git.md)* - **(2020)** [Introducing Cloud Formation Guard - a new opensource CLI for infrastructure compliance](https://aws.amazon.com/about-aws/whats-new/2020/06/introducing-aws-cloudformation-guard-preview) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./aws-iac.md)*
@@ -3614,10 +3614,10 @@ Resources indexed by their primary source language or document format.
Click to view top 100 of 182 resources under Shell Content - - **(2026)** [==nicolaka/netshoot==](https://github.com/nicolaka/netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2026)** [==github.com: openshift cheat sheet 3==](https://github.com/mhausenblas/openshift-cheat-sheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)* - - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./aws-security.md)* - **(2026)** [==ASDF 🌟==](https://asdf-vm.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./devops-tools.md)* + - **(2026)** [==nicolaka/netshoot==](https://github.com/nicolaka/netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* + - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./linux.md)* + - **(2026)** [==github.com: openshift cheat sheet 3==](https://github.com/mhausenblas/openshift-cheat-sheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2026)** [==GitHub: OKD4==](https://github.com/okd-project/okd/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./ocp4.md)* - **(2026)** [==ahmetb/kubectl-aliases==](https://github.com/ahmetb/kubectl-aliases) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubectl-commands.md)* - **(2026)** [==complete-alias==](https://github.com/cykerway/complete-alias) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubectl-commands.md)* @@ -3630,19 +3630,19 @@ Resources indexed by their primary source language or document format. - **(2022)** [==MicroK8s & Kubernetes security benchmark from CIS==](https://github.com/didier-durand/microk8s-kube-bench) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)* - **(2022)** [==github.com/lensesio/fast-data-dev (Lenses Box)==](https://github.com/lensesio/fast-data-dev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2021)** [==bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course==](https://github.com/bmuschko/ckad-crash-course) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)* + - **(2021)** [==Jenkins-X + Tekton on OpenShift==](https://github.com/openshift/tektoncd-pipeline-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)* - **(2021)** [==Kata Containers on MicroK8s==](https://github.com/didier-durand/microk8s-kata-containers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)* - **(2021)** [==**k8s-tew**==](https://github.com/darxkies/k8s-tew) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)* - **(2021)** [==github.com/cloudogu/gitops-playground#example-applications==](https://github.com/cloudogu/gitops-playground) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./gitops.md)* - - **(2021)** [==Jenkins-X + Tekton on OpenShift==](https://github.com/openshift/tektoncd-pipeline-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)* - - **(2020)** [==Simplenetes==](https://github.com/simplenetes-io/simplenetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)* - **(2020)** [==Get applied and effective apiVersion from Kubernetes objects==](https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)* + - **(2020)** [==Simplenetes==](https://github.com/simplenetes-io/simplenetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)* - **(2020)** [==Jenkins Docker Image for Openshift v3==](https://github.com/openshift/jenkins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2018)** [==github: Steps I used to install Nagios in the cloud==](https://github.com/andrewpuch/nagios_setup) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./aws.md)* - **(2013)** [==github.com/zsh-users/zsh-autosuggestions 🌟==](https://github.com/zsh-users/zsh-autosuggestions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./linux.md)* - **(2010)** [==Kubetail 🌟==](https://github.com/johanhaleby/kubetail) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2009)** [==Oh My Zsh==](https://ohmyz.sh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./linux.md)* - - **(2025)** [**action-tmate: Debug GitHub Actions via SSH**](https://github.com/mxschmitt/action-tmate) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./cicd.md)* - **(2025)** [**DockSTARTer**](https://github.com/GhostWriters/DockSTARTer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./devops-tools.md)* + - **(2025)** [**action-tmate: Debug GitHub Actions via SSH**](https://github.com/mxschmitt/action-tmate) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./devops-tools.md)* - **(2025)** [**github.com/jonmosco/kube-ps1 ⭐**](https://github.com/jonmosco/kube-ps1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2024)** [**Quarkus Images**](https://github.com/quarkusio/quarkus-images) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./java_frameworks.md)* - **(2021)** [**ssbostan/jenkins-tutorial 🌟**](https://github.com/ssbostan/jenkins-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./jenkins.md)* @@ -3650,10 +3650,10 @@ Resources indexed by their primary source language or document format. - **(2014)** [**Linux networking examples and tutorials for advanced users**](https://github.com/knorrie/network-examples) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./linux.md)* - **(2025)** [kvaps/kubectl-node-shell](https://github.com/kvaps/kubectl-node-shell) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2023)** [kube-backup: Kubernetes resource state sync to git](https://github.com/pieterlange/kube-backup) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)* - - **(2022)** [javarevisited.blogspot.com: How to send POST Request with JSON Payload using Curl Command in Linux to Test RESTful Web Services?](https://javarevisited.blogspot.com/2022/08/how-to-post-json-data-with-curl-command.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./api.md)* - **(2022)** [seifbassem.com: SSH into your Azure Arc-enabled servers from anywhere](https://blog.seifbassem.com/blogs/posts/azure-arc-ssh) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./azure.md)* - - **(2021)** [github.com/redhatdemocentral: OpenShift Container Platform Install Demo' 🌟](https://github.com/redhatdemocentral/ocp-install-demo) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)* + - **(2022)** [javarevisited.blogspot.com: How to send POST Request with JSON Payload using Curl Command in Linux to Test RESTful Web Services?](https://javarevisited.blogspot.com/2022/08/how-to-post-json-data-with-curl-command.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./api.md)* - **(2021)** [Kubernetes setup with CRI-O Runtime](https://github.com/msfidelis/kubernetes-with-cri-o) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)* + - **(2021)** [github.com/redhatdemocentral: OpenShift Container Platform Install Demo' 🌟](https://github.com/redhatdemocentral/ocp-install-demo) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)* - **(2021)** [hashinteractive.com: MONGODUMP AND MONGORESTORE VS MONGOEXPORT AND MONGOIMPORT](https://hashinteractive.com/blog/mongodump-and-mongorestore-vs-mongoexport-and-mongoimport) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./nosql.md)* - **(2020)** [github.com/kelseyhightower: Serverless Vault with Cloud Run](https://github.com/kelseyhightower/serverless-vault-with-cloud-run) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2019)** [groundnuty/k8s-wait-for 🌟](https://github.com/groundnuty/k8s-wait-for) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* @@ -3668,6 +3668,7 @@ Resources indexed by their primary source language or document format. - **(2020)** [openshift-yolo](https://github.com/e-minguez/openshift-yolo) 🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./ocp4.md)* - **(2019)** [Kubernetes v1.16 API deprecation testing](https://gist.github.com/jimangel/0014770713cdca8b363816930ef2520f) 🌟🌟 [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-releases.md)* - **(2016)** [Avoiding pitfalls running Mongo 3.2 in Docker on OSX](https://iainhunter.wordpress.com/2016/01/12/avoiding-pitfalls-running-mongo-3-2-in-docker-on-osx) 🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./nosql.md)* + - **(2026)** [Bash and Expect Snippets](https://www.igoroseledko.com/bash-and-expect-snippets) [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - **(2026)** [github.com/sclorg/](https://github.com/sclorg) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)* - **(2026)** [github.com/sclorg/mariadb-container](https://github.com/sclorg/mariadb-container) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)* - **(2026)** [lzone.de/cheat-sheet/Maven](https://lzone.de) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)* @@ -3684,36 +3685,35 @@ Resources indexed by their primary source language or document format. - **(2026)** [comparitech.com: Nmap Cheat Sheet](https://www.comparitech.com/net-admin/nmap-nessus-cheat-sheet) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2026)** [developers.redhat.com: Debezium on OpenShift Cheat Sheet](https://developers.redhat.com/cheat-sheets/debezium-openshift-cheat-sheet) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2026)** [codingharbour.com: kafkacat cheatsheet](https://codingharbour.com/kafkacat-cheatsheet) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)* - - **(2026)** [Bash and Expect Snippets](https://www.igoroseledko.com/bash-and-expect-snippets) [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - **(2026)** [kubectl Shell Autocomplete](https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubectl-commands.md)* - **(2026)** [KIE Server](https://hub.docker.com/r/jboss/kie-server) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./postman.md)* - **(2025)** [openobserve/debug-container](https://github.com/openobserve/debug-container) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2025)** [galaxy.ansible.com/cloudalchemy/node-exporter](https://galaxy.ansible.com/cloudalchemy/node-exporter) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)* - - **(2024)** [github.com/Reaimua/AWS-CLI-Uploader-Project](https://github.com/Reaimua/AWS-CLI-Uploader-Project) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./aws.md)* - **(2024)** [Telegraf Ansible Role](https://github.com/rossmcdonald/telegraf) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)* - **(2024)** [galaxy.ansible.com/UnderGreen/prometheus-node-exporter](https://galaxy.ansible.com/UnderGreen/prometheus-node-exporter) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)* - **(2024)** [galaxy.ansible.com/mesaguy/prometheus](https://galaxy.ansible.com/mesaguy/prometheus) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)* - **(2024)** [blog.techiescamp.com: wcurl: A Simple Wrapper for curl to download files](https://blog.techiescamp.com/docs/wcurl) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./linux.md)* - **(2024)** [github.com: Openshift 4 training](https://github.com/openshift/training) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./ocp4.md)* - - **(2023)** [gist.github.com: Creating and Publishing NuGet Packages](https://gist.github.com/andykuszyk/a5ee80ae263e77f651bed878c1deb03b) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./dotnet.md)* + - **(2024)** [github.com/Reaimua/AWS-CLI-Uploader-Project](https://github.com/Reaimua/AWS-CLI-Uploader-Project) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./aws.md)* - **(2023)** [iximiuz.com: How To Publish a Port of a Running Container 🌟](https://iximiuz.com/en/posts/docker-publish-port-of-running-container) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./docker.md)* - **(2023)** [iximiuz.com: Docker: How To Debug Distroless And Slim Containers 🌟](https://iximiuz.com/en/posts/docker-debug-slim-containers) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./docker.md)* - **(2023)** [KDBG: Small Kubernetes debugging container](https://github.com/nvucinic/kdbg) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-troubleshooting.md)* - **(2023)** [developers.redhat.com: Remote container development with VS Code and Podman' 🌟](https://developers.redhat.com/articles/2023/02/14/remote-container-development-vs-code-and-podman) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./visual-studio.md)* + - **(2023)** [gist.github.com: Creating and Publishing NuGet Packages](https://gist.github.com/andykuszyk/a5ee80ae263e77f651bed878c1deb03b) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./dotnet.md)* - **(2023)** [bitnami/cluster-autoscaler](https://hub.docker.com/r/bitnami/cluster-autoscaler) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-autoscaling.md)* - - **(2022)** [github.com/metaleapca: metaleap-devops-in-k8s.pdf](https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-in-k8s.pdf) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)* - **(2022)** [github.com/OvidiuBorlean/kubectl-sockperf](https://github.com/OvidiuBorlean/kubectl-sockperf) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* + - **(2022)** [github.com/metaleapca: metaleap-devops-in-k8s.pdf](https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-in-k8s.pdf) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)* + - **(2022)** [bhupesh.me: How I reduced the size of my very first published docker image by 40% - A lesson in dockerizing shell scripts 🌟](https://bhupesh.me/publishing-my-first-ever-dockerfile-optimization-ugit) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./docker.md)* - **(2022)** [gitlab.com/redhatdemocentral 🌟](https://gitlab.com/redhatdemocentral) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./demos.md)* - **(2022)** [freecodecamp.org: How to Fork a GitHub Repository – A Complete Workflow](https://www.freecodecamp.org/news/how-to-fork-a-github-repository) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./git.md)* - **(2022)** [freecodecamp.org: How to Create and Sync Git and GitHub Repositories](https://www.freecodecamp.org/news/create-and-sync-git-and-github-repositories) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./git.md)* - **(2022)** [tylercipriani.com: GitHub's Missing Merge Option](https://tylercipriani.com/blog/2022/09/30/githubs-missing-merge-option) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./git.md)* - - **(2022)** [tecmint.com: How to Calculate IP Subnet Address with ipcalc Tool](https://www.tecmint.com/calculate-ip-subnet-address-with-ipcalc-tool) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./networking.md)* - - **(2022)** [bhupesh.me: How I reduced the size of my very first published docker image by 40% - A lesson in dockerizing shell scripts 🌟](https://bhupesh.me/publishing-my-first-ever-dockerfile-optimization-ugit) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./docker.md)* - **(2022)** [opensource.com: Run containers on Linux without sudo in Podman](https://opensource.com/article/22/1/run-containers-without-sudo-podman) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)* - **(2022)** [redhat.com: How to replace Docker with Podman on a Mac, revisited](https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)* - **(2022)** [How to use the --privileged flag with container engines](https://www.redhat.com/en/blog/privileged-flag-container-engines) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)* - **(2022)** [dev.to: Containers without Docker (podman, buildah, and skopeo)](https://dev.to/cedricclyburn/containers-without-docker-podman-buildah-and-skopeo-1eal) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)* - - **(2021)** [linuxtechlab.com: Ansible Tutorial: Introduction to simple Ansible commands](https://linuxtechlab.com/ansible-tutorial-simple-commands) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./ansible.md)* + - **(2022)** [tecmint.com: How to Calculate IP Subnet Address with ipcalc Tool](https://www.tecmint.com/calculate-ip-subnet-address-with-ipcalc-tool) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./networking.md)* + - **(2021)** [github.com/omenking/localstack-gitpod-template: LocalStack Gitpod Template](https://github.com/omenking/localstack-gitpod-template) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./aws.md)* *... and 82 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
@@ -3782,8 +3782,8 @@ Resources indexed by their primary source language or document format. Click to view 43 resources under Sql Content - **(2024)** [==github.com/enochtangg/quick-SQL-cheatsheet: Quick SQL Cheatsheet 🌟==](https://github.com/enochtangg/quick-SQL-cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)* - - **(2021)** [dagster.io: Postgres: a better message queue than Kafka?](https://dagster.io/blog/skip-kafka-use-postgres-message-queue) 🌟🌟🌟 [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2021)** [cloud.google.com: How to use a machine learning model from a Google Sheet using BigQuery ML](https://cloud.google.com/blog/topics/developers-practitioners/how-use-machine-learning-model-google-sheet-using-bigquery-ml) 🌟🌟🌟 [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./mlops.md)* + - **(2021)** [dagster.io: Postgres: a better message queue than Kafka?](https://dagster.io/blog/skip-kafka-use-postgres-message-queue) 🌟🌟🌟 [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2026)** [learn.crunchydata.com 🌟](https://www.crunchydata.com/developers/tutorials) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)* - **(2025)** [github.com/ABZ-Aaron: SQL Cheat Sheet 🌟](https://github.com/ABZ-Aaron/cheat-sheets) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2025)** [postgrescheatsheet.com](https://www.tigerdata.com/learn/postgres-cheat-sheet) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)* @@ -3793,13 +3793,14 @@ Resources indexed by their primary source language or document format. - **(2024)** [dev.to: Optimizing SQL Queries by 23x!!!](https://dev.to/navneet7716/optimizing-sql-queries-h9j) [CASE STUDY] [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2024)** [datadoghq.com: PostgreSQL Cheatsheet](https://www.datadoghq.com/resources/datadog-postgresql-cheatsheet) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2023)** [cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery and Grafana](https://www.cloudquery.io/learning-center/cloud-asset-management) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./cloud-asset-inventory.md)* - - **(2023)** [github.com/swapnakpanda: SQL_CheatSheet.png](https://github.com/swapnakpanda/Infographics/blob/main/Cheat%20Sheet/Database/SQL_CheatSheet.png) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)* - - **(2023)** [opensource.com: MariaDB and mySQL cheat sheet](https://opensource.com/downloads/mariadb-mysql-cheat-sheet) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2023)** [geeksforgeeks.org: Best Practices for SQL Query Optimization](https://www.geeksforgeeks.org/sql/best-practices-for-sql-query-optimizations) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)* - **(2023)** [blog.eduguru.in: mysql create index on table](https://blog.eduguru.in/mysql-2/mysql-create-index-on-table) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)* + - **(2023)** [github.com/swapnakpanda: SQL_CheatSheet.png](https://github.com/swapnakpanda/Infographics/blob/main/Cheat%20Sheet/Database/SQL_CheatSheet.png) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)* + - **(2023)** [opensource.com: MariaDB and mySQL cheat sheet](https://opensource.com/downloads/mariadb-mysql-cheat-sheet) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)* - **(2023)** [thenewstack.io: Why (and How) You Should Manage JSON with SQL](https://thenewstack.io/why-and-how-you-should-manage-json-with-sql) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./yaml.md)* - - **(2022)** [steampipe.io: Top 3 ways to improve GitHub org security](https://steampipe.io/blog/github-security-tips) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./git.md)* - **(2022)** [blog.crunchydata.com: Devious SQL: Message Queuing Using Native PostgreSQL](https://www.crunchydata.com/blog/message-queuing-using-native-postgresql) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)* + - **(2022)** [steampipe.io: Top 3 ways to improve GitHub org security](https://steampipe.io/blog/github-security-tips) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./git.md)* + - **(2021)** [Extending and exploring alarm history in Amazon CloudWatch – part 2](https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-cloudwatch-part-2) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./aws.md)* - **(2021)** [freecodecamp.org: SQL Join Types – Inner Join VS Outer Join Example](https://www.freecodecamp.org/news/sql-join-types-inner-join-vs-outer-join-example) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)* - **(2021)** [freecodecamp.org: The SQL Inner Join Command: Example Syntax](https://www.freecodecamp.org/news/the-sql-inner-join-command-example-syntax) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)* - **(2021)** [freecodecamp.org: SQL Inner Join – How to Join 3 Tables in SQL and MySQL](https://www.freecodecamp.org/news/sql-inner-join-how-to-join-3-tables-in-sql-and-mysql) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)* @@ -3810,16 +3811,15 @@ Resources indexed by their primary source language or document format. - **(2021)** [blog.crunchydata.com: Cut Out the Middle Tier: Generating JSON Directly from Postgres](https://www.crunchydata.com/blog/generating-json-directly-from-postgres) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)* - **(2021)** [percona.com: Should I Create an Index on Foreign Keys in PostgreSQL?](https://www.percona.com/blog/should-i-create-an-index-on-foreign-keys-in-postgresql) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)* - **(2021)** [blog.crunchydata.com: Postgres Indexes for Newbies](https://www.crunchydata.com/blog/postgres-indexes-for-newbies) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)* - - **(2021)** [Extending and exploring alarm history in Amazon CloudWatch – part 2](https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-cloudwatch-part-2) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./aws.md)* - **(2021)** [info.crunchydata.com: PostgreSQL Monitoring for Application Developers: The DBA Fundamentals](https://www.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)* - **(2021)** [info.crunchydata.com: Tuning Your Postgres Database for High Write Loads](https://www.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)* - **(2021)** [blog.crunchydata.com: Query Optimization in Postgres with pg_stat_statements](https://www.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgres-starts-with-pg_stat_statements) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)* - - **(2020)** [Writing Customized Reports Using Metering Operator](https://www.redhat.com/en/blog/writing-customized-reports-using-metering-operator) [LEGACY] [SQL CONTENT] β€” *Go to [Section](./demos.md)* - **(2020)** [towardsdatascience.com: You Should Use This to Visualize SQL Joins Instead of Venn Diagrams](https://towardsdatascience.com/you-should-use-this-to-visualize-sql-joins-instead-of-venn-diagrams-ede15f9583fc) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)* + - **(2020)** [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)* - **(2020)** [percona.com: MySQL 101: How to Find and Tune a Slow SQL Query](https://www.percona.com/blog/mysql-101-how-to-find-and-tune-a-slow-sql-query) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)* - **(2020)** [tech.marksblogg.com: Monitor ClickHouse column oriented database with Prometheus & Grafana](https://tech.marksblogg.com/clickhouse-prometheus-grafana.html) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)* - **(2020)** [sysdig.com: Top 10 metrics in PostgreSQL monitoring with Prometheus 🌟](https://www.sysdig.com/blog/postgresql-monitoring) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./prometheus.md)* - - **(2020)** [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)* + - **(2020)** [Writing Customized Reports Using Metering Operator](https://www.redhat.com/en/blog/writing-customized-reports-using-metering-operator) [LEGACY] [SQL CONTENT] β€” *Go to [Section](./demos.md)* - **(2020)** [info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY](https://www.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)* - **(2020)** [info.crunchydata.com: Migrating from Oracle to PostgreSQL: Tips and Tricks](https://www.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)* - **(2020)** [info.crunchydata.com: PostgreSQL Change Data Capture With Debezium](https://www.crunchydata.com/blog/postgresql-change-data-capture-with-debezium) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./message-queue.md)* @@ -3862,14 +3862,14 @@ Resources indexed by their primary source language or document format.
Click to view 8 resources under Terraform Content - - **(2025)** [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./cicd.md)* - - **(2025)** [Manage Azure IPAM with Terraform](https://mattias.engineer/blog/2025/azure-ipam-with-terraform) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./networking.md)* + - **(2025)** [Manage Azure IPAM with Terraform](https://mattias.engineer/blog/2025/azure-ipam-with-terraform) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./azure.md)* - **(2025)** [Announcing General Availability of Terraform Azure Verified Modules for Platform Landing Zone (ALZ)](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-general-availability-of-terraform-azure-verified-modules-for-platform/4366027) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./azure.md)* + - **(2025)** [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./devops.md)* - **(2024)** [learn.microsoft.com: Introduction to using Azure Verified Modules for Terraform](https://learn.microsoft.com/en-us/samples/azure-samples/avm-terraform-labs/avm-terraform-labs) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./azure.md)* - - **(2023)** [registry.terraform.io/modules/markti/github-runner](https://registry.terraform.io/modules/markti/github-runner/azurerm) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./git.md)* - **(2023)** [techcommunity.microsoft.com: Azure landing zones custom archetypes using Terraform](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-landing-zones-custom-archetypes-using-terraform/3791172) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./azure.md)* - - **(2022)** [dev.to: Implement Azure AD Workload Identity on AKS with terraform](https://dev.to/maxx_don/implement-azure-ad-workload-identity-on-aks-with-terraform-3oho) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)* + - **(2023)** [registry.terraform.io/modules/markti/github-runner](https://registry.terraform.io/modules/markti/github-runner/azurerm) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./git.md)* - **(2022)** [dev.to: Sharing secrets to ECS in an AWS multi-account architecture](https://dev.to/aws-builders/sharing-secrets-to-ecs-in-an-aws-multi-account-architecture-5h1i) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./aws.md)* + - **(2022)** [dev.to: Implement Azure AD Workload Identity on AKS with terraform](https://dev.to/maxx_don/implement-azure-ad-workload-identity-on-aks-with-terraform-3oho) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
@@ -3909,18 +3909,14 @@ Resources indexed by their primary source language or document format. Click to view top 100 of 195 resources under Typescript Content - **(2026)** [==excalidraw.com==](https://excalidraw.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)* - - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)* - - **(2026)** [==Backstage Developer Portal:==](https://backstage.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./developerportals.md)* - - **(2026)** [==React+TypeScript Cheatsheets==](https://github.com/typescript-cheatsheets/react) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* + - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes.md)* + - **(2026)** [==Microsoft/azure-pipelines-tasks==](https://github.com/Microsoft/azure-pipelines-tasks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./azure.md)* + - **(2026)** [==**GitHub build-push-action**==](https://github.com/docker/build-push-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./docker.md)* - **(2026)** [==joplin==](https://github.com/laurent22/joplin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./project-management-tools.md)* - - **(2026)** [==aws-quickstart/cdk-eks-blueprints: Amazon EKS Blueprints for CDK==](https://github.com/awslabs/cdk-eks-blueprints) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)* - - **(2026)** [==github.com/backstage/backstage==](https://github.com/backstage/backstage) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops.md)* - **(2026)** [==Awesome Angular==](https://github.com/PatrickJS/awesome-angular) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - **(2026)** [==Tech Interview Handbook==](https://github.com/yangshun/tech-interview-handbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./other-awesome-lists.md)* - - **(2026)** [==**GitHub build-push-action**==](https://github.com/docker/build-push-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./docker.md)* - - **(2026)** [==mockoon 🌟==](https://mockoon.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./api.md)* - - **(2026)** [==cal.com==](https://cal.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)* - - **(2026)** [==Microsoft/azure-pipelines-tasks==](https://github.com/Microsoft/azure-pipelines-tasks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./azure.md)* + - **(2026)** [==github.com/backstage/backstage==](https://github.com/backstage/backstage) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops.md)* + - **(2026)** [==aws-quickstart/cdk-eks-blueprints: Amazon EKS Blueprints for CDK==](https://github.com/awslabs/cdk-eks-blueprints) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)* - **(2026)** [==Docker==](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2026)** [==Kubernetes (by Microsoft)==](https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.vscode-kubernetes-tools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2026)** [==marketplace.visualstudio.com: Ruff extension for Visual Studio Code==](https://marketplace.visualstudio.com/items?itemName=charliermarsh.ruff) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* @@ -3930,30 +3926,35 @@ Resources indexed by their primary source language or document format. - **(2026)** [==Draw.io Integration==](https://marketplace.visualstudio.com/items?itemName=hediet.vscode-drawio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2026)** [==GitHub Pull Requests and Issues 🌟==](https://marketplace.visualstudio.com/items?itemName=GitHub.vscode-pull-request-github) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2026)** [==marketplace.visualstudio.com: GitHub Repositories 🌟==](https://marketplace.visualstudio.com/items?itemName=GitHub.remotehub) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* + - **(2026)** [==React+TypeScript Cheatsheets==](https://github.com/typescript-cheatsheets/react) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)* + - **(2026)** [==Backstage Developer Portal:==](https://backstage.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./developerportals.md)* + - **(2026)** [==cal.com==](https://cal.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)* + - **(2026)** [==mockoon 🌟==](https://mockoon.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./api.md)* - **(2026)** [==Lens Kubernetes IDE 🌟==](https://lenshq.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)* - **(2025)** [==AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot==](https://github.com/Azure/AZVerify) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./azure.md)* - - **(2025)** [==Azure DevOps MCP Server==](https://github.com/microsoft/azure-devops-mcp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./azure.md)* - - **(2025)** [==GitHub MCP Server==](https://github.com/modelcontextprotocol/servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)* + - **(2025)** [==Azure DevOps MCP Server==](https://github.com/microsoft/azure-devops-mcp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops-tools.md)* - **(2025)** [==github.com/aws-samples/aws-customer-playbook-framework 🌟==](https://github.com/aws-samples/aws-customer-playbook-framework) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./demos.md)* - **(2025)** [==github.com/microsoft/pyright==](https://github.com/microsoft/pyright) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./python.md)* - - **(2025)** [==saml-to/assume-aws-role-action==](https://github.com/saml-to/assume-aws-role-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws.md)* + - **(2025)** [==GitHub MCP Server==](https://github.com/modelcontextprotocol/servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)* - **(2025)** [==terraform-cdk 🌟==](https://github.com/hashicorp/terraform-cdk) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)* + - **(2025)** [==saml-to/assume-aws-role-action==](https://github.com/saml-to/assume-aws-role-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws.md)* - **(2024)** [==github.com/microsoft: Contoso Traders - Cloud testing tools demo app==](https://github.com/microsoft/contosotraders-cloudtesting) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./demos.md)* - - **(2024)** [==github.com/aws-samples/aws-cdk-stack-builder-tool==](https://github.com/aws-samples/aws-cdk-stack-builder-tool) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws.md)* - **(2024)** [==Bridge to Kubernetes 🌟==](https://github.com/microsoft/mindaro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* + - **(2024)** [==github.com/aws-samples/aws-cdk-stack-builder-tool==](https://github.com/aws-samples/aws-cdk-stack-builder-tool) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws.md)* - **(2023)** [==Teleskope==](https://github.com/teleskopeView/teleskope_k8s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* + - **(2023)** [==Grafana Faro 🌟==](https://grafana.com/oss/faro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./grafana.md)* - **(2023)** [==GitHub Copilot 🌟==](https://github.com/copilot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devel-sites.md)* - **(2023)** [==github.com: kiali==](https://github.com/kiali/kiali) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./istio.md)* - - **(2023)** [==Grafana Faro 🌟==](https://grafana.com/oss/faro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./grafana.md)* - **(2023)** [==redpanda-data/kowl==](https://github.com/redpanda-data/console) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2023)** [==automationqahub.com: How to build a Playwright Page Object Model==](https://automationqahub.com/how-to-build-playwright-page-object-model) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)* - **(2022)** [==github.com/oslabs-beta/oslabs==](https://github.com/oslabs-beta/KubernOcular) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2021)** [==kubeshop/monokle==](https://github.com/kubeshop/monokle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2021)** [==github.com/giscus/giscus==](https://github.com/giscus/giscus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./git.md)* - **(2021)** [==willdady/cdk-iam-credentials-rotator: IAM Credentials Rotator==](https://github.com/willdady/cdk-iam-credentials-rotator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws-security.md)* + - **(2021)** [==github.com/giscus/giscus==](https://github.com/giscus/giscus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./git.md)* - **(2017)** [==Azure/vscode-kubernetes-tools 🌟==](https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2016)** [==GitLens interactive rebase==](https://github.com/gitkraken/vscode-gitlens) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2026)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cicd.md)* + - **(2026)** [**rancherdesktop.io**](https://rancherdesktop.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./rancher.md)* - **(2026)** [**Jest**](https://marketplace.visualstudio.com/items?itemName=Orta.vscode-jest) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2026)** [**MongoDB for VS Code**](https://marketplace.visualstudio.com/items?itemName=mongodb.mongodb-vscode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2026)** [**marketplace.visualstudio.com: GitOps Tools for Flux 🌟**](https://marketplace.visualstudio.com/items?itemName=Weaveworks.vscode-gitops-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* @@ -3972,16 +3973,15 @@ Resources indexed by their primary source language or document format. - **(2026)** [**Azure Resource Manager (ARM) Tools 🌟**](https://marketplace.visualstudio.com/items?itemName=msazurermtools.azurerm-vscode-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2026)** [**IAM Legend**](https://marketplace.visualstudio.com/items?itemName=SebastianBille.iam-legend) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - **(2026)** [**marketplace.visualstudio.com: Azure App Service for Visual Studio Code**](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-azureappservice) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - - **(2026)** [**rancherdesktop.io**](https://rancherdesktop.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./rancher.md)* - **(2026)** [**github.com/openshift/console 🌟**](https://github.com/openshift/console) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)* - - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)* + - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./ai.md)* - **(2025)** [**Rancher Desktop 🌟**](https://github.com/rancher-sandbox/rancher-desktop) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2025)** [**Brainboard 🌟**](https://www.brainboard.co) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)* - **(2025)** [**kubeshop.github.io/monokle**](https://docs.monokle.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)* - - **(2024)** [**kui.tools 🌟**](https://kui.tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)* + - **(2024)** [**kui.tools 🌟**](https://kui.tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2024)** [**DVC**](https://marketplace.visualstudio.com/items?itemName=Iterative.dvc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./mlops.md)* - - **(2023)** [**cremich/cdk-bill-bot: Welcome to Bill - the cost optimization bot**](https://github.com/cremich/cdk-bill-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./finops.md)* - **(2023)** [**infoq.com: CDK for Terraform Improves HCL Conversion and Terraform Cloud Interactions**](https://www.infoq.com/news/2023/04/cdk-terraform-convert) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)* + - **(2023)** [**cremich/cdk-bill-bot: Welcome to Bill - the cost optimization bot**](https://github.com/cremich/cdk-bill-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./finops.md)* - **(2023)** [**automationqahub.com: How to Configure Playwright**](https://automationqahub.com/how-to-install-playwright-tool) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)* - **(2023)** [**automationqahub.com: How to Configure multiple environments in Playwright**](https://automationqahub.com/how-to-configure-multiple-environments-in-playwright) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)* - **(2020)** [**github.com/hayao-k/cdk-ecr-image-scan-notify**](https://github.com/hayao-k/cdk-ecr-image-scan-notify) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws-newfeatures.md)* @@ -4007,7 +4007,7 @@ Resources indexed by their primary source language or document format. - **(2026)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cicd.md)* - **(2026)** [m9sweeper/m9sweeper](https://github.com/m9sweeper/m9sweeper) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2026)** [React Pure To Class](https://marketplace.visualstudio.com/items?itemName=angryobject.react-pure-to-class-vscode) 🌟🌟 [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)* - - **(2025)** [Kubeterm: Graphical Management Tool for Kubernetes](https://github.com/kbterm/kubeterm) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops-tools.md)* + - **(2025)** [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)* *... and 95 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
@@ -4153,7 +4153,7 @@ Resources indexed by their primary source language or document format. ## Yaml Content {#yaml-content}
-Click to view top 100 of 417 resources under Yaml Content +Click to view top 100 of 418 resources under Yaml Content - **(2026)** [==github.com/k8spatterns/examples==](https://github.com/k8spatterns/examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)* - **(2026)** [==Ansible Role - Kubernetes (Jeff Geerling)==](https://github.com/geerlingguy/ansible-role-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)* @@ -4161,102 +4161,102 @@ Resources indexed by their primary source language or document format. - **(2026)** [==Apache Airflow official helm chart 🌟==](https://airflow.apache.org/docs/helm-chart) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2025)** [==Raspbernetes - Kubernetes Cluster: k8s-gitops==](https://github.com/xUnholy/k8s-gitops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2025)** [==microsoft/azure-pipelines-yaml: Azure Pipelines YAML 🌟==](https://github.com/microsoft/azure-pipelines-yaml) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./azure.md)* - - **(2024)** [==Ansible for DevOps Examples==](https://github.com/geerlingguy/ansible-for-devops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - **(2024)** [==github.com/nnellans/ado-pipelines-guide: Azure DevOps YAML Pipelines Guide' 🌟==](https://github.com/nnellans/ado-pipelines-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./azure.md)* + - **(2024)** [==Ansible for DevOps Examples==](https://github.com/geerlingguy/ansible-for-devops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./devops.md)* - **(2024)** [==github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux==](https://github.com/onedr0p/cluster-template) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./flux.md)* + - **(2024)** [==A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742==](https://github.com/kubernetes/kubernetes/issues/126811) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./securityascode.md)* - **(2024)** [==OpenShift Tekton pipelines==](https://www.redhat.com/en/topics/devops/what-cicd-pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./tekton.md)* - - **(2023)** [==OpenShift Pipelines Catalog==](https://github.com/openshift/pipelines-catalog) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./demos.md)* - **(2023)** [==Azure-Samples/azure-pipelines-variable-templates==](https://github.com/Azure-Samples/azure-pipelines-variable-templates) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./azure.md)* + - **(2023)** [==OpenShift Pipelines Catalog==](https://github.com/openshift/pipelines-catalog) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./demos.md)* - **(2023)** [==youtube: Stop using shared secrets! CI/CD authentication the proper way==](https://www.youtube.com/watch?v=sd2wuAVush4) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./terraform.md)* - **(2022)** [==kubernetes-common-services==](https://github.com/ManagedKube/kubernetes-common-services) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - - **(2022)** [==github.blog: Safeguard your containers with new container signing capability in GitHub Actions (cosign)==](https://github.blog/security/supply-chain-security/safeguard-container-signing-capability-actions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2022)** [==k8s-security-policies==](https://github.com/raspbernetes/k8s-security-policies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./securityascode.md)* + - **(2022)** [==github.blog: Safeguard your containers with new container signing capability in GitHub Actions (cosign)==](https://github.blog/security/supply-chain-security/safeguard-container-signing-capability-actions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2022)** [==linkedin.com: Selenium 4 and Grid Integration with Kubernetes 🌟==](https://www.linkedin.com/pulse/selenium-4-grid-integration-kubernetes-rishi-khanna) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)* - **(2021)** [==bmuschko/ckad-prep==](https://github.com/bmuschko/ckad-prep) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)* + - **(2021)** [==opensource.google: Prometheus SLO example==](https://github.com/google/prometheus-slo-burn-example) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./prometheus.md)* - **(2021)** [==ahmetb/kubernetes-network-policy-recipes 🌟==](https://github.com/ahmetb/kubernetes-network-policy-recipes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./demos.md)* - **(2021)** [==OpenSLO specification 🌟==](https://github.com/OpenSLO/OpenSLO) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./sre.md)* - - **(2021)** [==opensource.google: Prometheus SLO example==](https://github.com/google/prometheus-slo-burn-example) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./prometheus.md)* - **(2021)** [==Kubectl output options 🌟==](https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./yaml.md)* - - **(2020)** [==Sonatype Nexus Community: Nexus Kubernetes OpenShift 🌟==](https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./registries.md)* - **(2020)** [==Jenkins==](https://github.com/helm/charts/tree/master/stable/jenkins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./helm.md)* + - **(2020)** [==Sonatype Nexus Community: Nexus Kubernetes OpenShift 🌟==](https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./registries.md)* - **(2026)** [**Ansible Role: Docker 🌟**](https://github.com/geerlingguy/ansible-role-docker) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - **(2025)** [**gitlab.com: Portfolio Architecture Examples**](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./openshift.md)* - - **(2024)** [**github.com/k3s-io/k3s-ansible 🌟**](https://github.com/k3s-io/k3s-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - **(2024)** [**techno-tim/k3s-ansible**](https://github.com/timothystewart6/k3s-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./rancher.md)* + - **(2024)** [**github.com/k3s-io/k3s-ansible 🌟**](https://github.com/k3s-io/k3s-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - **(2024)** [**click-to-deploy/sonarqube**](https://github.com/GoogleCloudPlatform/click-to-deploy/tree/master/k8s/sonarqube) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./sonarqube.md)* - - **(2023)** [**dev.to: KeyCloak with Nginx Ingress**](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2023)** [**fluxcd/flux2-multi-tenancy**](https://github.com/fluxcd/flux2-multi-tenancy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./flux.md)* - **(2023)** [**adamtheautomator.com: How To Perform a MongoDB Kubernetes Installation 🌟**](https://adamtheautomator.com/mongodb-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./nosql.md)* + - **(2023)** [**dev.to: KeyCloak with Nginx Ingress**](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2023)** [**hub.helm.sh/charts/oteemo/sonarqube**](https://artifacthub.io/packages/helm/oteemo/sonarqube) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./sonarqube.md)* - **(2023)** [**lambdatest.com: Complete Guide To Selenium Testing with GitHub Actions 🌟**](https://www.testmuai.com/blog/selenium-github-actions-example) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)* - **(2022)** [**blog.palark.com: Best practices for deploying highly available apps in Kubernetes. Part 1**](https://palark.com/blog/best-practices-kubernetes-part-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)* - - **(2022)** [**blog.getambassador.io: Implementing gRPC-Web with Emissary-ingress**](https://blog.getambassador.io/implementing-grpc-web-with-emissary-ingress-22aa0d86aac) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./api.md)* + - **(2022)** [**thenewstack.io: Deploy MongoDB in a Container, Access It Outside the Cluster**](https://thenewstack.io/deploy-mongodb-in-a-container-access-it-outside-the-cluster) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./nosql.md)* - **(2022)** [**confluent.io: How to Manage Secrets for Confluent with Kubernetes and HashiCorp Vault**](https://www.confluent.io/blog/manage-secrets-with-kubernetes-and-hashicorp-vault) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2022)** [**docs.ansible.com: YAML anchors and aliases: sharing variable values**](https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks_advanced_syntax.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./yaml.md)* - **(2022)** [**dev.to: The most elegant way to performance test your microservices running on Kubernetes**](https://dev.to/ksingh7/the-most-elegant-way-to-performance-test-your-microservices-running-on-kubernetes-2mo2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)* - - **(2022)** [**thenewstack.io: Deploy MongoDB in a Container, Access It Outside the Cluster**](https://thenewstack.io/deploy-mongodb-in-a-container-access-it-outside-the-cluster) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./nosql.md)* + - **(2022)** [**blog.getambassador.io: Implementing gRPC-Web with Emissary-ingress**](https://blog.getambassador.io/implementing-grpc-web-with-emissary-ingress-22aa0d86aac) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./api.md)* - **(2021)** [**galaxy.ansible.com/nginxinc/nginx_core**](https://galaxy.ansible.com/nginxinc/nginx_core) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - **(2021)** [**github.com/oravirt/ansible-oracle**](https://github.com/oravirt/ansible-oracle) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - **(2021)** [**github.com/kostis-codefresh: How to Model Your Gitops Environments with' kustomize 🌟**](https://github.com/kostis-codefresh/gitops-environment-promotion) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./kustomize.md)* - - **(2021)** [**blog.sighup.io: How to run Keycloak in HA on Kubernetes**](https://blog.sighup.io/keycloak-ha-on-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2021)** [**flink.apache.org: How to natively deploy Flink on Kubernetes with High-Availability (HA)**](https://flink.apache.org/2021/02/10/native-k8s-with-ha.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)* + - **(2021)** [**blog.sighup.io: How to run Keycloak in HA on Kubernetes**](https://blog.sighup.io/keycloak-ha-on-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2020)** [**thorsten-hans.com: Encrypt your Kubernetes Secrets with Mozilla SOPS**](https://www.thorsten-hans.com/encrypt-your-kubernetes-secrets-with-mozilla-sops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2020)** [**blog.getambassador.io: Step-by-Step Centralized Authentication for Kubernetes with Keycloak and the Ambassador Edge Stack**](https://blog.getambassador.io/centralized-authentication-with-keycloak-and-ambassador-edge-stack-d509ffbc7b6f) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2026)** [github.com/openshift/pipelines-tutorial](https://github.com/openshift/pipelines-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)* - **(2025)** [ansible-role-jenkins](https://github.com/geerlingguy/ansible-role-jenkins) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2025)** [Codecentric Jenkins 🌟](https://github.com/codecentric/helm-charts) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./helm.md)* - - **(2024)** [github.com/PyratLabs/ansible-role-k3s 🌟](https://github.com/PyratLabs/ansible-role-k3s) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - **(2024)** [Kubernetes Examples](https://github.com/ContainerSolutions/kubernetes-examples) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)* + - **(2024)** [github.com/PyratLabs/ansible-role-k3s 🌟](https://github.com/PyratLabs/ansible-role-k3s) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - **(2024)** [github.com/marketplace: Automating your Kubernetes dev environments with' the open source oktetohq Cloud got easier with GitHub Actions](https://github.com/marketplace?query=publisher%3Aokteto&type=actions) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)* - - **(2023)** [github.com/automateyournetwork/automate_your_network: Automate Your Network' - John Capobianco - July 1st 2023](https://github.com/automateyournetwork/automate_your_network) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - **(2023)** [kubernetes.io: Multi-tenancy 🌟🌟🌟](https://kubernetes.io/docs/concepts/security/multi-tenancy) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)* - - **(2023)** [flux2-kustomize-helm-example 🌟](https://github.com/fluxcd/flux2-kustomize-helm-example) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)* - - **(2023)** [github.com/myspotontheweb/gitops-workloads-demo](https://github.com/myspotontheweb/gitops-workloads-demo) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./argo.md)* - **(2023)** [dev.to/pavanbelagatti: Deploy Any AI/ML Application On Kubernetes: A Step-by-Step Guide!](https://dev.to/pavanbelagatti/deploy-any-aiml-application-on-kubernetes-a-step-by-step-guide-2i37) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)* - **(2023)** [artifacthub.io: mlflow-server](https://artifacthub.io/packages/helm/mlflowserver/mlflow-server) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)* - - **(2022)** [Ansistrano](https://github.com/ansistrano) 🌟🌟🌟 [LEGACY] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - - **(2022)** [infracloud.io: Securing Kubernetes Cluster using Kubescape and kube-bench](https://www.infracloud.io/blogs/securing-kubernetes-cluster-kubescape-kubebench) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* + - **(2023)** [flux2-kustomize-helm-example 🌟](https://github.com/fluxcd/flux2-kustomize-helm-example) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)* + - **(2023)** [github.com/myspotontheweb/gitops-workloads-demo](https://github.com/myspotontheweb/gitops-workloads-demo) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./argo.md)* + - **(2023)** [github.com/automateyournetwork/automate_your_network: Automate Your Network' - John Capobianco - July 1st 2023](https://github.com/automateyournetwork/automate_your_network) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - **(2022)** [patrick.easte.rs: Forging an optimal MetalLB configuration](https://patrick.easte.rs/post/2022/forging-optimal-metallb-config) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2022)** [adaltas.com: Ingresses and Load Balancers in Kubernetes with MetalLB and' nginx-ingress](https://www.adaltas.com/en/2022/09/08/kubernetes-metallb-nginx) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* + - **(2022)** [infracloud.io: Securing Kubernetes Cluster using Kubescape and kube-bench](https://www.infracloud.io/blogs/securing-kubernetes-cluster-kubescape-kubebench) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* - **(2022)** [sahansera.dev: Multi-stage builds for Ionic Apps with Azure Pipeline Templates](https://sahansera.dev/multi-stage-builds-with-azure-pipelines-ionic) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./azure.md)* - **(2022)** [sahansera.dev: Publishing Android Apps to Microsoft App Center from Azure DevOps](https://sahansera.dev/publishing-android-apps-to-microsoft-appcenter) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./azure.md)* + - **(2022)** [Ansistrano](https://github.com/ansistrano) 🌟🌟🌟 [LEGACY] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - **(2022)** [tutorials.virtualan.io: Idaithalam - Lowcode Test Automation](https://tutorials.virtualan.io) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)* - **(2021)** [blog.brujordet.no: Using custom hardware in kubernetes](https://blog.brujordet.no/post/homelab/using_custom_hardware_in_kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)* + - **(2021)** [towardsdatascience.com: A Kubernetes architecture for machine learning web-application deployments](https://towardsdatascience.com/a-kubernetes-architecture-for-machine-learning-web-application-deployments-632f7765ef29) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)* - **(2021)** [ssbostan/jenkins-stack-kubernetes 🌟](https://github.com/ssbostan/jenkins-stack-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2021)** [strimzi.io: Using Kubernetes Configuration Provider to load data from Secrets and Config Maps](https://strimzi.io/blog/2021/07/22/using-kubernetes-config-provider-to-load-data-from-secrets-and-config-maps) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2021)** [strimzi.io: Using HTTP Bridge as a Kubernetes sidecar](https://strimzi.io/blog/2021/08/18/using-http-bridge-as-a-kubernetes-sidecar) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2021)** [confluent.io: Monitoring Your Event Streams: Integrating Confluent with Prometheus and Grafana](https://www.confluent.io/blog/monitor-kafka-clusters-with-prometheus-grafana-and-confluent) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2021)** [developers.redhat.com: Deploying the Mosquitto MQTT message broker on Red Hat OpenShift, Part 1](https://developers.redhat.com/blog/2021/04/16/deploying-the-mosquitto-mqtt-message-broker-on-red-hat-openshift-part-1) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2021)** [redhat.com: Monitoring Apache Airflow using Prometheus](https://www.redhat.com/en/blog/monitoring-apache-airflow-using-prometheus) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)* - - **(2021)** [towardsdatascience.com: A Kubernetes architecture for machine learning web-application deployments](https://towardsdatascience.com/a-kubernetes-architecture-for-machine-learning-web-application-deployments-632f7765ef29) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)* - **(2020)** [GitHub: redhat-cop OpenShift Toolkit Network Policy 🌟](https://github.com/redhat-cop/openshift-toolkit/tree/master/networkpolicy) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./openshift.md)* - - **(2020)** [jenkins-x.io: Setting up the secrets for your installation](https://jayex.io/v3/admin/setup/secrets) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)* - **(2020)** [developers.redhat.com: how easy to deploy and configure a Kafka Connect on Kubernetes through strimziio operator and use secrets](https://developers.redhat.com/blog/2020/02/14/using-secrets-in-apache-kafka-connect-configuration) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)* - **(2020)** [developers.redhat.com: Connecting external clients to Red Hat AMQ Broker on Red Hat OpenShift](https://developers.redhat.com/blog/2020/08/26/connecting-external-clients-to-red-hat-amq-broker-on-red-hat-openshift) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)* - - **(2018)** [Kubernetes DaemonSet that enables a direct shell on each Node using SSH to localhost](https://gist.github.com/xandout/8d24558c75c53f3cb8bf0a97ec25fcfc) 🌟🌟🌟 [LEGACY] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)* + - **(2020)** [jenkins-x.io: Setting up the secrets for your installation](https://jayex.io/v3/admin/setup/secrets) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)* + - **(2018)** [Kubernetes DaemonSet that enables a direct shell on each Node using SSH to localhost](https://gist.github.com/xandout/8d24558c75c53f3cb8bf0a97ec25fcfc) 🌟🌟🌟 [LEGACY] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)* - **(2017)** [developers.redhat.com: JDBC Master-Slave Persistence setup with Activemq using Postgresql database](https://developers.redhat.com/blog/2017/10/05/jdbc-master-slave-persistence-setup-activemq-using-postgresql-database) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)* - - **(2023)** [Tronde/ansible-role-rhel-patchmanagement](https://github.com/Tronde/ansible-role-rhel-patchmanagement) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* - - **(2023)** [github.com/stefanprodan/gitops-istio: A GitOps recipe for Progressive Delivery' with Flux v2, Flagger and Istio 🌟](https://github.com/stefanprodan/gitops-istio) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)* - - **(2023)** [blog.tekspace.io: Deploying Kubernetes Dashboard in K3S Cluster](https://blog.tekspace.io/deploying-kubernetes-dashboard-in-k3s-cluster) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)* - **(2023)** [GitHub redhat-cop: Ansible Role 🌟](https://github.com/redhat-cop/infra-ansible) 🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ocp3.md)* + - **(2023)** [github.com/stefanprodan/gitops-istio: A GitOps recipe for Progressive Delivery' with Flux v2, Flagger and Istio 🌟](https://github.com/stefanprodan/gitops-istio) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)* + - **(2023)** [Tronde/ansible-role-rhel-patchmanagement](https://github.com/Tronde/ansible-role-rhel-patchmanagement) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)* + - **(2023)** [blog.tekspace.io: Deploying Kubernetes Dashboard in K3S Cluster](https://blog.tekspace.io/deploying-kubernetes-dashboard-in-k3s-cluster) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)* - **(2022)** [debianmaster/actions-k3s](https://github.com/debianmaster/actions-k3s) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)* - - **(2021)** [ssbostan/jenkins-stack-docker](https://github.com/ssbostan/jenkins-stack-docker) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2021)** [StarpTech/k-andy](https://github.com/StarpTech/k-andy) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)* + - **(2021)** [ssbostan/jenkins-stack-docker](https://github.com/ssbostan/jenkins-stack-docker) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)* - **(2019)** [Configure bitbucket-pipelines.yml to automatically merge feature branch to master?](https://community.atlassian.com/forums/Bitbucket-questions/configure-bitbucket-pipelines-yml-to-automatically-merge-feature/qaq-p/793222) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./git.md)* - - **(2026)** [Google Cloud Build](https://cloud.google.com/build) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)* + - **(2026)** [Google Cloud Build](https://cloud.google.com/build) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./devops.md)* + - **(2026)** [kyverno.io: Auto-Gen Rules for Pod Controllers](https://kyverno.io/docs/writing-policies/autogen) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./securityascode.md)* - **(2026)** [artifacthub.io: Official Helm charts for HAProxy and the HAProxy Kubernetes Ingress Controller on Artifact Hub 🌟](https://artifacthub.io/packages/search?repo=haproxytech) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./helm.md)* - **(2026)** [prometheus-community.github.io: Prometheus Community Kubernetes Helm Charts 🌟](https://prometheus-community.github.io/helm-charts) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./helm.md)* - - **(2026)** [kyverno.io: Auto-Gen Rules for Pod Controllers](https://kyverno.io/docs/writing-policies/autogen) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./securityascode.md)* - - **(2025)** [docs.cloudbees.com: Configuration as Code for CloudBees Core on modern cloud platforms](https://docs.cloudbees.com/docs/cloudbees-ci/latest/casc-controller/distribute-casc-bundles-from-oc) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)* - - **(2025)** [Automate Pull Request Descriptions in Azure DevOps with Azure OpenAI](https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-devops-with-azure-openai) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ai.md)* - - **(2025)** [ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops](https://labs.demoredhat.com/demos) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)* - - **(2025)** [galaxy.ansible.com/ansible/product_demos 🌟](https://galaxy.ansible.com/ansible/product_demos) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)* - - **(2025)** [docs.ansible.com: Netbox Ansible Modules 🌟](https://docs.ansible.com/projects/ansible/latest/collections/netbox/netbox/index.html) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./networking.md)* + - **(2025)** [Automate Pull Request Descriptions in Azure DevOps with Azure OpenAI](https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-devops-with-azure-openai) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./azure.md)* - **(2025)** [Automate Terraform Testing with Azure DevOps Pipelines](https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-pipelines) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./azure.md)* - **(2025)** [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./azure.md)* - **(2025)** [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./azure.md)* + - **(2025)** [ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops](https://labs.demoredhat.com/demos) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)* + - **(2025)** [galaxy.ansible.com/ansible/product_demos 🌟](https://galaxy.ansible.com/ansible/product_demos) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)* + - **(2025)** [docs.cloudbees.com: Configuration as Code for CloudBees Core on modern cloud platforms](https://docs.cloudbees.com/docs/cloudbees-ci/latest/casc-controller/distribute-casc-bundles-from-oc) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)* -*... and 317 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).* +*... and 318 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
diff --git a/v2-docs/tech-digest.md b/v2-docs/tech-digest.md index fde43330..17a338f9 100644 --- a/v2-docs/tech-digest.md +++ b/v2-docs/tech-digest.md @@ -14,31 +14,31 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-18 | [Kubecost 🌟](https://www.apptio.com/products/kubecost/?src=kc-com) | πŸ”΄ critical | Kubecost is the industry standard for real-time FinOps and cost allocation across multi-cluster cloud native environments. | - | 2026-06-14 | [Crossplane](https://nubenetes.com/crossplane) | πŸ”΄ critical | Crossplane drives a major paradigm shift by transforming Kubernetes into a universal control plane for managing multi-cloud infrastructure. | - | 2026-06-14 | [Azure/azure-workload-identity](https://github.com/Azure/azure-workload-identity) | 🟑 high | Azure Workload Identity provides the enterprise standard for secure, passwordless authentication between Kubernetes service accounts and cloud resources. | - | 2026-06-14 | [NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes](https://github.com/NVIDIA/k8s-device-plugin) | πŸ”΄ critical | The NVIDIA device plugin is a foundational hardware link required to schedule and run accelerated AI and ML workloads on Kubernetes. | - | 2026-06-14 | [github.com/akuity/kargo](https://github.com/akuity/kargo) | 🟑 high | Kargo introduces a novel GitOps-native application promotion workflow that seamlessly manages releases across multi-stage deployment environments. | - | 2026-06-13 | [Teleport 🌟](https://github.com/gravitational/teleport) | πŸ”΄ critical | Teleport delivers essential zero-trust infrastructure access control, identity-backed session recording, and auditing across multi-region Kubernetes clusters. | - | 2026-06-13 | [AWS Controllers for Kubernetes (ACK) 🌟](https://github.com/aws-controllers-k8s/community) | 🟑 high | AWS Controllers for Kubernetes enables platform teams to manage native AWS cloud resources directly using declarative Kubernetes custom resources. | - | 2026-06-13 | [K9s - Kubernetes CLI To Manage Your Clusters In Style!](https://github.com/derailed/k9s) | 🟑 high | K9s is the widely adopted standard CLI dashboard that significantly enhances daily operator productivity and cluster debugging workflows. | - | 2026-06-13 | [github.com: Pixie - Instant Kubernetes-Native Application Observability](https://github.com/pixie-io/pixie) | 🟑 high | Pixie leverages eBPF technology to deliver zero-code, instant application performance and network telemetry extraction directly from the Linux kernel. | - | 2026-06-13 | [github.com/kubernetes: **Kubernetes Cluster Autoscaler**](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler) | πŸ”΄ critical | Kubernetes Cluster Autoscaler remains the foundational core component responsible for dynamically adjusting cloud node capacity based on workload scheduling demands. | + | 2026-06-14 | [Crossplane](https://nubenetes.com/crossplane) | πŸ”΄ critical | Crossplane revolutionizes platform engineering by transforming Kubernetes into a universal control plane to manage multi-cloud infrastructure declaratively. | + | 2026-06-14 | [NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes](https://github.com/NVIDIA/k8s-device-plugin) | πŸ”΄ critical | NVIDIA's device plugin is the essential industry standard for orchestrating hardware-accelerated AI/ML workloads on Kubernetes. | + | 2026-06-13 | [github.com/kubernetes: **Kubernetes Cluster Autoscaler**](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler) | πŸ”΄ critical | Cluster Autoscaler is the foundational core component ensuring dynamic node capacity management and cost efficiency across production cloud clusters. | + | 2026-06-18 | [Kubecost 🌟](https://www.apptio.com/products/kubecost/?src=kc-com) | 🟑 high | Kubecost is the industry standard for real-time Kubernetes cost allocation, chargeback, and FinOps observability across multi-cluster environments. | + | 2026-06-14 | [Azure/azure-workload-identity](https://github.com/Azure/azure-workload-identity) | 🟑 high | Azure Workload Identity provides the enterprise standard for secure, secretless OIDC authentication between Kubernetes workloads and cloud services. | + | 2026-06-13 | [Teleport 🌟](https://github.com/gravitational/teleport) | 🟑 high | Teleport delivers unified, zero-trust infrastructure access and auditing across Kubernetes APIs, databases, and servers. | + | 2026-06-13 | [AWS Controllers for Kubernetes (ACK) 🌟](https://github.com/aws-controllers-k8s/community) | 🟑 high | AWS Controllers for Kubernetes enables platform teams to natively define and manage managed AWS resources directly through Kubernetes CRDs. | + | 2026-06-13 | [K9s - Kubernetes CLI To Manage Your Clusters In Style!](https://github.com/derailed/k9s) | 🟑 high | K9s is the ubiquitous terminal UI that dramatically accelerates cluster troubleshooting and real-time observability for operators. | + | 2026-06-14 | [github.com/helmfile/helmfile](https://github.com/helmfile/helmfile) | 🟑 high | Helmfile is a critical tool for managing complex, multi-chart deployments declaratively across different Kubernetes environments. | + | 2026-06-14 | [github.com/akuity/kargo](https://github.com/akuity/kargo) | 🟑 high | Kargo advances modern GitOps workflows by providing a specialized Kubernetes controller for multi-stage application promotions. | === "Last 6 Months" | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-14 | [Crossplane](https://nubenetes.com/crossplane) | πŸ”΄ critical | Crossplane transforms Kubernetes into a universal infrastructure control plane, enabling teams to manage multi-cloud resources through declarative Kubernetes custom resources. | - | 2026-06-14 | [NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes](https://github.com/NVIDIA/k8s-device-plugin) | πŸ”΄ critical | This device plugin serves as the foundational link for hardware acceleration, allowing Kubernetes clusters to schedule and run compute-intensive AI and GPU workloads. | - | 2026-06-18 | [Kubecost 🌟](https://www.apptio.com/products/kubecost/?src=kc-com) | 🟑 high | Kubecost delivers essential enterprise financial visibility by providing granular, real-time cost allocation metrics across multi-cluster Kubernetes environments. | - | 2026-06-14 | [SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟](https://github.com/SigNoz/signoz) | 🟑 high | SigNoz offers a unified, OpenTelemetry-native APM alternative that streamlines observability and telemetry analysis across cloud-native architectures. | - | 2026-06-14 | [Azure/azure-workload-identity](https://github.com/Azure/azure-workload-identity) | 🟑 high | Azure Workload Identity provides a production-grade, passwordless security standard by federating Kubernetes service accounts directly with Azure Active Directory. | - | 2026-06-14 | [github.com/akuity/kargo](https://github.com/akuity/kargo) | 🟑 high | Kargo fills a major paradigm gap in GitOps by orchestrating declarative, multi-stage application promotions across development, staging, and production environments. | - | 2026-06-14 | [github.com/helmfile/helmfile](https://github.com/helmfile/helmfile) | 🟑 high | Helmfile standardizes declarative multi-chart deployments, allowing platform engineers to manage complex, multi-environment release hierarchies as code. | - | 2026-06-13 | [Teleport 🌟](https://github.com/gravitational/teleport) | 🟑 high | Teleport enforces zero-trust infrastructure security by consolidating identity-backed access control and comprehensive session auditing across Kubernetes APIs. | - | 2026-06-13 | [AWS Controllers for Kubernetes (ACK) 🌟](https://github.com/aws-controllers-k8s/community) | 🟑 high | AWS Controllers for Kubernetes enables cloud platform teams to natively provision and manage AWS resources directly within Kubernetes manifest workflows. | - | 2026-06-13 | [github.com/kubernetes: **Kubernetes Cluster Autoscaler**](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler) | 🟑 high | The Cluster Autoscaler remains a foundational core component for enterprise Kubernetes deployments, dynamically scaling compute capacity based on workload scheduling pressure. | + | 2026-06-14 | [NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes](https://github.com/NVIDIA/k8s-device-plugin) | πŸ”΄ critical | Essential infrastructure component enabling Kubernetes clusters to discover, schedule, and run GPU-accelerated AI/ML workloads. | + | 2026-06-14 | [Crossplane](https://nubenetes.com/crossplane) | πŸ”΄ critical | Paradigm-shifting CNCF framework that turns Kubernetes into a universal control plane to manage multi-cloud infrastructure declaratively. | + | 2026-06-13 | [github.com/kubernetes: **Kubernetes Cluster Autoscaler**](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler) | πŸ”΄ critical | The foundational upstream autoscaling engine that underpins elastic compute management across enterprise cloud Kubernetes clusters. | + | 2026-06-18 | [Kubecost 🌟](https://www.apptio.com/products/kubecost/?src=kc-com) | 🟑 high | Industry standard for Kubernetes FinOps, delivering granular real-time cost allocation and multi-cluster efficiency insights. | + | 2026-06-14 | [Azure/azure-workload-identity](https://github.com/Azure/azure-workload-identity) | 🟑 high | Enterprise gold standard for secure, passwordless authentication between Kubernetes workloads and Azure Active Directory using OIDC federation. | + | 2026-06-13 | [AWS Controllers for Kubernetes (ACK) 🌟](https://github.com/aws-controllers-k8s/community) | 🟑 high | Enables native declarative lifecycle management of AWS cloud infrastructure directly using Kubernetes custom resources. | + | 2026-06-13 | [Teleport 🌟](https://github.com/gravitational/teleport) | 🟑 high | Industry-leading zero-trust access gateway providing secure, identity-driven, and audited access to Kubernetes infrastructure. | + | 2026-06-13 | [K9s - Kubernetes CLI To Manage Your Clusters In Style!](https://github.com/derailed/k9s) | 🟑 high | Ubiquitous terminal UI that drastically accelerates day-to-day cluster administration, triage, and live debugging workflows. | + | 2026-06-13 | [external-dns](https://github.com/kubernetes-sigs/external-dns) | 🟑 high | Essential Kubernetes SIG networking tool that automates dynamic DNS record synchronization across major DNS providers. | + | 2026-06-13 | [VPA: Vertical Pod Autoscaler](https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler) | 🟑 high | Crucial upstream component for dynamic workload rightsizing and reducing cluster overprovisioning through automated resource tuning. | === "Last 12 Months" @@ -77,31 +77,31 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-13 | [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) | πŸ”΄ critical | As the default industry-standard runtime for Kubernetes, containerd is foundational to modern cloud-native container execution. | - | 2026-06-13 | [runc](https://github.com/opencontainers/runc) | πŸ”΄ critical | The low-level canonical OCI container runtime that underpins nearly all major container engines and Kubernetes nodes globally. | - | 2026-06-14 | [buildkit](https://docs.docker.com/build) | πŸ”΄ critical | Replaces legacy builders with concurrent stage execution and advanced caching to drastically optimize container delivery pipelines. | - | 2026-06-14 | [cert-manager/cert-manager](https://github.com/cert-manager/cert-manager) | πŸ”΄ critical | The de facto standard in Kubernetes for automating machine-to-machine identity and securing container network paths via TLS. | - | 2026-06-01 | [podman](https://podman.io) | 🟑 high | Delivers a daemonless and natively rootless container engine that serves as a highly secure alternative to Docker. | - | 2026-06-01 | [knative.dev](https://knative.dev) | 🟑 high | Standardizes serverless workloads on Kubernetes by providing key primitives for scale-to-zero serving and decoupled eventing. | - | 2026-06-01 | [Dapr](https://dapr.io) | 🟑 high | Simplifies microservice development by providing platform-agnostic, event-driven sidecar APIs for state and messaging. | - | 2026-06-12 | [**GitHub build-push-action**](https://github.com/docker/build-push-action) | 🟑 high | Represents the industry-standard GitHub Action for automating multi-platform OCI image builds and registry pushes. | - | 2026-06-01 | [buildah](https://buildah.io) | 🟑 high | Enables daemonless, unprivileged OCI container image creation, reducing security footprints in CI/CD build agents. | - | 2026-05-30 | [crun](https://github.com/containers/crun) | 🟑 high | A high-performance, low-memory C-based alternative to runc that provides native support for advanced Linux features. | + | 2026-06-13 | [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) | πŸ”΄ critical | Industry-standard CNCF graduated container runtime powering modern Kubernetes node execution. | + | 2026-06-13 | [runc](https://github.com/opencontainers/runc) | πŸ”΄ critical | The canonical OCI runtime specification implementation that directly handles low-level Linux container execution. | + | 2026-06-14 | [buildkit](https://docs.docker.com/build) | 🟑 high | Next-generation container build subsystem introducing high-concurrency execution and sophisticated layer caching. | + | 2026-06-01 | [podman](https://podman.io) | 🟑 high | Leading daemonless and rootless container engine providing secure, Kubernetes-compatible container management. | + | 2026-05-30 | [crun](https://github.com/containers/crun) | 🟑 high | High-performance, low-memory C-based OCI runtime delivering rapid startup and advanced Linux cgroup v2 support. | + | 2026-06-12 | [**GitHub build-push-action**](https://github.com/docker/build-push-action) | 🟑 high | The de facto standard CI/CD workflow action for orchestrating multi-platform OCI image builds and registry publication. | + | 2026-06-01 | [buildah](https://buildah.io) | 🟑 high | Key daemonless tool for building OCI-compliant container images securely within unprivileged CI pipelines. | + | 2026-06-01 | [knative.dev](https://knative.dev) | 🟑 high | The premiere Kubernetes-native serverless platform providing request-driven scaling and scale-to-zero container runtime execution. | + | 2026-06-13 | [Conmon](https://github.com/containers/conmon) | πŸ”΅ medium | Essential daemonless supervisor that manages container I/O, lifecycle events, and OOM handling for CRI-O and Podman. | + | 2025-12-15 | [dive 🌟](https://github.com/wagoodman/dive) | πŸ”΅ medium | Indispensable image analysis tool for exploring layer composition and optimizing container size and security. | === "Last 12 Months" | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-13 | [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) | πŸ”΄ critical | It is the industry-standard OCI container runtime that directly powers Kubernetes nodes and modern enterprise cloud platforms. | - | 2026-06-13 | [runc](https://github.com/opencontainers/runc) | πŸ”΄ critical | It serves as the canonical low-level OCI reference runtime responsible for spawning and executing Linux containers across the ecosystem. | - | 2026-06-14 | [buildkit](https://docs.docker.com/build) | 🟑 high | It redefines container image creation with concurrent execution, advanced caching, and high-performance build pipelines. | - | 2026-06-01 | [podman](https://podman.io) | 🟑 high | It provides a daemonless, rootless container engine framework that enhances host security boundaries for enterprise workloads. | - | 2026-06-01 | [knative.dev](https://knative.dev) | 🟑 high | It is the leading Kubernetes-native serverless platform providing request-driven autoscaling and scale-to-zero application runtimes. | - | 2026-06-01 | [Dapr](https://dapr.io) | 🟑 high | It offers a standard cloud-native application runtime with pluggable sidecar APIs for microservices state and messaging. | - | 2026-06-01 | [buildah](https://buildah.io) | 🟑 high | It enables fine-grained, daemonless OCI image construction, ideal for unprivileged container creation in secure CI/CD pipelines. | - | 2026-05-30 | [crun](https://github.com/containers/crun) | 🟑 high | It delivers a lightweight, ultra-fast C-based OCI runtime alternative to runc with low memory footprint and native cgroups v2 support. | - | 2026-06-12 | [**GitHub build-push-action**](https://github.com/docker/build-push-action) | 🟑 high | It is the dominant GitHub Action powering multi-architecture image compilation and caching via BuildKit in modern DevOps workflows. | - | 2026-06-14 | [cert-manager/cert-manager](https://github.com/cert-manager/cert-manager) | 🟑 high | It automates container runtime TLS certificate lifecycles to guarantee encrypted transport paths across cloud-native clusters. | + | 2026-06-13 | [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) | πŸ”΄ critical | The industry-standard, CNCF-graduated container runtime underpinning modern Kubernetes clusters and production workloads. | + | 2026-06-13 | [runc](https://github.com/opencontainers/runc) | πŸ”΄ critical | The canonical OCI low-level container runtime that directly interfaces with the Linux kernel to execute containers. | + | 2026-06-14 | [buildkit](https://docs.docker.com/build) | πŸ”΄ critical | The foundational modern build engine enabling high-performance, concurrent, and secure container image construction. | + | 2026-06-01 | [podman](https://podman.io) | 🟑 high | Provides a leading daemonless, rootless container management framework that improves host security and developer workflows. | + | 2026-05-30 | [crun](https://github.com/containers/crun) | 🟑 high | A lightweight, high-performance C-based OCI runtime offering superior speed and memory efficiency over traditional runtimes. | + | 2026-06-01 | [buildah](https://buildah.io) | 🟑 high | Specializes in building daemonless, rootless OCI container images with fine-grained layer control in CI/CD environments. | + | 2026-06-01 | [knative.dev](https://knative.dev) | 🟑 high | The premier Kubernetes-native platform for deploying scale-to-zero serverless container workloads and event-driven architectures. | + | 2026-06-01 | [Dapr](https://dapr.io) | 🟑 high | Delivers a cloud-native distributed application runtime using sidecar APIs to decouple application logic from infrastructure. | + | 2026-06-12 | [**GitHub build-push-action**](https://github.com/docker/build-push-action) | 🟑 high | The definitive CI/CD action for building, caching, and pushing multi-platform container images across the industry. | + | 2025-12-15 | [dive 🌟](https://github.com/wagoodman/dive) | πŸ”΅ medium | An essential developer and CI utility for inspecting container image layers and optimizing overall image size. | ## Networking & Service Mesh @@ -125,16 +125,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-14 | [github.com: Istio](https://github.com/istio/istio) | πŸ”΄ critical | As the de facto standard enterprise service mesh, Istio's unified control plane and ambient mode set the benchmark for zero-trust security and traffic management. | - | 2026-06-12 | [Kubernetes Gateway API](https://github.com/kubernetes-sigs/gateway-api) | πŸ”΄ critical | The Gateway API is a major paradigm shift, offering an expressive, role-oriented, and extensible routing specification to succeed the legacy Ingress API. | - | 2026-05-17 | [github.com/containernetworking 🌟](https://github.com/containernetworking) | πŸ”΄ critical | This repository hosts the foundational CNI specification and core plugins that drive all modern container and Kubernetes networking implementations. | - | 2026-06-01 | [Linkerd](https://linkerd.io) | πŸ”΄ critical | Linkerd is a CNCF-graduated service mesh that leverages a custom Rust-based data plane to deliver ultra-lightweight security and traffic management. | - | 2026-06-14 | [Envoy Gateway](https://github.com/envoyproxy/gateway) | 🟑 high | Envoy Gateway unifies ingress and edge proxy configurations by natively implementing the Kubernetes Gateway API. | - | 2026-06-02 | [Consul 2.0 improves flexibility, control, and scalability](https://www.hashicorp.com/blog/consul-20-improves-flexibility-control-and-scalability) | 🟑 high | Consul 2.0 delivers major enterprise updates including multi-port support and enhanced multi-cloud security scale for hybrid deployments. | - | 2026-06-14 | [NodeLocal DNSCache](https://github.com/kubernetes/enhancements) | 🟑 high | NodeLocal DNSCache resolves critical cluster-wide latency issues by caching DNS queries locally on each node via a DaemonSet. | - | 2026-02-20 | [K8GB - Kubernetes Global Balancer](https://github.com/AbsaOSS/k8gb) | 🟑 high | K8GB provides a Kubernetes-native Global Server Load Balancing solution to coordinate traffic across multi-region active-active clusters. | - | 2026-06-14 | [NetBox IPAM 🌟](https://github.com/netbox-community/netbox) | 🟑 high | NetBox serves as the industry-standard programmable source of truth for enterprise IP Address Management and infrastructure automation. | - | 2026-06-12 | [github.com: kiali](https://github.com/kiali/kiali) | 🟑 high | Kiali provides critical, real-time interactive topology visualization and configuration validation for Istio service mesh environments. | + | 2026-06-12 | [Kubernetes Gateway API](https://github.com/kubernetes-sigs/gateway-api) | πŸ”΄ critical | Defines the next-generation role-oriented standard superseding Kubernetes Ingress for expressive L4-L7 traffic management. | + | 2026-06-14 | [github.com: Istio](https://github.com/istio/istio) | πŸ”΄ critical | Serves as the enterprise standard service mesh control plane powering zero-trust mTLS and ambient mesh architectures. | + | 2026-06-01 | [Linkerd](https://linkerd.io) | πŸ”΄ critical | Provides a high-performance, ultra-lightweight CNCF-graduated service mesh built with a zero-config Rust proxy. | + | 2026-06-14 | [Envoy Gateway](https://github.com/envoyproxy/gateway) | 🟑 high | Unifies edge proxy architectures by providing an official, production-ready Kubernetes Gateway API implementation built on Envoy. | + | 2026-05-17 | [github.com/containernetworking 🌟](https://github.com/containernetworking) | 🟑 high | Maintains the foundational CNI specification and core network plugins powering container networking across the ecosystem. | + | 2026-06-02 | [Consul 2.0 improves flexibility, control, and scalability](https://www.hashicorp.com/blog/consul-20-improves-flexibility-control-and-scalability) | 🟑 high | Introduces major architectural enhancements for multi-cloud service networking density, multi-port support, and control plane scaling. | + | 2026-06-12 | [github.com: kiali](https://github.com/kiali/kiali) | 🟑 high | Delivers real-time topology visualization, health validation, and traffic routing wizards for service mesh observability. | + | 2026-02-20 | [K8GB - Kubernetes Global Balancer](https://github.com/AbsaOSS/k8gb) | 🟑 high | Solves multi-cluster ingress failover and geo-routing using a cloud-native Global Server Load Balancing architecture. | + | 2026-06-14 | [NodeLocal DNSCache](https://github.com/kubernetes/enhancements) | 🟑 high | Significantly optimizes cluster networking performance and stability by mitigating DNS latency and conntrack table exhaustion. | + | 2026-06-01 | [editor.cilium.io 🌟](https://editor.networkpolicy.io) | 🟑 high | Provides an indispensable interactive visualizer and authoring playground for validating Kubernetes and Cilium Network Policies. | === "Last 12 Months" @@ -173,16 +173,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-10 | [Awesome microservices](https://github.com/mfornos/awesome-microservices) | πŸ”΄ critical | Provides the premier comprehensive catalog for microservices design patterns, API gateways, and event-streaming buses essential for distributed architectures. | - | 2026-06-08 | [rootsongjc/awesome-cloud-native 🌟](https://github.com/rootsongjc/awesome-cloud-native) | πŸ”΄ critical | Systematically maps the CNCF cloud-native landscape, offering architects detailed blueprints for service meshes, dynamic storage, and logging setups. | - | 2026-06-14 | [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform) | 🟑 high | Delivers enterprise-grade Terraform templates specifically optimized for configuring secure, modern Kubernetes network and cluster architectures. | - | 2026-05-25 | [anderseknert/awesome-opa 🌟](https://github.com/open-policy-agent/awesome-opa) | 🟑 high | Centralizes resources for Open Policy Agent (OPA), enabling architects to implement robust policy-as-code governance across cloud-native environments. | - | 2022-11-10 | [Awesome API Management Tools](https://github.com/mailtoharshit/Awesome-Api-Management-Tools) | 🟑 high | Crucial resource for establishing API-first development architectures, API gateway configurations, and lifecycle management in microservice topologies. | - | 2026-06-09 | [mingrammer/diagrams](https://github.com/mingrammer/diagrams) | 🟑 high | Enables cloud architects to programmatically define, version-control, and generate system architecture diagrams using Python code. | - | 2026-06-01 | [developer.hashicorp.com 🌟](https://developer.hashicorp.com) | 🟑 high | Serves as the definitive technical hub for configuring multi-cloud declarative infrastructure, secrets management, and service discovery. | - | 2026-05-30 | [clusterpedia-io/clusterpedia 🌟](https://github.com/clusterpedia-io/clusterpedia) | 🟑 high | Introduces a highly novel search engine that simplifies multi-cluster Kubernetes resource tracking and synchronization for complex cloud deployments. | - | 2026-06-14 | [Awesome Docker 🌟](https://github.com/veggiemonk/awesome-docker) | 🟑 high | The industry-standard reference for container runtimes, base images, and build extensions critical for packaging microservices. | - | 2026-04-08 | [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) | πŸ”΅ medium | Pioneers the use of AI to bridge the gap between declarative IaC templates, live cloud resources, and interactive architecture diagrams. | + | 2026-06-10 | [Awesome microservices](https://github.com/mfornos/awesome-microservices) | πŸ”΄ critical | Serves as the quintessential reference catalog for microservice architecture patterns, distributed consensus, and API gateway design. | + | 2026-06-08 | [rootsongjc/awesome-cloud-native 🌟](https://github.com/rootsongjc/awesome-cloud-native) | πŸ”΄ critical | Delivers an extensive taxonomy of CNCF cloud-native architecture components, spanning service meshes, runtime engines, and distributed storage. | + | 2026-06-01 | [developer.hashicorp.com 🌟](https://developer.hashicorp.com) | πŸ”΄ critical | Provides the definitive architectural authority and documentation for foundational distributed tooling including Consul, Vault, and Nomad. | + | 2026-05-25 | [anderseknert/awesome-opa 🌟](https://github.com/open-policy-agent/awesome-opa) | 🟑 high | Establishes practical policy-as-code standards using Open Policy Agent (OPA) for securing decoupled microservice architectures. | + | 2026-04-25 | [github.com/calvin-puram: Awesome Kubernetes Operator Resources](https://github.com/calvin-puram/awesome-kubernetes-operator-resources) | 🟑 high | Catalogs essential design patterns and SDKs for building Kubernetes Operators to automate complex, domain-specific distributed workloads. | + | 2022-11-10 | [Awesome API Management Tools](https://github.com/mailtoharshit/Awesome-Api-Management-Tools) | 🟑 high | Details critical API gateway, lifecycle management, and OpenAPI tooling required for robust, contract-driven microservice communication. | + | 2026-06-09 | [mingrammer/diagrams](https://github.com/mingrammer/diagrams) | 🟑 high | Enables engineers to treat system architecture visualization as code, standardizing cloud-native infrastructure documentation pipelines. | + | 2026-05-30 | [clusterpedia-io/clusterpedia 🌟](https://github.com/clusterpedia-io/clusterpedia) | 🟑 high | Addresses multi-cluster architectural scalability by providing a unified, high-performance search engine for distributed Kubernetes resources. | + | 2026-06-10 | [Awesome Compose 🌟](https://github.com/docker/awesome-compose) | πŸ”΅ medium | Provides production-tested declarative multi-container topologies and reference compositions for microservice workloads. | + | 2026-06-14 | [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform) | πŸ”΅ medium | Supplies enterprise-grade Terraform boilerplate blueprints for architecting secure and scalable multi-cloud Kubernetes environments. | === "Last 12 Months" @@ -206,16 +206,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-12 | [Zalando Postgres Operator](https://github.com/zalando/postgres-operator) | πŸ”΄ critical | The industry-standard operator for deploying highly available PostgreSQL clusters with Patroni on Kubernetes. | - | 2026-06-12 | [github.com/vmware-tanzu/velero](https://github.com/velero-io/velero) | πŸ”΄ critical | The de facto open-source standard for backing up, restoring, and migrating Kubernetes cluster resources and persistent volumes. | - | 2026-06-01 | [**Debezium**:](https://debezium.io) | 🟑 high | The industry-standard platform for log-based Change Data Capture (CDC), enabling real-time streaming of database modifications. | - | 2026-06-01 | [Apache Flink](https://flink.apache.org) | πŸ”΄ critical | The leading framework for stateful stream processing, offering sub-millisecond execution times for real-time event logs. | - | 2026-06-01 | [Apache Kafka](https://kafka.apache.org) | πŸ”΄ critical | The de facto industry-standard distributed event streaming platform used by thousands of enterprises. | - | 2026-06-01 | [Longhorn](https://longhorn.io) | πŸ”΄ critical | A graduated CNCF project providing lightweight, highly available, and reliable distributed block storage built natively for Kubernetes. | - | 2026-06-01 | [OpenEBS](https://openebs.io) | 🟑 high | A leading Container Attached Storage (CAS) system that simplifies dynamic local and cloud-attached volume provisioning in Kubernetes. | - | 2026-06-01 | [strimzi.io](https://strimzi.io) | πŸ”΄ critical | The premier CNCF project for running Apache Kafka natively on Kubernetes using the Operator pattern. | - | 2026-06-01 | [min.io](https://www.min.io) | πŸ”΄ critical | The industry-standard, high-performance, S3-compatible object storage platform optimized for cloud-native Kubernetes deployments. | - | 2026-06-01 | [Redpanda 🌟](https://www.redpanda.com) | 🟑 high | A modern, high-performance Kafka-compatible streaming platform written in C++ that eliminates JVM overhead and ZooKeeper dependencies. | + | 2026-06-01 | [Apache Kafka](https://kafka.apache.org) | πŸ”΄ critical | It is the de facto industry-standard distributed event streaming architecture underpinning modern cloud-native real-time pipelines. | + | 2026-06-01 | [strimzi.io](https://strimzi.io) | πŸ”΄ critical | It is the premier CNCF project for declaratively provisioning and managing production Apache Kafka clusters natively inside Kubernetes. | + | 2026-06-12 | [github.com/vmware-tanzu/velero](https://github.com/velero-io/velero) | πŸ”΄ critical | It serves as the industry-standard disaster recovery and backup solution for persistent volumes and stateful Kubernetes cluster topologies. | + | 2026-06-01 | [Longhorn](https://longhorn.io) | 🟑 high | A graduated CNCF distributed block storage engine that provides highly resilient persistent volume management directly within Kubernetes. | + | 2026-06-01 | [min.io](https://www.min.io) | 🟑 high | It is the benchmark high-performance, S3-compatible object storage solution engineered natively for containerized private and hybrid clouds. | + | 2026-06-01 | [**Debezium**:](https://debezium.io) | 🟑 high | It provides the industry standard for log-based Change Data Capture (CDC), streaming row-level database changes into distributed event platforms. | + | 2026-06-01 | [Apache Flink](https://flink.apache.org) | 🟑 high | It represents the leading distributed framework for sub-millisecond, stateful event stream analytics and real-time processing. | + | 2026-06-01 | [Redpanda 🌟](https://www.redpanda.com) | 🟑 high | It offers a modern, high-throughput, C++ alternative to Kafka that eliminates JVM overhead and ZooKeeper dependencies. | + | 2026-06-10 | [github.com/CrunchyData/postgres-operator](https://github.com/CrunchyData/postgres-operator) | 🟑 high | A leading enterprise Kubernetes operator that automates production-grade high availability, failover, and disaster recovery for PostgreSQL. | + | 2026-06-01 | [OpenEBS](https://openebs.io) | 🟑 high | A versatile CNCF Container Attached Storage (CAS) platform delivering dynamic local and distributed storage for Kubernetes stateful workloads. | === "Last 6 Months" @@ -254,31 +254,31 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-14 | [vLLM on Kubernetes](https://github.com/vllm-project/vllm) | πŸ”΄ critical | Standardizes efficient LLM serving and memory management on Kubernetes using PagedAttention for production cloud-native AI infrastructure. | - | 2026-06-18 | [antigravity.google: Google Antigravity Agentic Platform](https://antigravity.google) | πŸ”΄ critical | Bridges local agent prototyping to enterprise production by providing a unified SDK and target platform on Google Kubernetes Engine. | - | 2026-06-02 | [Announcing Claude Managed Agents on Cloudflare](https://blog.cloudflare.com/claude-managed-agents) | 🟑 high | Establishes a cloud-native edge execution environment for running autonomous agents safely within serverless, sandboxed runtimes. | - | 2026-06-18 | [docs.anthropic.com: Claude Code CLI](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | πŸ”΄ critical | Introduces an autonomous agentic CLI tool that fundamentally transforms how engineering teams execute code, run tests, and manage git workflows. | - | 2026-06-07 | [GitHub MCP Server](https://github.com/modelcontextprotocol/servers) | 🟑 high | Defines production-grade standards for the Model Context Protocol (MCP) to seamlessly connect AI agents with external enterprise infrastructure and dev tools. | - | 2026-06-14 | [OpenOps: No-Code FinOps Automation Platform with AI](https://github.com/openops-cloud/openops) | 🟑 high | Automates cloud cost management by directly integrating AI decision engines with live Kubernetes metrics for FinOps governance. | - | 2026-06-13 | [LocalAI](https://github.com/mudler/LocalAI) | 🟑 high | Enables privacy-focused and air-gapped enterprise environments to self-host OpenAI-compatible AI API gateways on standard cloud hardware. | - | 2026-06-18 | [cursor.com: Cursor AI Code Editor](https://cursor.com) | πŸ”΄ critical | Redefines modern developer workflows by setting the industry benchmark for AI-first IDEs and multi-file agentic code editing. | - | 2026-06-02 | [How to Build Agentic Pipelines with OSS Spark Declarative Pipelines](https://www.databricks.com/dataaisummit/session/how-build-agentic-pipelines-oss-spark-declarative-pipelines) | πŸ”΅ medium | Brings necessary determinism and structured pipelines to complex, data-intensive agentic workflows using Apache Spark. | - | 2026-06-02 | [OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments](https://openai.com/index/dell-codex-enterprise-partnership) | 🟑 high | Solves enterprise data sovereignty and compliance challenges by bringing advanced AI coding agents into hybrid and on-premises cloud infrastructure. | + | 2026-06-18 | [docs.anthropic.com: Claude Code CLI](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | πŸ”΄ critical | Anthropic's official CLI introduces autonomous agentic software engineering directly into terminal-based developer environments. | + | 2026-06-14 | [vLLM on Kubernetes](https://github.com/vllm-project/vllm) | πŸ”΄ critical | Provides the foundational cloud native standard for running memory-efficient, high-throughput LLM inference on Kubernetes. | + | 2026-06-07 | [GitHub MCP Server](https://github.com/modelcontextprotocol/servers) | πŸ”΄ critical | Serves as the canonical repository for Model Context Protocol (MCP) servers, standardizing tool integration across AI agents. | + | 2026-06-18 | [antigravity.google: Google Antigravity Agentic Platform](https://antigravity.google) | 🟑 high | Offers an end-to-end agentic SDK that streamlines deploying stateful AI agents from local prototypes to production Kubernetes clusters. | + | 2026-06-18 | [cursor.com: Cursor AI Code Editor](https://cursor.com) | 🟑 high | Represents the leading AI-first development environment driving widespread enterprise adoption of multi-file agentic code generation. | + | 2026-06-02 | [Announcing Claude Managed Agents on Cloudflare](https://blog.cloudflare.com/claude-managed-agents) | 🟑 high | Establishes a secure, serverless edge sandbox environment for orchestrating and executing autonomous Claude agents at scale. | + | 2026-06-10 | [Google Agents CLI](https://github.com/google/agents-cli) | 🟑 high | Delivers an official toolchain for designing, testing, and operationalizing MCP-compliant agent workflows across cloud environments. | + | 2026-06-02 | [How to Build Agentic Pipelines with OSS Spark Declarative Pipelines](https://www.databricks.com/dataaisummit/session/how-build-agentic-pipelines-oss-spark-declarative-pipelines) | 🟑 high | Brings deterministic declarative pipelines to Apache Spark to reliably support AI-assisted data engineering and agentic workflows. | + | 2026-06-02 | [OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments](https://openai.com/index/dell-codex-enterprise-partnership) | 🟑 high | Enables enterprise-grade deployment of generative coding agents within hybrid and on-premises private cloud architectures. | + | 2026-06-13 | [LocalAI](https://github.com/mudler/LocalAI) | πŸ”΅ medium | Provides a self-hosted, Kubernetes-ready OpenAI-compatible inference gateway for running private, local AI agent workloads. | === "Last 6 Months" | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-18 | [docs.anthropic.com: Claude Code CLI](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | πŸ”΄ critical | It redefines developer productivity by introducing a fully autonomous agentic coding, testing, and git execution workflow directly inside the CLI. | - | 2026-06-18 | [antigravity.google: Google Antigravity Agentic Platform](https://antigravity.google) | πŸ”΄ critical | It bridges the gap between local AI prototyping and production-grade deployment by targeting secure Google Kubernetes Engine (GKE) clusters. | - | 2026-06-18 | [cursor.com: Cursor AI Code Editor](https://cursor.com) | 🟑 high | It has driven a massive industry paradigm shift in software engineering as the premier AI-first code editor used globally for agentic multi-file generation. | - | 2026-06-14 | [vLLM on Kubernetes](https://github.com/vllm-project/vllm) | πŸ”΄ critical | It standardizes memory-efficient LLM inference and serving protocols specifically optimized for enterprise Kubernetes environments. | - | 2026-06-07 | [GitHub MCP Server](https://github.com/modelcontextprotocol/servers) | 🟑 high | It establishes development standards for the Model Context Protocol (MCP), enabling structured data exchange between LLMs and external development tools. | - | 2026-06-14 | [OpenOps: No-Code FinOps Automation Platform with AI](https://github.com/openops-cloud/openops) | 🟑 high | It directly integrates AI orchestration with active Kubernetes environments to automate real-time cluster cost optimization and FinOps. | - | 2026-06-13 | [LocalAI](https://github.com/mudler/LocalAI) | 🟑 high | It allows cloud-native teams to deploy private, local, and self-hosted OpenAI-compatible API gateways on their own secure container infrastructure. | - | 2026-06-10 | [Google Agents CLI](https://github.com/google/agents-cli) | 🟑 high | It provides a major vendor-backed toolchain for designing, testing, and orchestrating agentic AI workflows leveraging the Model Context Protocol (MCP). | - | 2026-06-02 | [Announcing Claude Managed Agents on Cloudflare](https://blog.cloudflare.com/claude-managed-agents) | πŸ”΄ critical | It establishes a highly secure, serverless edge-native sandboxed execution environment for autonomous agents using Cloudflare Workers. | - | 2026-06-02 | [OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments](https://openai.com/index/dell-codex-enterprise-partnership) | 🟑 high | It accelerates enterprise agent adoption by providing a secure architectural bridge to run advanced coding models within on-premises and hybrid cloud environments. | + | 2026-06-18 | [docs.anthropic.com: Claude Code CLI](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | πŸ”΄ critical | Sets a new standard for autonomous agentic software engineering by operating directly within terminal and git workflows. | + | 2026-06-18 | [antigravity.google: Google Antigravity Agentic Platform](https://antigravity.google) | πŸ”΄ critical | Provides a comprehensive enterprise platform and SDK specifically engineered to build and run stateful AI agents on Kubernetes. | + | 2026-06-14 | [vLLM on Kubernetes](https://github.com/vllm-project/vllm) | πŸ”΄ critical | Standardizes high-performance, memory-efficient LLM serving and PagedAttention orchestration across enterprise Kubernetes clusters. | + | 2026-06-02 | [Announcing Claude Managed Agents on Cloudflare](https://blog.cloudflare.com/claude-managed-agents) | 🟑 high | Delivers secure, sandboxed serverless runtime environments at the edge for autonomous agent execution. | + | 2026-06-07 | [GitHub MCP Server](https://github.com/modelcontextprotocol/servers) | 🟑 high | Establishes reference-grade production implementations for the Model Context Protocol (MCP) to standardize agent tool invocation. | + | 2026-06-18 | [cursor.com: Cursor AI Code Editor](https://cursor.com) | 🟑 high | Pioneers multi-file agentic code generation and context-aware development in enterprise engineering workflows. | + | 2026-06-13 | [LocalAI](https://github.com/mudler/LocalAI) | 🟑 high | Enables private, self-hosted, OpenAI-compatible AI model execution across bare-metal and containerized infrastructure. | + | 2026-06-10 | [Google Agents CLI](https://github.com/google/agents-cli) | πŸ”΅ medium | Provides an official MCP-compliant CLI framework from Google for testing and deploying production agentic workflows. | + | 2026-06-14 | [OpenOps: No-Code FinOps Automation Platform with AI](https://github.com/openops-cloud/openops) | πŸ”΅ medium | Automates Kubernetes FinOps cost optimizations using declarative, agentic AI analysis tied to cluster metrics. | + | 2026-06-11 | [Awesome MCP Servers](https://github.com/punkpeye/awesome-mcp-servers) | πŸ”΅ medium | Aggregates the rapidly expanding open ecosystem of Model Context Protocol servers connecting agents to enterprise backends. | === "Last 12 Months" @@ -332,16 +332,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-01 | [Ray](https://docs.ray.io/en/latest) | πŸ”΄ critical | Ray is the industry-standard distributed execution framework essential for scaling heavy AI training and inference workloads across cloud-native environments. | - | 2026-06-13 | [github.com/Netflix/metaflow 🌟](https://github.com/Netflix/metaflow) | πŸ”΄ critical | Metaflow seamlessly bridges local data science development with enterprise-scale cloud infrastructure, making it a premier pipeline framework. | - | 2026-05-17 | [openai.com: Scaling Kubernetes to 7,500 nodes 🌟](https://openai.com/research/scaling-kubernetes-to-7500-nodes) | πŸ”΄ critical | This landmark case study outlines the critical infrastructure patterns required to scale Kubernetes to thousands of nodes for massive-scale ML training workloads. | - | 2026-05-19 | [github.com/meta-llama/llama-recipes](https://github.com/meta-llama/llama-cookbook) | 🟑 high | It provides the foundational enterprise recipes for scaling, optimizing, and fine-tuning LLMs in production environments. | - | 2026-06-18 | [mikeroyal/Kubernetes-Guide: Machine Learning 🌟](https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md) | 🟑 high | This comprehensive guide serves as a vital blueprint for architecting, deploying, and managing complex machine learning platforms on Kubernetes. | - | 2026-06-08 | [rubrix](https://github.com/argilla-io/argilla) | 🟑 high | Argilla delivers crucial human-in-the-loop data curation capabilities necessary for continuously fine-tuning production LLM workflows. | - | 2026-05-21 | [tensorchord/envd: Reproducible development environment for AI/ML 🌟](https://github.com/tensorchord/envd) | 🟑 high | Envd dramatically simplifies cloud-native ML operations by translating Python definitions into reproducible, containerized GPU development environments. | - | 2026-06-13 | [github.com/aimhubio/aim](https://github.com/aimhubio/aim) | πŸ”΅ medium | Aim offers a modern, highly responsive open-source alternative for tracking and visualizing massive volumes of ML experiment metrics. | - | 2026-05-17 | [medium.com/workday-engineering: Implementing a Fully Automated Sharding' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications](https://medium.com/workday-engineering/implementing-a-fully-automated-sharding-strategy-on-kubernetes-for-multi-tenanted-machine-learning-4371c48122ae) | πŸ”΅ medium | This presents an advanced architectural blueprint for automating database sharding for multi-tenant machine learning applications on Kubernetes. | - | 2026-05-17 | [medium.com/@kevin30101999: Machine Learning Pipeline using Argo workflow' 🌟](https://medium.com/@kevin30101999/machine-learning-pipeline-using-argo-workflow-be91feb07c41) | πŸ”΅ medium | It demonstrates how to orchestrate end-to-end machine learning pipelines natively on Kubernetes using Argo Workflows. | + | 2026-06-01 | [Ray](https://docs.ray.io/en/latest) | πŸ”΄ critical | Ray has become the industry-standard distributed compute engine for scaling AI training and inference on Kubernetes. | + | 2026-05-17 | [openai.com: Scaling Kubernetes to 7,500 nodes 🌟](https://openai.com/research/scaling-kubernetes-to-7500-nodes) | πŸ”΄ critical | A foundational benchmark demonstrating how Kubernetes scales to massive multi-thousand node clusters for frontier AI workloads. | + | 2026-06-13 | [github.com/Netflix/metaflow 🌟](https://github.com/Netflix/metaflow) | 🟑 high | Metaflow provides a battle-tested abstraction layer connecting Pythonic data science workflows seamlessly with enterprise cloud compute. | + | 2026-05-19 | [github.com/meta-llama/llama-recipes](https://github.com/meta-llama/llama-cookbook) | 🟑 high | Meta's standard reference recipes define best practices for enterprise PEFT fine-tuning, quantization, and LLM serving. | + | 2026-06-02 | [SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems](https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems) | 🟑 high | Introduces a novel architectural paradigm consolidating vector indexing, filtering, and retrieval into a unified GPU-native model. | + | 2026-06-08 | [rubrix](https://github.com/argilla-io/argilla) | 🟑 high | Argilla delivers critical data curation and human-in-the-loop feedback mechanisms required for production LLM alignment and fine-tuning. | + | 2026-06-18 | [mikeroyal/Kubernetes-Guide: Machine Learning 🌟](https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md) | 🟑 high | A comprehensive cloud-native architectural guide mapping how machine learning workloads run efficiently on Kubernetes. | + | 2026-05-17 | [medium.com/bakdata: Scalable Machine Learning with Kafka Streams and KServe](https://medium.com/bakdata/scalable-machine-learning-with-kafka-streams-and-kserve-85308858d867) | πŸ”΅ medium | Demonstrates an end-to-end cloud-native pattern for real-time streaming ML inference using Kafka and KServe. | + | 2026-05-21 | [tensorchord/envd: Reproducible development environment for AI/ML 🌟](https://github.com/tensorchord/envd) | πŸ”΅ medium | Envd streamlines AI reproducibility by transforming Python declarations directly into isolated, CUDA-ready containerized environments. | + | 2026-05-25 | [github.com/XuehaiPan/nvitop 🌟](https://github.com/XuehaiPan/nvitop) | πŸ”΅ medium | An essential operational tool modernizing GPU utilization tracking, memory profiling, and process inspection across ML nodes. | ## Python, Java & Developer Ecosystem @@ -350,31 +350,31 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-14 | [metalbear-co/mirrord](https://github.com/metalbear-co/mirrord) | πŸ”΄ critical | Plugs local Python/Java processes directly into remote Kubernetes namespaces, avoiding slow container rebuild cycles during local development. | - | 2026-06-14 | [Ruff](https://github.com/astral-sh/ruff) | πŸ”΄ critical | Dramatically accelerates Python CI/CD pipelines as the lightning-fast, Rust-powered de-facto standard linter and formatter. | - | 2026-06-14 | [testcontainers-spring-boot 🌟](https://github.com/PlaytikaOSS/testcontainers-spring-boot) | 🟑 high | Automates Docker container lifecycles during JUnit execution to eliminate mocked databases and ensure reliable Java integration testing. | - | 2026-06-13 | [github.com/spring-projects: springboot enables these probes automatically when running in k8s](https://github.com/spring-projects/spring-boot#L73) | 🟑 high | Enables seamless cloud-native operations by automatically exposing native Kubernetes liveness and readiness probes from Spring Boot. | - | 2026-06-13 | [pydantic/pydantic](https://github.com/pydantic/pydantic) | πŸ”΄ critical | Guarantees strict data validation and high-performance parsing in Python microservices using type annotations with a Rust-compiled core. | - | 2026-06-12 | [apache/maven-mvnd](https://github.com/apache/maven-mvnd) | 🟑 high | Significantly cuts down local and cloud Java compilation times by maintaining persistent background build processes. | - | 2026-06-12 | [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) | 🟑 high | Allows Spring-based Java microservices to seamlessly consume Kubernetes ConfigMaps and Secrets as native application properties. | - | 2026-06-12 | [github.com/bloomberg/memray 🌟🌟](https://github.com/bloomberg/memray) | 🟑 high | Solves difficult memory leaks and profiling challenges within high-scale, containerized Python microservices. | - | 2026-06-01 | [cloud.spring.io: Spring Cloud Vault 🌟](https://cloud.spring.io/spring-cloud-vault/reference/html) | 🟑 high | Secures cloud-native Java deployments by natively integrating Spring applications with HashiCorp Vault for dynamic secret rotation. | - | 2026-06-01 | [quarkus.io](https://quarkus.io) | πŸ”΄ critical | Optimizes Java for Kubernetes environments by enabling supersonic compilation, ultra-low memory footprints, and fast startup times. | + | 2026-06-14 | [metalbear-co/mirrord](https://github.com/metalbear-co/mirrord) | πŸ”΄ critical | Revolutionizes local cloud-native development by letting engineers run local code directly within remote Kubernetes namespaces without container rebuilding. | + | 2026-06-14 | [Ruff](https://github.com/astral-sh/ruff) | πŸ”΄ critical | Serves as the de facto high-performance Rust-based linter and formatter that dramatically accelerates Python CI/CD pipelines across the industry. | + | 2026-06-13 | [pydantic/pydantic](https://github.com/pydantic/pydantic) | πŸ”΄ critical | Provides the foundational type validation and parsing engine powering modern high-performance Python APIs and microservices. | + | 2026-06-01 | [quarkus.io](https://quarkus.io) | πŸ”΄ critical | Reinvents enterprise Java for Kubernetes and serverless architectures with GraalVM native compilation and ultra-low memory overhead. | + | 2026-06-14 | [testcontainers-spring-boot 🌟](https://github.com/PlaytikaOSS/testcontainers-spring-boot) | 🟑 high | Enables reliable automated integration testing for Spring Boot by seamlessly spinning up containerized databases and message brokers. | + | 2026-06-12 | [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) | 🟑 high | Natively bridges Spring Cloud configurations and service discovery directly to Kubernetes primitives like ConfigMaps and Secrets. | + | 2026-06-01 | [gRPC](https://grpc.io) | 🟑 high | Provides the ubiquitous high-performance RPC and Protocol Buffers communication backbone for polyglot microservice ecosystems. | + | 2026-06-01 | [OpenAPI Generator 🌟](https://openapi-generator.tech) | 🟑 high | Automates multi-language client SDK and server stub generation, enforcing strict API contracts across distributed architectures. | + | 2026-06-01 | [AsyncAPI](https://www.asyncapi.com) | 🟑 high | Defines the open standard for documenting, designing, and governing modern event-driven architectures across message brokers. | + | 2026-06-12 | [github.com/bloomberg/memray 🌟🌟](https://github.com/bloomberg/memray) | πŸ”΅ medium | Delivers deep memory allocation profiling required to optimize memory consumption and debug leaks in containerized Python microservices. | === "Last 6 Months" | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-14 | [metalbear-co/mirrord](https://github.com/metalbear-co/mirrord) | πŸ”΄ critical | Bridges the gap between local development and remote Kubernetes clusters by mirroring traffic, environment variables, and DNS directly to local processes. | - | 2026-06-14 | [Ruff](https://github.com/astral-sh/ruff) | πŸ”΄ critical | Radically accelerates Python CI/CD pipelines by replacing multiple fragmented formatters and linters with a single, highly performant Rust-based engine. | - | 2026-06-14 | [testcontainers-spring-boot 🌟](https://github.com/PlaytikaOSS/testcontainers-spring-boot) | 🟑 high | Streamlines cloud-native integration testing by automating the lifecycle of real Docker dependencies directly within JUnit execution. | - | 2026-06-13 | [github.com/spring-projects: springboot enables these probes automatically when running in k8s](https://github.com/spring-projects/spring-boot#L73) | 🟑 high | Simplifies Kubernetes operations by automatically exposing native liveness and readiness probes out of the box when running in container platforms. | - | 2026-06-13 | [pydantic/pydantic](https://github.com/pydantic/pydantic) | πŸ”΄ critical | Serves as the high-performance, Rust-backed standard for data parsing and validation across the modern Python microservices ecosystem. | - | 2026-06-12 | [apache/maven-mvnd](https://github.com/apache/maven-mvnd) | 🟑 high | Drastically improves Java developer productivity by utilizing a persistent background daemon to eliminate Maven compilation overhead. | - | 2026-06-12 | [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) | 🟑 high | Provides seamless cloud-native integration by transparently mapping Kubernetes platform features like ConfigMaps and Secrets to Spring applications. | - | 2026-06-12 | [github.com/bloomberg/memray 🌟🌟](https://github.com/bloomberg/memray) | 🟑 high | Enables deep memory profiling in Python, making it critical for optimizing memory footprints in containerized, high-throughput microservices. | - | 2026-06-01 | [cloud.spring.io: Spring Cloud Vault 🌟](https://cloud.spring.io/spring-cloud-vault/reference/html) | 🟑 high | Secures enterprise applications by providing robust, native integration between HashiCorp Vault and Spring for dynamic secrets rotation. | - | 2026-06-01 | [quarkus.io](https://quarkus.io) | πŸ”΄ critical | Redefines Java for the cloud-native era by offering supersonic, subatomic compilation optimized specifically for Kubernetes and serverless deployments. | + | 2026-06-14 | [metalbear-co/mirrord](https://github.com/metalbear-co/mirrord) | πŸ”΄ critical | Revolutionizes local cloud-native development by directly mirroring remote Kubernetes traffic, DNS, and environment variables into local processes. | + | 2026-06-14 | [Ruff](https://github.com/astral-sh/ruff) | πŸ”΄ critical | Acts as the modern de facto standard for Python linting and formatting, drastically reducing CI/CD execution times across enterprise codebases. | + | 2026-06-13 | [pydantic/pydantic](https://github.com/pydantic/pydantic) | πŸ”΄ critical | Serves as the foundational high-performance type validation framework powering modern Python APIs and cloud microservices. | + | 2026-06-01 | [quarkus.io](https://quarkus.io) | πŸ”΄ critical | Redefines Java for Kubernetes environments with supersonic startup times and minimal memory footprints optimized for containers and GraalVM. | + | 2026-06-12 | [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) | 🟑 high | Seamlessly bridges Spring Cloud microservices with native Kubernetes primitives such as ConfigMaps, Secrets, and service discovery. | + | 2026-06-14 | [testcontainers-spring-boot 🌟](https://github.com/PlaytikaOSS/testcontainers-spring-boot) | 🟑 high | Eliminates brittle test environments by managing ephemeral Docker containers directly within Spring Boot integration test suites. | + | 2026-06-01 | [gRPC](https://grpc.io) | 🟑 high | Provides the foundational high-performance, contract-first RPC protocol for low-latency polyglot microservice communication. | + | 2026-06-01 | [AsyncAPI](https://www.asyncapi.com) | 🟑 high | Standardizes event-driven architecture specifications, enabling automated tooling and governance across message-driven cloud services. | + | 2026-06-01 | [OpenAPI Generator 🌟](https://openapi-generator.tech) | 🟑 high | Automates multi-language client SDK and server stub generation, ensuring contract-driven API consistency across polyglot ecosystems. | + | 2026-06-12 | [github.com/bloomberg/memray 🌟🌟](https://github.com/bloomberg/memray) | 🟑 high | Delivers advanced memory profiling and leak detection essential for operating production Python workloads in containerized environments. | === "Last 12 Months" @@ -428,16 +428,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-01 | [redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2](https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2) | πŸ”΄ critical | Cgroups v2 is the foundational resource isolation layer for modern container runtimes and Kubernetes, making memory pressure stall tracking essential for cloud-native operations. | - | 2026-06-13 | [bpftrace](https://github.com/bpftrace/bpftrace) | 🟑 high | eBPF-powered tracing with bpftrace provides high-performance, dynamic kernel-level diagnostics crucial for modern cloud-native observability. | - | 2026-06-01 | [LWN.net](https://lwn.net) | 🟑 high | LWN.net serves as the premier authoritative resource for systems engineers tracking Linux kernel architectures and systems programming evolutions. | - | 2026-03-05 | [How-To Secure A Linux Server](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) | 🟑 high | This comprehensive checklist provides production-grade hardening steps critical for securing modern Linux hosts against enterprise threats. | - | 2024-04-30 | [termshark](https://github.com/gcla/termshark) | 🟑 high | Termshark brings interactive packet analysis to headless systems and Kubernetes nodes over secure shell sessions, simplifying remote network debugging. | - | 2026-01-05 | [github: Safe ways to do things in bash](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) | πŸ”΅ medium | Establishes rigorous safety standards and quoting best practices to prevent destructive failures in production automation and bash scripting. | - | 2026-06-01 | [abarrak.gitbook.io: Linux SysOps Handbook 🌟](https://abarrak.gitbook.io/linux-sysops-handbook) | πŸ”΅ medium | Offers an aggregated, high-density reference guide for on-call systems administrators troubleshooting complex infrastructure failures. | - | 2026-06-01 | [tecmint.com: How to Control Systemd Services on Remote Linux Server](https://www.tecmint.com/control-systemd-services-on-remote-linux-server) | πŸ”΅ medium | Demonstrates native remote service management pattern using systemctl over SSH, avoiding the complexity of installing heavyweight management agents. | - | 2026-06-01 | [sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟](https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux) | πŸ”΅ medium | Explains the modern transition from legacy netstat to the highly efficient ss utility for real-time network socket diagnostics on modern Linux kernels. | - | 2026-05-31 | [oilshell: Alternative shells](https://github.com/oils-for-unix/oils/wiki/Alternative-Shells) | πŸ”΅ medium | Evaluates next-generation Unix shells, facilitating a paradigm shift towards structured JSON-first output and safer shell programming paradigms. | + | 2026-06-01 | [redhat.com: World domination with cgroups part 8: down and dirty with cgroup v2](https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2) | πŸ”΄ critical | Provides an essential deep dive into cgroup v2, PSI metrics, and resource hierarchy foundational to modern Linux container runtimes. | + | 2026-06-13 | [bpftrace](https://github.com/bpftrace/bpftrace) | πŸ”΄ critical | Serves as the standard high-level tracing language leveraging eBPF for deep kernel introspection, performance profiling, and system diagnostics. | + | 2026-06-01 | [LWN.net](https://lwn.net) | 🟑 high | The premier architectural journal covering Linux kernel subsystems, systems programming changes, and core OS developments. | + | 2026-03-05 | [How-To Secure A Linux Server](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) | 🟑 high | A comprehensive operational baseline for hardening enterprise Linux servers across SSH, kernel parameters, and access controls. | + | 2024-04-30 | [termshark](https://github.com/gcla/termshark) | 🟑 high | Enables interactive, terminal-based packet analysis directly on headless remote Linux hosts and Kubernetes nodes without a graphical interface. | + | 2026-06-01 | [sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟](https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux) | 🟑 high | Delivers practical diagnostic workflows comparing legacy netstat and modern ss for low-level TCP/UDP socket troubleshooting. | + | 2026-01-05 | [github: Safe ways to do things in bash](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) | 🟑 high | Establishes critical defensive programming standards to prevent variable expansion bugs, injection vulnerabilities, and silent failures in shell scripts. | + | 2026-06-18 | [The Art of Command Line](https://github.com/jlevy/the-art-of-command-line) | 🟑 high | An exhaustive single-page reference for command-line mastery, process inspection, pipeline debugging, and terminal productivity. | + | 2026-06-01 | [abarrak.gitbook.io: Linux SysOps Handbook 🌟](https://abarrak.gitbook.io/linux-sysops-handbook) | πŸ”΅ medium | Offers an on-call operational reference for system administration, performance monitoring, and real-world Linux troubleshooting. | + | 2026-06-01 | [nikhilism.com: Mystery Knowledge and Useful Tools](https://nikhilism.com/post/2020/mystery-knowledge-useful-tools) | πŸ”΅ medium | Compiles critical esoteric Unix knowledge covering process lifecycles, signal handling quirks, and advanced system debugging utilities. | ## Security & Compliance @@ -446,31 +446,31 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-12 | [hashicorp/vault](https://github.com/hashicorp/vault) | πŸ”΄ critical | Remains the absolute cornerstone of enterprise Zero Trust architectures and secret management in multi-cloud environments. | - | 2026-05-17 | [OPA Open Policy Agent 🌟](https://www.openpolicyagent.org) | πŸ”΄ critical | The graduated CNCF standard for unifying declarative policy-as-code and authorization across Kubernetes, microservices, and APIs. | - | 2026-06-14 | [Tetragon (Cilium)](https://github.com/cilium/tetragon) | πŸ”΄ critical | Provides cutting-edge, kernel-level eBPF security observability and real-time runtime enforcement for Kubernetes clusters. | - | 2026-06-11 | [trivy](https://github.com/aquasecurity/trivy) | πŸ”΄ critical | An exceptionally fast, versatile, and industry-standard security scanner for containers, IaC configurations, and software vulnerabilities. | - | 2026-06-18 | [Project Calico 🌟](https://www.tigera.io/project-calico) | 🟑 high | The industry-standard engine for high-performance eBPF-based network security and policy enforcement in Kubernetes. | - | 2026-06-13 | [sops: Simple and flexible tool for managing secrets 🌟](https://github.com/getsops/sops) | 🟑 high | Essential GitOps-friendly utility for secure, file-level configuration encryption within modern cloud-native deployment pipelines. | - | 2026-06-12 | [kubescape](https://github.com/kubescape/kubescape) | 🟑 high | An active CNCF Sandbox tool providing comprehensive risk analysis, compliance auditing, and vulnerability management natively in Kubernetes. | - | 2026-06-12 | [kubernetes-sigs/security-profiles-operator](https://github.com/kubernetes-sigs/security-profiles-operator) | 🟑 high | The official Kubernetes SIG operator that simplifies and automates the native management of seccomp, AppArmor, and SELinux profiles. | - | 2026-06-13 | [github.com/prowler-cloud/prowler 🌟🌟](https://github.com/prowler-cloud/prowler) | 🟑 high | The open-source benchmark for Cloud Security Posture Management (CSPM), auditing multi-cloud infrastructures against compliance frameworks. | - | 2026-06-10 | [hashicorp/vault-csi-provider: HashiCorp Vault Provider for Secrets Store' CSI Driver](https://github.com/hashicorp/vault-csi-provider) | 🟑 high | Enables enterprise-grade security by mounting Vault credentials directly into Kubernetes pods as memory-mapped files without persistent storage. | + | 2026-05-17 | [OPA Open Policy Agent 🌟](https://www.openpolicyagent.org) | πŸ”΄ critical | OPA is the CNCF-graduated industry standard for declarative policy-as-code across Kubernetes, CI/CD, and microservices. | + | 2026-06-12 | [hashicorp/vault](https://github.com/hashicorp/vault) | πŸ”΄ critical | HashiCorp Vault remains the premier enterprise engine for Zero Trust secrets management, dynamic credentials, and data protection. | + | 2026-06-11 | [trivy](https://github.com/aquasecurity/trivy) | πŸ”΄ critical | Trivy is the de facto comprehensive vulnerability and misconfiguration scanner for containers, SBOMs, and Infrastructure as Code. | + | 2026-06-14 | [Tetragon (Cilium)](https://github.com/cilium/tetragon) | πŸ”΄ critical | Tetragon leverages eBPF to deliver real-time, kernel-level security observability and automated runtime enforcement for Kubernetes workloads. | + | 2026-06-18 | [Project Calico 🌟](https://www.tigera.io/project-calico) | πŸ”΄ critical | Calico is an industry-standard networking and network security solution providing high-performance eBPF-driven policy enforcement. | + | 2026-06-13 | [github.com/prowler-cloud/prowler 🌟🌟](https://github.com/prowler-cloud/prowler) | 🟑 high | Prowler is a leading open-source tool for Cloud Security Posture Management (CSPM), automating compliance assessments against major industry benchmarks. | + | 2026-06-10 | [Cloud Custodian](https://github.com/cloud-custodian/cloud-custodian) | 🟑 high | Cloud Custodian provides an enterprise-grade, YAML-based governance engine for automated multi-cloud compliance and policy enforcement. | + | 2026-05-17 | [checkov.io](https://www.checkov.io) | 🟑 high | Checkov delivers static code analysis to catch security misconfigurations across Terraform, Helm, and Kubernetes manifests before deployment. | + | 2026-06-13 | [sops: Simple and flexible tool for managing secrets 🌟](https://github.com/getsops/sops) | 🟑 high | SOPS is the essential standard for file-level encryption inside declarative GitOps and configuration management workflows. | + | 2026-06-12 | [kubescape](https://github.com/kubescape/kubescape) | 🟑 high | Kubescape is an active CNCF sandbox tool that streamlines Kubernetes risk analysis, continuous posture verification, and compliance scanning. | === "Last 6 Months" | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-05-17 | [OPA Open Policy Agent 🌟](https://www.openpolicyagent.org) | πŸ”΄ critical | It is the de facto CNCF graduated standard for unified, declarative policy-as-code enforcement across the entire cloud-native stack. | - | 2026-06-12 | [hashicorp/vault](https://github.com/hashicorp/vault) | πŸ”΄ critical | It remains the industry-standard secrets management engine and dynamic credential provider powering enterprise Zero Trust architectures. | - | 2026-06-11 | [trivy](https://github.com/aquasecurity/trivy) | πŸ”΄ critical | It is the highly versatile, lightning-fast standard for vulnerability, misconfiguration, and SBOM scanning across container images and IaC. | - | 2026-06-14 | [Tetragon (Cilium)](https://github.com/cilium/tetragon) | πŸ”΄ critical | It represents a major paradigm shift in runtime security by using eBPF to monitor and block security events directly at the kernel level. | - | 2026-06-18 | [Project Calico 🌟](https://www.tigera.io/project-calico) | 🟑 high | An industry-standard networking and network security engine that provides high-performance eBPF-based policy enforcement for Kubernetes. | - | 2026-06-13 | [sops: Simple and flexible tool for managing secrets 🌟](https://github.com/getsops/sops) | 🟑 high | An indispensable, widely adopted tool for GitOps pipelines to securely encrypt secrets at the file level within Git repositories. | - | 2026-05-17 | [checkov.io](https://www.checkov.io) | 🟑 high | A leading static analysis tool that prevents security misconfigurations by scanning Infrastructure-as-Code prior to deployment. | - | 2026-06-13 | [github.com/prowler-cloud/prowler 🌟🌟](https://github.com/prowler-cloud/prowler) | 🟑 high | The industry standard for Cloud Security Posture Management (CSPM), automating multi-cloud compliance audits against major security frameworks. | - | 2026-06-12 | [kubernetes-sigs/security-profiles-operator](https://github.com/kubernetes-sigs/security-profiles-operator) | 🟑 high | The official Kubernetes SIG operator that drastically simplifies and automates the management of Seccomp, AppArmor, and SELinux profiles. | - | 2026-06-12 | [kubescape](https://github.com/kubescape/kubescape) | 🟑 high | A prominent CNCF sandbox tool providing active, multi-framework security compliance and risk analysis natively inside Kubernetes clusters. | + | 2026-06-12 | [hashicorp/vault](https://github.com/hashicorp/vault) | πŸ”΄ critical | Vault remains the industry-standard backbone for secrets lifecycle management, zero trust workload identity, and dynamic credential broker operations across cloud native platforms. | + | 2026-05-17 | [OPA Open Policy Agent 🌟](https://www.openpolicyagent.org) | πŸ”΄ critical | As a CNCF graduated project, Open Policy Agent defines the industry standard for decoupled, declarative policy-as-code across Kubernetes clusters and microservices. | + | 2026-06-11 | [trivy](https://github.com/aquasecurity/trivy) | πŸ”΄ critical | Trivy is the ubiquitous, fast vulnerability and misconfiguration scanner embedded across enterprise container pipelines and IaC workflows. | + | 2026-06-14 | [Tetragon (Cilium)](https://github.com/cilium/tetragon) | 🟑 high | Tetragon leverages deep eBPF kernel instrumentation to provide real-time runtime security observability and synchronous threat prevention in Kubernetes. | + | 2026-06-13 | [github.com/prowler-cloud/prowler 🌟🌟](https://github.com/prowler-cloud/prowler) | 🟑 high | Prowler is an established open-source benchmark tool for multi-cloud security posture management (CSPM) and automated compliance auditing against CIS and regulatory frameworks. | + | 2026-06-18 | [Project Calico 🌟](https://www.tigera.io/project-calico) | 🟑 high | Project Calico delivers foundational container networking and microsegmentation security through high-performance eBPF and Linux network policies. | + | 2026-05-17 | [checkov.io](https://www.checkov.io) | 🟑 high | Checkov is a premier static analysis engine that prevents security misconfigurations before deployment across Terraform, Helm, and Kubernetes manifests. | + | 2026-06-13 | [sops: Simple and flexible tool for managing secrets 🌟](https://github.com/getsops/sops) | 🟑 high | SOPS provides essential file-level cryptographic key management optimized for GitOps pipelines and declarative configuration files. | + | 2026-06-10 | [Cloud Custodian](https://github.com/cloud-custodian/cloud-custodian) | 🟑 high | Cloud Custodian enables platform engineers to automate fleet-wide multi-cloud governance, security compliance, and remediation using declarative rules. | + | 2026-06-12 | [kubernetes-sigs/security-profiles-operator](https://github.com/kubernetes-sigs/security-profiles-operator) | πŸ”΅ medium | The official Kubernetes SIG Security Profiles Operator standardizes and simplifies the distributed management of Seccomp, SELinux, and AppArmor profiles across production clusters. | === "Last 12 Months" @@ -509,16 +509,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-02 | [OpenTofu 1.12: the Feature Terraform Never Shipped](https://www.infoq.com/news/2026/05/opentofu-release-terraform) | πŸ”΄ critical | It resolves a decade-old modular limitation of upstream Terraform by enabling dynamic provider configuration in OpenTofu 1.12. | - | 2026-06-02 | [The Agentic Infrastructure Era \| Pulumi Releases](https://www.pulumi.com/releases/agentic-infrastructure-era) | πŸ”΄ critical | It introduces a major paradigm shift toward autonomous, agentic cloud provisioning and self-healing systems. | - | 2026-06-02 | [New in Terraform 1.15: Dynamic sources, variable deprecation, and more](https://www.hashicorp.com/en/blog/new-in-terraform-115-dynamic-sources-variable-deprecation-and-more) | πŸ”΄ critical | It delivers native dynamic module sources to HashiCorp Terraform, changing how enterprise platforms orchestrate upstream dependencies. | - | 2026-05-29 | [github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module](https://github.com/terraform-aws-modules/terraform-aws-eks) | 🟑 high | It represents the industry-standard template for provisioning production-ready Amazon EKS clusters via Infrastructure as Code. | - | 2026-03-05 | [Kubestack Gitops Framework](https://github.com/kbst/terraform-kubestack) | 🟑 high | It uniquely bridges GitOps execution with declarative Terraform patterns specifically optimized for Kubernetes platform rollouts. | - | 2026-06-03 | [Infracost 🌟](https://github.com/infracost/infracost) | 🟑 high | It integrates directly into pull request pipelines to provide vital, pre-execution cloud cost transparency for platform teams. | - | 2026-06-10 | [AWX Operator](https://github.com/ansible/awx-operator) | 🟑 high | It automates the deployment and lifecycle of AWX within Kubernetes, aligning traditional Ansible task management with cloud-native practices. | - | 2026-06-10 | [Checkmarx/kics](https://github.com/Checkmarx/kics) | 🟑 high | It secures pipelines by scanning multi-format IaC configurations including Terraform, Helm, and Kubernetes manifests for structural vulnerabilities. | - | 2026-06-02 | [Neo, Now in the Terminal \| Pulumi Blog](https://www.pulumi.com/blog/pulumi-neo-cli) | 🟑 high | It embeds Pulumi's Neo AI engine directly into local terminal sessions to accelerate infrastructure scaffolding and state inspection. | - | 2026-05-27 | [mineiros-io/terramate](https://github.com/terramate-io/terramate) | 🟑 high | It solves enterprise scale challenges in large-scale multi-directory Terraform and OpenTofu monorepos with selective execution. | + | 2026-06-02 | [OpenTofu 1.12: the Feature Terraform Never Shipped](https://www.infoq.com/news/2026/05/opentofu-release-terraform) | πŸ”΄ critical | OpenTofu 1.12 delivers significant architectural advancements over upstream Terraform, directly impacting the open-source IaC landscape. | + | 2026-06-02 | [New in Terraform 1.15: Dynamic sources, variable deprecation, and more](https://www.hashicorp.com/en/blog/new-in-terraform-115-dynamic-sources-variable-deprecation-and-more) | πŸ”΄ critical | Terraform 1.15 introduces native dynamic module sources, solving a major longstanding limitation in declarative module composition. | + | 2026-06-02 | [The Agentic Infrastructure Era \| Pulumi Releases](https://www.pulumi.com/releases/agentic-infrastructure-era) | 🟑 high | Pulumi's Agentic Infrastructure release defines a major paradigm shift toward autonomous, AI-driven cloud infrastructure management. | + | 2026-05-29 | [github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module](https://github.com/terraform-aws-modules/terraform-aws-eks) | 🟑 high | It is the industry-standard modular foundation for orchestrating production-grade Kubernetes clusters on AWS via Terraform. | + | 2026-06-03 | [Infracost 🌟](https://github.com/infracost/infracost) | 🟑 high | Infracost shifts FinOps left by integrating deterministic cloud cost estimations directly into developer IaC pull request workflows. | + | 2026-06-13 | [github.com/terraform-linters/tflint](https://github.com/terraform-linters/tflint/releases/tag/v0.51.0) | 🟑 high | TFLint serves as a critical quality gate in enterprise CI/CD pipelines to catch provider-specific errors and enforce structural standards. | + | 2026-06-10 | [Checkmarx/kics](https://github.com/Checkmarx/kics) | 🟑 high | KICS provides comprehensive static security analysis across Terraform, Kubernetes, and Helm manifests to prevent cloud misconfigurations. | + | 2026-05-27 | [mineiros-io/terramate](https://github.com/terramate-io/terramate) | 🟑 high | Terramate addresses modern enterprise monorepo challenges through efficient change detection and declarative orchestration for Terraform and OpenTofu. | + | 2026-03-05 | [Kubestack Gitops Framework](https://github.com/kbst/terraform-kubestack) | πŸ”΅ medium | Kubestack unifies infrastructure provisioning and Kubernetes cluster lifecycle management under a cohesive GitOps framework. | + | 2026-06-10 | [AWX Operator](https://github.com/ansible/awx-operator) | πŸ”΅ medium | The AWX Operator brings cloud-native lifecycle automation and Kubernetes Custom Resource Definitions to enterprise Ansible deployments. | === "Last 12 Months" @@ -542,46 +542,46 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-01 | [Argo CD](https://argoproj.github.io/argo-cd) | πŸ”΄ critical | The definitive industry standard for Kubernetes-native GitOps, enabling declarative, secure, and continuous application delivery. | - | 2026-06-13 | [github: Flux Version 2](https://github.com/fluxcd/flux2) | πŸ”΄ critical | A core CNCF GitOps engine that provides highly parallelized and decoupled multi-tenant reconciliation for Kubernetes clusters. | - | 2026-06-14 | [dagger/dagger: Dagger is a portable devkit for CICD](https://github.com/dagger/dagger) | πŸ”΄ critical | Dagger introduces a paradigm shift by replacing complex, vendor-locked YAML pipelines with portable, code-based CI/CD environments built on BuildKit. | - | 2026-06-14 | [github: Tekton Pipelines](https://github.com/tektoncd/pipeline) | 🟑 high | A powerful Kubernetes-native CI/CD framework that uses Custom Resource Definitions to standardize decentralized, step-based pipeline execution. | - | 2026-06-08 | [github.com/flux-iac/tofu-controller](https://github.com/flux-iac/tofu-controller) | 🟑 high | Extends GitOps mechanics to modern infrastructure-as-code, allowing teams to reconcile OpenTofu and Terraform resources natively in-cluster. | - | 2026-06-13 | [Prow](https://github.com/kubernetes/test-infra/tree/master/prow) | 🟑 high | The highly scalable, decentralized CI/CD platform driving Kubernetes' own complex development ecosystem and open-source governance. | - | 2026-06-14 | [Helm](https://nubenetes.com/helm) | πŸ”΄ critical | The foundational package manager for Kubernetes that powers modern declarative deployments and serves as a vital component in GitOps pipelines. | - | 2026-06-14 | [Keptn](https://nubenetes.com/keptn) | 🟑 high | Implements advanced cloud-native application lifecycle management using automated, SLO-driven deployment evaluations and promotions. | - | 2026-06-08 | [kubernetes-plugin: Kubernetes plugin for Jenkins 🌟](https://github.com/jenkinsci/kubernetes-plugin) | 🟑 high | Bridges legacy Jenkins workloads with modern cloud-native architecture by dynamically scaling disposable worker pods directly inside Kubernetes. | - | 2026-06-14 | [github.com/glasskube/glasskube](https://github.com/glasskube/glasskube) | πŸ”΅ medium | A next-generation Kubernetes package manager seeking to simplify deployment patterns and automatic updates compared to legacy tools. | + | 2026-06-01 | [Argo CD](https://argoproj.github.io/argo-cd) | πŸ”΄ critical | Argo CD is the premier industry standard for declarative, GitOps-driven continuous delivery across Kubernetes environments. | + | 2026-06-13 | [github: Flux Version 2](https://github.com/fluxcd/flux2) | πŸ”΄ critical | Flux v2 provides the foundational GitOps toolkit architecture for modular, multi-tenant Kubernetes state reconciliation. | + | 2026-06-14 | [dagger/dagger: Dagger is a portable devkit for CICD](https://github.com/dagger/dagger) | 🟑 high | Dagger introduces a paradigm shift by replacing brittle YAML with programmatic, containerized CI/CD pipelines in standard programming languages. | + | 2026-06-14 | [github: Tekton Pipelines](https://github.com/tektoncd/pipeline) | 🟑 high | Tekton provides standard, Kubernetes-native declarative primitives and CRDs for building cloud-native CI/CD engines. | + | 2026-06-14 | [Helm](https://nubenetes.com/helm) | πŸ”΄ critical | Helm remains the ubiquitous package manager and templating standard for deploying complex application architectures to Kubernetes. | + | 2026-06-08 | [github.com/flux-iac/tofu-controller](https://github.com/flux-iac/tofu-controller) | 🟑 high | The Tofu Controller natively unifies Infrastructure-as-Code with GitOps principles inside Kubernetes clusters using OpenTofu. | + | 2026-06-14 | [harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟](https://www.harness.io/blog/blue-green-canary-deployment-strategies) | 🟑 high | Provides an architectural blueprint for implementing advanced traffic-routing and zero-downtime deployment strategies on Kubernetes. | + | 2026-06-14 | [feat(ui): Add AppSet to Application Resource Tree in Argo CD](https://github.com/argoproj/argo-cd/pull/26601) | πŸ”΅ medium | Directly enhances operational visibility by mapping complex multi-tenant ApplicationSets within the Argo CD topology tree. | + | 2026-06-14 | [Keptn](https://nubenetes.com/keptn) | πŸ”΅ medium | Keptn advances cloud-native lifecycle orchestration by automating canary promotions using metrics-driven SLO evaluations. | + | 2026-06-08 | [kubernetes-plugin: Kubernetes plugin for Jenkins 🌟](https://github.com/jenkinsci/kubernetes-plugin) | πŸ”΅ medium | Enables enterprise Jenkins installations to achieve elastic cloud-native scaling by dynamically provisioning ephemeral build agents on Kubernetes. | === "Last 6 Months" | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-01 | [Argo CD](https://argoproj.github.io/argo-cd) | πŸ”΄ critical | The absolute industry standard for declarative GitOps continuous delivery on Kubernetes clusters, securing widespread enterprise adoption. | - | 2026-06-13 | [github: Flux Version 2](https://github.com/fluxcd/flux2) | πŸ”΄ critical | Rebuilt from the ground up as the GitOps Toolkit, providing highly decoupled, parallel reconciliation of Kubernetes configurations. | - | 2026-06-14 | [dagger/dagger: Dagger is a portable devkit for CICD](https://github.com/dagger/dagger) | 🟑 high | A highly novel devkit that replaces complex YAML pipelines with code-based execution engines running natively on BuildKit. | - | 2026-06-08 | [github.com/flux-iac/tofu-controller](https://github.com/flux-iac/tofu-controller) | 🟑 high | Directly reconciles OpenTofu and Terraform configurations natively within Kubernetes using standard GitOps principles. | - | 2026-06-14 | [github: Tekton Pipelines](https://github.com/tektoncd/pipeline) | 🟑 high | Provides the foundational Kubernetes-native, declarative CI/CD framework using modular Custom Resource Definitions. | - | 2026-06-14 | [Helm](https://nubenetes.com/helm) | 🟑 high | The indispensable package manager and templating standard for versioning and deploying Kubernetes resources. | - | 2026-06-14 | [Keptn](https://nubenetes.com/keptn) | 🟑 high | An enterprise-grade orchestration control plane enabling SLO-driven automated canary validation and application life cycles. | - | 2026-06-13 | [Prow](https://github.com/kubernetes/test-infra/tree/master/prow) | 🟑 high | A powerful Kubernetes-native engine designed specifically to handle policy-driven, large-scale open-source project governance. | - | 2026-06-08 | [kubernetes-plugin: Kubernetes plugin for Jenkins 🌟](https://github.com/jenkinsci/kubernetes-plugin) | 🟑 high | A vital enterprise bridge that dynamically scales resources by provisioning isolated Jenkins worker pods on-demand inside Kubernetes. | - | 2026-06-14 | [github.com/glasskube/glasskube](https://github.com/glasskube/glasskube) | πŸ”΅ medium | An emerging next-generation Kubernetes package manager written in Go that simplifies cloud-native dependency management. | + | 2026-06-01 | [Argo CD](https://argoproj.github.io/argo-cd) | πŸ”΄ critical | Argo CD represents the defacto industry standard and CNCF-graduated continuous delivery platform powering modern Kubernetes GitOps workflows. | + | 2026-06-13 | [github: Flux Version 2](https://github.com/fluxcd/flux2) | πŸ”΄ critical | Flux v2 provides the modular, controller-based GitOps Toolkit standard for declarative Kubernetes cluster state reconciliation. | + | 2026-06-14 | [dagger/dagger: Dagger is a portable devkit for CICD](https://github.com/dagger/dagger) | πŸ”΄ critical | Dagger introduces a paradigm shift in CI/CD by replacing brittle YAML with portable, containerized pipeline code executed via BuildKit. | + | 2026-06-14 | [Helm](https://nubenetes.com/helm) | 🟑 high | Helm remains the ubiquitous packaging and templating foundation necessary for distributing and managing Kubernetes release lifecycles. | + | 2026-06-14 | [github: Tekton Pipelines](https://github.com/tektoncd/pipeline) | 🟑 high | Tekton provides the standard CNCF declarative, Kubernetes-native framework for building modular and reusable CI/CD execution engines. | + | 2026-06-08 | [github.com/flux-iac/tofu-controller](https://github.com/flux-iac/tofu-controller) | 🟑 high | Tofu-controller closes the infrastructure-as-code loop by natively bringing OpenTofu and Terraform drift management into GitOps pipelines. | + | 2026-06-14 | [Keptn](https://nubenetes.com/keptn) | 🟑 high | Keptn establishes cloud-native progressive delivery by orchestrating canary promotions and rollbacks driven by declarative SLO metrics. | + | 2026-06-08 | [kubernetes-plugin: Kubernetes plugin for Jenkins 🌟](https://github.com/jenkinsci/kubernetes-plugin) | 🟑 high | The Kubernetes plugin serves as the primary bridge for enterprise Jenkins instances to dynamically scale isolated ephemeral build agents in cloud-native clusters. | + | 2026-06-14 | [feat(ui): Add AppSet to Application Resource Tree in Argo CD](https://github.com/argoproj/argo-cd/pull/26601) | πŸ”΅ medium | Integrating ApplicationSets into the Argo CD resource tree significantly improves enterprise visibility into multi-cluster and multi-tenant GitOps topologies. | + | 2026-06-13 | [Prow](https://github.com/kubernetes/test-infra/tree/master/prow) | πŸ”΅ medium | Prow is the proven, event-driven CI platform governing Kubernetes core project automation and large-scale cloud-native repositories. | === "Last 12 Months" | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-14 | [Helm](https://nubenetes.com/helm) | πŸ”΄ critical | As the de facto package manager for Kubernetes, Helm remains the core standard for packaging and deploying cloud-native applications. | - | 2026-06-14 | [feat(ui): Add AppSet to Application Resource Tree in Argo CD](https://github.com/argoproj/argo-cd/pull/26601) | πŸ”΅ medium | This enhancement resolves a major observability bottleneck by mapping complex, multi-tenant ApplicationSet topologies directly in the Argo CD dashboard. | - | 2026-06-14 | [github: Tekton Pipelines](https://github.com/tektoncd/pipeline) | 🟑 high | Tekton provides the standard, highly scalable Kubernetes-native framework for building modular and declarative CI/CD pipelines. | - | 2026-06-14 | [dagger/dagger: Dagger is a portable devkit for CICD](https://github.com/dagger/dagger) | πŸ”΄ critical | Dagger introduces a paradigm shift in CI/CD by replacing brittle YAML pipelines with portable, container-native code written in general-purpose languages. | - | 2026-06-14 | [github.com/glasskube/glasskube](https://github.com/glasskube/glasskube) | 🟑 high | Glasskube offers a next-generation approach to Kubernetes package management, streamlining installation, dependency resolution, and automated updates. | - | 2026-06-13 | [github: Flux Version 2](https://github.com/fluxcd/flux2) | πŸ”΄ critical | Flux v2 is a foundational CNCF graduated project that defines modern GitOps continuous delivery through its powerful GitOps Toolkit controllers. | - | 2026-06-08 | [github.com/flux-iac/tofu-controller](https://github.com/flux-iac/tofu-controller) | 🟑 high | This controller natively bridges Infrastructure-as-Code and GitOps by enabling continuous, automated reconciliation of OpenTofu and Terraform resources. | - | 2026-06-01 | [Argo CD](https://argoproj.github.io/argo-cd) | πŸ”΄ critical | Argo CD is the industry-standard declarative GitOps tool, vital for maintaining real-time alignment between Git configurations and active Kubernetes clusters. | - | 2025-06-01 | [Jenkins Configuration as Code](https://www.jenkins.io/projects/jcasc) | 🟑 high | Jenkins Configuration as Code modernizes traditional CI infrastructure by allowing entire Jenkins instances to be managed declaratively via YAML. | - | 2026-06-14 | [Keptn](https://nubenetes.com/keptn) | 🟑 high | Keptn shifts delivery quality-assurance left by providing a standardized, SLO-driven control plane for cloud-native application orchestration. | + | 2026-06-01 | [Argo CD](https://argoproj.github.io/argo-cd) | πŸ”΄ critical | Argo CD is the industry-standard CNCF graduated continuous delivery tool driving declarative GitOps adoption across enterprise Kubernetes clusters. | + | 2026-06-13 | [github: Flux Version 2](https://github.com/fluxcd/flux2) | πŸ”΄ critical | Flux v2 provides the foundational GitOps Toolkit controllers enabling scalable, modular reconciliation of cloud-native infrastructure. | + | 2026-06-14 | [dagger/dagger: Dagger is a portable devkit for CICD](https://github.com/dagger/dagger) | πŸ”΄ critical | Dagger introduces a major paradigm shift by enabling developers to build portable, containerized CI/CD pipelines in standard programming languages via BuildKit. | + | 2026-06-14 | [Helm](https://nubenetes.com/helm) | 🟑 high | Helm remains the core package manager and release orchestration standard for managing application lifecycle templates in Kubernetes. | + | 2026-06-14 | [github: Tekton Pipelines](https://github.com/tektoncd/pipeline) | 🟑 high | Tekton provides the CNCF standard specification and execution engine for declarative, Kubernetes-native CI/CD pipelines. | + | 2026-06-08 | [github.com/flux-iac/tofu-controller](https://github.com/flux-iac/tofu-controller) | 🟑 high | Tofu-controller unites GitOps continuous delivery workflows with OpenTofu and Terraform infrastructure-as-code management inside Kubernetes. | + | 2026-06-14 | [Keptn](https://nubenetes.com/keptn) | 🟑 high | Keptn establishes cloud-native control plane orchestration for SLO-driven releases, quality gates, and automated deployment strategies. | + | 2026-06-13 | [Prow](https://github.com/kubernetes/test-infra/tree/master/prow) | 🟑 high | Prow powers the massive-scale, event-driven CI/CD and policy enforcement infrastructure running the Kubernetes project ecosystem. | + | 2026-06-14 | [github.com/glasskube/glasskube](https://github.com/glasskube/glasskube) | πŸ”΅ medium | Glasskube represents a novel next-generation approach to Kubernetes package management with automated updates and simplified dependency handling. | + | 2026-06-14 | [feat(ui): Add AppSet to Application Resource Tree in Argo CD](https://github.com/argoproj/argo-cd/pull/26601) | πŸ”΅ medium | Integrating ApplicationSets directly into the Argo CD resource tree significantly improves enterprise visibility across complex multi-tenant GitOps topologies. | ## Observability, SRE & Testing @@ -605,16 +605,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-12 | [OpenTelemetry Collector](https://github.com/open-telemetry/opentelemetry-collector) | πŸ”΄ critical | Serves as the universal, vendor-agnostic standard for ingesting, processing, and routing metrics, logs, and traces across cloud-native environments. | - | 2026-06-13 | [github.com/prometheus/prometheus](https://github.com/prometheus/prometheus) | πŸ”΄ critical | Functions as the foundational CNCF graduated metrics engine powering cloud-native observability and alerting worldwide. | - | 2026-06-12 | [kube-prometheus](https://github.com/prometheus-operator/kube-prometheus) | πŸ”΄ critical | Delivers the de facto reference deployment architecture for full-stack, end-to-end Kubernetes cluster monitoring. | - | 2026-06-14 | [github.com/grafana/mimir](https://github.com/grafana/mimir) | 🟑 high | Enables horizontally scalable, long-term multi-tenant metric retention for enterprise Prometheus deployments. | - | 2026-06-13 | [Grafana Tempo](https://github.com/grafana/tempo) | 🟑 high | Provides a highly cost-effective distributed tracing backend designed specifically to operate at scale on cloud object storage. | - | 2026-06-13 | [github.com/open-telemetry/opentelemetry-operator](https://github.com/open-telemetry/opentelemetry-operator) | 🟑 high | Automates telemetry collector lifecycle management and auto-instrumentation injection directly within Kubernetes workflows. | - | 2026-06-12 | [Chaos Mesh](https://github.com/chaos-mesh/chaos-mesh) | 🟑 high | Enables cloud-native SRE teams to automate fault injection and validate system resiliency across Kubernetes layers. | - | 2026-06-14 | [grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes](https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes) | 🟑 high | Provides essential operational techniques for mitigating Prometheus memory pressure caused by explosive metric cardinality growth. | - | 2026-06-08 | [Sloth 🌟](https://github.com/slok/sloth) | πŸ”΅ medium | Streamlines SRE adoption by automating the generation of complex, multi-window PromQL alert rules from declarative SLO definitions. | - | 2026-06-08 | [blackbox_exporter 🌟](https://github.com/prometheus/blackbox_exporter) | πŸ”΅ medium | Remains the standard community tool for performing active HTTP, DNS, gRPC, and TCP endpoint probing and TLS validation. | + | 2026-06-13 | [github.com/prometheus/prometheus](https://github.com/prometheus/prometheus) | πŸ”΄ critical | Prometheus is the de facto benchmark monitoring and alerting engine underpinning almost all cloud-native observability architectures. | + | 2026-06-12 | [OpenTelemetry Collector](https://github.com/open-telemetry/opentelemetry-collector) | πŸ”΄ critical | The OpenTelemetry Collector serves as the universal, vendor-agnostic standard for ingesting, transforming, and routing traces, metrics, and logs across modern distributed systems. | + | 2026-06-12 | [kube-prometheus](https://github.com/prometheus-operator/kube-prometheus) | πŸ”΄ critical | kube-prometheus provides the turnkey, production-grade reference stack for end-to-end observability across Kubernetes control planes and node infrastructure. | + | 2026-06-13 | [github.com/open-telemetry/opentelemetry-operator](https://github.com/open-telemetry/opentelemetry-operator) | 🟑 high | The OpenTelemetry Operator accelerates enterprise adoption by automating Collector lifecycle management and zero-code telemetry auto-instrumentation in Kubernetes. | + | 2026-06-14 | [github.com/grafana/mimir](https://github.com/grafana/mimir) | 🟑 high | Grafana Mimir solves enterprise-scale metric persistence by providing horizontally scalable, multi-tenant long-term storage for Prometheus metrics. | + | 2026-06-13 | [Grafana Tempo](https://github.com/grafana/tempo) | 🟑 high | Grafana Tempo delivers cost-efficient, petabyte-scale distributed tracing tightly coupled with object storage and OpenTelemetry standards. | + | 2026-06-12 | [Chaos Mesh](https://github.com/chaos-mesh/chaos-mesh) | 🟑 high | Chaos Mesh provides a CNCF-incubating platform for orchestrating sophisticated, Kubernetes-native fault-injection experiments to validate system resiliency. | + | 2026-06-09 | [Litmus Chaos is a toolset to do chaos engineering in a kubernetes native way. Litmus provides chaos CRDs for Cloud-Native developers and SREs to inject, orchestrate and monitor chaos to find weaknesses in Kubernetes deployments](https://github.com/litmuschaos/litmus) | 🟑 high | Litmus Chaos standardizes declarative chaos engineering workflows via Kubernetes CRDs, integrating resilience validation directly into GitOps and SRE pipelines. | + | 2026-06-08 | [Sloth 🌟](https://github.com/slok/sloth) | 🟑 high | Sloth operationalizes Google SRE principles by automatically converting declarative SLO specifications into multi-window, multi-burn-rate Prometheus alert rules. | + | 2026-06-14 | [grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes](https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes) | πŸ”΅ medium | Provides critical operational strategies to diagnose and remediate high cardinality metric explosions, the primary cause of Prometheus cluster instability. | === "Last 12 Months" @@ -638,46 +638,46 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-13 | [github.com/backstage/backstage](https://github.com/backstage/backstage) | πŸ”΄ critical | As a graduated CNCF project, Backstage is the industry-standard open-source framework for building internal developer portals to scale enterprise platform engineering. | - | 2026-06-02 | [Download Cursor \| AI-Powered Code Editor](https://cursor.com/download) | πŸ”΄ critical | It represents a massive paradigm shift in developer workflows by integrating agentic AI capabilities deeply into the primary coding environment. | - | 2026-06-12 | [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) | 🟑 high | This official Microsoft release pioneers the integration of autonomous AI agents using the Model Context Protocol directly into enterprise DevOps pipelines. | - | 2026-06-10 | [Devtron](https://github.com/devtron-labs/devtron) | 🟑 high | It provides an all-in-one, Kubernetes-native AppOps console that streamlines GitOps, CI/CD, and security policy management for platform teams. | - | 2026-06-02 | [Introducing Cursor in Jira - Inside Atlassian](https://www.atlassian.com/blog/company-news/cursor-in-jira) | 🟑 high | This integration bridges project management and agentic software development by allowing teams to delegate Jira tickets directly to AI coding environments. | - | 2026-06-14 | [IaC Infrastructure as Code](https://nubenetes.com/iac) | 🟑 high | An essential cloud-native architectural guide detailing the modern lifecycle, declarative state, and git-driven workflows of Infrastructure as Code. | - | 2026-06-01 | [ASDF 🌟](https://asdf-vm.com) | 🟑 high | A highly popular CLI runtime manager that standardizes development environments and prevents configuration drift across engineering teams. | - | 2026-06-14 | [NoOps](https://nubenetes.com/noops) | πŸ”΅ medium | Outlines the strategic transition to automated, serverless, and self-healing systems that minimize traditional operations overhead. | - | 2026-05-29 | [action-tmate: Debug GitHub Actions via SSH](https://github.com/mxschmitt/action-tmate) | πŸ”΅ medium | An indispensable troubleshooting tool that allows real-time interactive SSH debugging of failing cloud-native CI/CD pipelines. | - | 2026-06-14 | [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops) | πŸ”΅ medium | Clearly conceptualizes the modern operational evolution toward managing developer tools and APIs as unified internal products. | + | 2026-06-13 | [github.com/backstage/backstage](https://github.com/backstage/backstage) | πŸ”΄ critical | Backstage serves as the CNCF-backed industry standard for internal developer portals, defining modern platform engineering and developer self-service culture. | + | 2026-06-10 | [Devtron](https://github.com/devtron-labs/devtron) | 🟑 high | Devtron delivers a comprehensive open-source Kubernetes AppOps platform that unifies GitOps, CI/CD, and operational visibility. | + | 2026-06-12 | [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) | 🟑 high | This official MCP implementation pioneers the integration of autonomous AI agents directly into enterprise Azure DevOps workflows and pipelines. | + | 2026-06-14 | [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops) | 🟑 high | Provides an essential analysis of PlatformOps, detailing the critical shift toward managing developer tooling and internal platforms as products. | + | 2026-06-02 | [Introducing Cursor in Jira - Inside Atlassian](https://www.atlassian.com/blog/company-news/cursor-in-jira) | 🟑 high | Signals a significant paradigm shift in developer workflows by directly connecting issue tracking to autonomous AI coding agents. | + | 2026-06-14 | [IaC Infrastructure as Code](https://nubenetes.com/iac) | 🟑 high | Serves as an architectural foundation for understanding declarative lifecycle management and cloud-native infrastructure automation. | + | 2026-06-18 | [Promotion-Based Development: A Fast Track to Mediocrity](https://vadimkravcenko.com/shorts/promotion-based-development) | πŸ”΅ medium | Delivers a critical perspective on organizational incentives and engineering culture, warning against the pitfalls of complexity-driven development. | + | 2026-06-14 | [blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟](https://blogs.vmware.com/cloud-foundation) | πŸ”΅ medium | Explores the psychological safety, collaboration patterns, and structural autonomy necessary for sustained DevOps cultural transformation. | + | 2026-05-29 | [action-tmate: Debug GitHub Actions via SSH](https://github.com/mxschmitt/action-tmate) | πŸ”΅ medium | An invaluable diagnostic tool that accelerates CI/CD debugging by providing interactive SSH sessions directly into GitHub Actions runners. | + | 2026-06-01 | [ASDF 🌟](https://asdf-vm.com) | πŸ”΅ medium | Standardizes runtime tool versioning across multi-language projects, significantly reducing local environment drift across engineering teams. | === "Last 6 Months" | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-13 | [github.com/backstage/backstage](https://github.com/backstage/backstage) | πŸ”΄ critical | Backstage is the industry-standard framework for building internal developer portals, fundamentally shaping modern platform engineering and developer experience. | - | 2026-06-12 | [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) | 🟑 high | Bridges the gap between LLMs and DevOps orchestration, enabling AI agents to autonomously manage repositories and work items via the Model Context Protocol. | - | 2026-06-10 | [Devtron](https://github.com/devtron-labs/devtron) | 🟑 high | Provides a comprehensive, enterprise-ready AppOps platform that seamlessly unifies CI/CD, GitOps, and Kubernetes administration. | - | 2026-06-14 | [IaC Infrastructure as Code](https://nubenetes.com/iac) | 🟑 high | Offers a vital architectural reference on modern Infrastructure as Code lifecycle management and cloud-native state philosophies. | - | 2026-06-14 | [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops) | 🟑 high | Analyzes the essential industry paradigm shift from traditional DevOps to PlatformOps, defining how modern teams scale infrastructure delivery. | - | 2026-06-02 | [Introducing Cursor in Jira - Inside Atlassian](https://www.atlassian.com/blog/company-news/cursor-in-jira) | 🟑 high | Signifies a major workflow shift by integrating agentic AI code editing directly with enterprise project management systems like Jira. | - | 2026-06-14 | [NoOps](https://nubenetes.com/noops) | πŸ”΅ medium | Defines the strategic and cultural transition toward fully automated serverless infrastructures and self-healing environments. | - | 2026-05-29 | [action-tmate: Debug GitHub Actions via SSH](https://github.com/mxschmitt/action-tmate) | πŸ”΅ medium | Provides an invaluable interactive troubleshooting utility that drastically reduces CI/CD pipeline debug time through live SSH sessions. | - | 2026-06-01 | [ASDF 🌟](https://asdf-vm.com) | πŸ”΅ medium | Resolves collaborative team friction by standardizing local multi-language runtime environments through a single unified configuration file. | - | 2026-06-14 | [DevOps Tools](https://nubenetes.com/devops-tools) | πŸ”΅ medium | Serves as an essential reference mapping modern continuous integration, container scheduling, and observability tools for cloud-native engineering. | + | 2026-06-13 | [github.com/backstage/backstage](https://github.com/backstage/backstage) | πŸ”΄ critical | Backstage is the CNCF standard framework for building internal developer portals, centralizing platform engineering and service ownership. | + | 2026-06-10 | [Devtron](https://github.com/devtron-labs/devtron) | 🟑 high | Devtron provides a comprehensive open-source AppOps and GitOps orchestration platform natively tailored for Kubernetes workloads. | + | 2026-06-12 | [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) | 🟑 high | Demonstrates the frontier of agentic DevOps by providing an official Model Context Protocol interface to automate Azure DevOps operations. | + | 2026-06-14 | [IaC Infrastructure as Code](https://nubenetes.com/iac) | 🟑 high | Establishes core architectural paradigms and lifecycle management practices for modern cloud-native Infrastructure as Code. | + | 2026-06-14 | [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops) | 🟑 high | Clarifies the crucial operational shift from traditional DevOps silos to product-oriented PlatformOps and internal developer platforms. | + | 2026-06-18 | [puppet.com: The 2021 State of DevOps Report is here! 🌟](https://www.puppet.com/resources/state-of-devops-report) | 🟑 high | A seminal benchmark report that validated platform engineering and self-service capabilities as key drivers of organizational DevOps maturity. | + | 2026-06-01 | [ASDF 🌟](https://asdf-vm.com) | πŸ”΅ medium | Standardizes multi-language runtime version management across engineering teams to prevent configuration drift. | + | 2026-05-29 | [action-tmate: Debug GitHub Actions via SSH](https://github.com/mxschmitt/action-tmate) | πŸ”΅ medium | Significantly accelerates CI/CD pipeline troubleshooting by enabling interactive, real-time SSH debugging on active GitHub Actions runners. | + | 2026-06-14 | [blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟](https://blogs.vmware.com/cloud-foundation) | πŸ”΅ medium | Addresses the fundamental cultural prerequisitesβ€”psychological safety, autonomy, and collaborationβ€”essential for sustained DevOps success. | + | 2026-06-02 | [Introducing Cursor in Jira - Inside Atlassian](https://www.atlassian.com/blog/company-news/cursor-in-jira) | πŸ”΅ medium | Bridges agile issue tracking with autonomous AI coding workflows to streamline developer task execution. | === "Last 12 Months" | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-13 | [github.com/backstage/backstage](https://github.com/backstage/backstage) | πŸ”΄ critical | Backstage drastically simplifies platform engineering by providing a unified internal developer portal framework to manage service catalogs and software templates. | - | 2026-06-10 | [Devtron](https://github.com/devtron-labs/devtron) | πŸ”΄ critical | Devtron streamlines Kubernetes AppOps by consolidating GitOps, CI/CD, and observability into a single self-service dashboard for dev teams. | - | 2026-06-14 | [IaC Infrastructure as Code](https://nubenetes.com/iac) | 🟑 high | This architectural reference outlines modern paradigm shifts in treating infrastructure state as code across complex multi-cloud and Kubernetes environments. | - | 2026-06-12 | [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) | 🟑 high | It bridges AI capabilities and DevOps management, allowing AI agents to natively coordinate, query, and automate Azure DevOps workflows. | - | 2026-06-14 | [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops) | 🟑 high | This analysis highlights the evolution of DevOps into PlatformOps, treating internal tooling and infrastructure APIs as structured products to accelerate delivery. | - | 2026-06-14 | [NoOps](https://nubenetes.com/noops) | 🟑 high | The conceptual guide details the strategic migration toward NoOps, enabling cloud-native teams to offload infrastructure management entirely to automated platforms. | - | 2026-05-29 | [action-tmate: Debug GitHub Actions via SSH](https://github.com/mxschmitt/action-tmate) | 🟑 high | It solves a major CI/CD operational bottleneck by enabling developers to interactively debug failing GitHub Actions runners in real-time over SSH. | - | 2026-01-04 | [github.com/KusionStack/kusion](https://github.com/KusionStack/kusion) | 🟑 high | Kusion delivers an intent-driven declarative model to decouple application definitions from complex cloud-native infrastructure platforms. | - | 2026-06-02 | [Download Cursor \| AI-Powered Code Editor](https://cursor.com/download) | 🟑 high | As a premier AI-first code editor, Cursor is redefining developer productivity and collaboration cultures through agentic coding workflows. | - | 2026-06-02 | [Introducing Cursor in Jira - Inside Atlassian](https://www.atlassian.com/blog/company-news/cursor-in-jira) | πŸ”΅ medium | Integrating AI code generation with agile project management reduces context switching by linking Cursor agents directly to active Jira tasks. | + | 2026-06-13 | [github.com/backstage/backstage](https://github.com/backstage/backstage) | πŸ”΄ critical | Backstage is the industry standard open-source framework for building internal developer portals, fundamentally reshaping platform engineering and developer autonomy. | + | 2026-06-10 | [Devtron](https://github.com/devtron-labs/devtron) | 🟑 high | Devtron delivers an all-in-one open-source AppOps platform for Kubernetes, streamlining GitOps, CI/CD, and operational visibility across clusters. | + | 2026-06-12 | [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) | 🟑 high | Integrates modern AI agents into enterprise Azure DevOps workflows using the Model Context Protocol to automate pipeline management and issue tracking. | + | 2026-06-14 | [IaC Infrastructure as Code](https://nubenetes.com/iac) | 🟑 high | Establishes core architectural patterns and declarative practices for treating multi-cloud and cluster infrastructure state as reliable software code. | + | 2026-06-14 | [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops) | 🟑 high | Defines the transition from traditional DevOps to PlatformOps, showing how treating internal infrastructure as a product drastically accelerates developer velocity. | + | 2026-06-14 | [blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟](https://blogs.vmware.com/cloud-foundation) | 🟑 high | Highlights the essential cultural principles of psychological safety, collaboration, and decentralized autonomy necessary for high-functioning engineering teams. | + | 2026-06-18 | [puppet.com: The 2021 State of DevOps Report is here! 🌟](https://www.puppet.com/resources/state-of-devops-report) | 🟑 high | A landmark industry benchmark report that established the quantitative correlation between platform engineering, self-service tools, and organizational DevOps maturity. | + | 2026-05-29 | [action-tmate: Debug GitHub Actions via SSH](https://github.com/mxschmitt/action-tmate) | 🟑 high | Solves a major developer friction point by providing direct interactive SSH debugging for failing CI/CD runs on GitHub Actions runners. | + | 2026-06-14 | [NoOps](https://nubenetes.com/noops) | πŸ”΅ medium | Explores the evolving paradigm of NoOps and how cloud-native automation and self-healing infrastructure minimize manual operations overhead. | + | 2026-06-18 | [Promotion-Based Development: A Fast Track to Mediocrity](https://vadimkravcenko.com/shorts/promotion-based-development) | πŸ”΅ medium | Addresses a critical engineering culture anti-pattern by analyzing how promotion incentives can unintentionally drive architectural over-engineering over system reliability. | ## Platform Engineering & DevEx @@ -734,16 +734,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-01 | [FinOps Foundation: FinOps.org](https://www.finops.org) | πŸ”΄ critical | As the Linux Foundation home for FinOps, it codifies the industry-standard framework and the open FOCUS specification driving enterprise cloud financial management. | - | 2026-06-02 | [Uber's COO Says It's Getting Harder to Justify the Money Spent on AI](https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-harder-justify-2026-5) | πŸ”΄ critical | Reflects a major industry shift toward GenAI and LLM token cost control, signaling the next wave of critical FinOps challenges. | - | 2026-06-18 | [cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes' cost monitoring is causing overspend](https://www.cncf.io/blog/2021/06/29/finops-for-kubernetes-insufficient-or-nonexistent-kubernetes-cost-monitoring-is-causing-overspend) | 🟑 high | Highlights the critical gap and emerging standards for cloud-native cost monitoring straight from the CNCF community. | - | 2026-05-17 | [cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) | 🟑 high | Solves the complex problem of dynamic, real-time container-level resource provisioning and intelligent node allocation on Kubernetes. | - | 2026-05-18 | [Announcing General Availability of AWS Cost Anomaly Detection](https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection) | 🟑 high | Introduces ML-driven automated cost guardrails at scale, shifting enterprise cloud cost management from reactive to proactive. | - | 2026-05-17 | [engineering.razorpay.com: The Culture of Cost Optimization β€” Reducing Kubernetes' cost by $300,000](https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9) | 🟑 high | A high-impact, real-world engineering study showcasing how a culture of cost optimization achieved massive financial efficiency in production Kubernetes. | - | 2026-05-18 | [thenewstack.io: 7 Tips for Cutting Down Your AWS Kubernetes Bill](https://thenewstack.io/kubernetes/7-tips-for-cutting-down-your-aws-kubernetes-bill) | 🟑 high | Provides actionable technical strategies like Karpenter autoscaling and spot instance management to drastically reduce enterprise EKS budgets. | - | 2026-05-17 | [thenewstack.io: Cloud Bill Risks of AWS Reserved Instances and Savings Plans](https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-plans) | πŸ”΅ medium | Evaluates the financial lock-in risks of long-term savings plans against highly dynamic, modern cloud-native architectures. | - | 2026-05-17 | [medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?](https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd) | πŸ”΅ medium | Explores the critical, often overlooked overhead of system daemonsets and reserved node capacity in scale-out Kubernetes configurations. | - | 2026-05-17 | [Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight](https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight) | πŸ”΅ medium | Enables enterprise-wide cost transparency by converting complex raw billing files into actionable, real-time visualization dashboards. | + | 2026-06-01 | [FinOps Foundation: FinOps.org](https://www.finops.org) | πŸ”΄ critical | Serves as the primary Linux Foundation standard-bearer codifying cloud financial management and open specification frameworks like FOCUS. | + | 2026-06-18 | [cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes' cost monitoring is causing overspend](https://www.cncf.io/blog/2021/06/29/finops-for-kubernetes-insufficient-or-nonexistent-kubernetes-cost-monitoring-is-causing-overspend) | 🟑 high | Provides authoritative CNCF guidance on overcoming Kubernetes cost visibility deficits through structured monitoring and resource allocation. | + | 2026-05-17 | [Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight](https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight) | 🟑 high | Introduces the enterprise-standard CUDOS and Cloud Intelligence Dashboards for deep, multi-dimensional AWS cost visualization. | + | 2026-05-17 | [cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) | 🟑 high | Explores intelligent automated container provisioning and dynamic autoscaling strategies to eliminate EKS over-provisioning. | + | 2026-05-18 | [thenewstack.io: 7 Tips for Cutting Down Your AWS Kubernetes Bill](https://thenewstack.io/kubernetes/7-tips-for-cutting-down-your-aws-kubernetes-bill) | 🟑 high | Delivers actionable architectural best practices combining Karpenter, Spot instances, and namespace quotas for Kubernetes cost reduction. | + | 2026-05-17 | [medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter](https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67) | πŸ”΅ medium | Offers an in-depth architectural comparison between Karpenter and automated optimization platforms for Kubernetes node provisioning. | + | 2026-05-17 | [engineering.razorpay.com: The Culture of Cost Optimization β€” Reducing Kubernetes' cost by $300,000](https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9) | πŸ”΅ medium | Demonstrates a proven production case study on establishing an engineering-led FinOps culture to dramatically reduce Kubernetes operational spend. | + | 2026-05-18 | [Announcing General Availability of AWS Cost Anomaly Detection](https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection) | πŸ”΅ medium | Provides native machine learning spend anomaly detection to intercept runaway cloud infrastructure expenses proactively. | + | 2026-06-08 | [github.com/mivano/azure-cost-cli](https://github.com/mivano/azure-cost-cli) | πŸ”΅ medium | Enables granular tag-based billing extraction and chargeback allocation directly through a dedicated command-line interface. | + | 2026-06-18 | [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl) | πŸ”΅ medium | Bridges Kubernetes resource requests and limits to financial models by generating cost estimation worksheets directly from cluster state. | === "Last 6 Months" @@ -782,16 +782,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-01 | [The Linux Foundation Training](https://training.linuxfoundation.org/resources) | πŸ”΄ critical | It is the definitive training and certification authority directing the industry-standard CKA, CKAD, and CKS benchmarks. | - | 2026-06-01 | [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference) | πŸ”΄ critical | The canonical reference for kubectl commands is an indispensable daily tool and key preparation asset for Kubernetes hands-on exams. | - | 2026-06-01 | [kube.academy](https://kube.academy) | 🟑 high | A highly polished, vendor-backed Kubernetes educational academy essential for mastering advanced cloud-native infrastructure topics. | - | 2026-06-25 | [skillbuilder.aws: AWS Skill Builder](https://skillbuilder.aws/) | 🟑 high | The official unified platform for AWS training and certification prep, critical for enterprise cloud-native architecture enablement. | - | 2026-06-18 | [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects) | 🟑 high | Compiles production-grade DevOps blueprints and CI/CD pipelines, serving as an exceptional hands-on practical learning framework. | - | 2026-06-01 | [Whizlabs](https://www.whizlabs.com) | 🟑 high | Offers rigorous mock exams and practice sandboxes tailored specifically for passing high-stakes cloud-native certifications like CKA and CKS. | - | 2026-06-08 | [stefanprodan/podinfo](https://github.com/stefanprodan/podinfo) | 🟑 high | An invaluable educational microservice used to demonstrate Kubernetes best practices, telemetry integration, and progressive delivery. | - | 2026-06-12 | [flux2-kustomize-helm-example 🌟](https://github.com/fluxcd/flux2-kustomize-helm-example) | 🟑 high | The canonical GitOps reference architecture, essential for training teams to structure multi-environment Kubernetes deployments. | - | 2026-06-01 | [cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟](https://cheatsheetseries.owasp.org/index.html) | 🟑 high | The gold standard security reference essential for educating developers on securing cloud-native workloads against modern web vulnerabilities. | - | 2026-06-03 | [github.com/learning-cloud-native-go/myapp: Learning Cloud Native Go -' myapp 🌟](https://github.com/learning-cloud-native-go/myapp) | πŸ”΅ medium | Provides a practical, hands-on blueprint for developers learning to build modern, cloud-native Go microservices with native instrumentation. | + | 2026-06-01 | [The Linux Foundation Training](https://training.linuxfoundation.org/resources) | πŸ”΄ critical | It serves as the definitive, authoritative certification and training curriculum provider for standard cloud native benchmarks including CKA, CKAD, and CKS. | + | 2026-06-25 | [skillbuilder.aws: AWS Skill Builder](https://skillbuilder.aws/) | 🟑 high | It provides official, hands-on learning paths, labs, and exam readiness assessments directly aligned with enterprise AWS cloud architecture certifications. | + | 2026-06-01 | [Whizlabs](https://www.whizlabs.com) | 🟑 high | It delivers high-fidelity practice exams and live sandbox simulations specifically tailored for Kubernetes CKA, CKAD, and CKS certification candidates. | + | 2026-06-01 | [kube.academy](https://kube.academy) | 🟑 high | It offers structured, enterprise-grade educational tracks breaking down complex Kubernetes multi-tenancy, control plane, and security concepts. | + | 2026-06-01 | [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference) | 🟑 high | It provides the canonical kubectl reference that candidates rely upon directly during live, performance-based Kubernetes certification exams. | + | 2026-06-18 | [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects) | 🟑 high | It equips engineers with end-to-end, project-based DevOps blueprints to bridge theoretical knowledge with practical CI/CD and infrastructure deployments. | + | 2026-06-01 | [edx.org](https://www.edx.org) | πŸ”΅ medium | It hosts verified, university-level Linux Foundation courses covering foundational cloud native systems and OS-level administration. | + | 2026-06-01 | [techstudyslack.com](https://techstudyslack.com) | πŸ”΅ medium | It fosters an active peer-to-peer study community dedicated to technical debugging and collaborative preparation for Kubernetes and cloud architecture certifications. | + | 2026-06-01 | [terraform.io: Terraform Commands](https://developer.hashicorp.com/terraform/cli/commands) | πŸ”΅ medium | It is the canonical command-line reference required for mastering infrastructure-as-code and preparing for HashiCorp Terraform certifications. | + | 2026-06-18 | [developers.redhat.com: Containers Cheat Sheet](https://developers.redhat.com/cheat-sheets/containers) | πŸ”΅ medium | It supplies essential command reference guides for modern daemonless and rootless container tooling like Podman and Buildah. | === "Last 6 Months" @@ -812,16 +812,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-01 | [The Linux Foundation Training](https://training.linuxfoundation.org/resources) | πŸ”΄ critical | It is the official training and certification authority for open-source engineering, controlling the curricula and standards for the essential CKA, CKAD, and CKS benchmarks. | - | 2026-06-08 | [stefanprodan/podinfo](https://github.com/stefanprodan/podinfo) | πŸ”΄ critical | This repository serves as the industry-standard Go microservice for teaching and demonstrating advanced Kubernetes orchestration, health checking, and progressive delivery. | - | 2026-06-25 | [skillbuilder.aws: AWS Skill Builder](https://skillbuilder.aws/) | πŸ”΄ critical | As AWS's official unified digital learning portal, it defines the training paths, hands-on labs, and exam preparation resources for the world's largest cloud provider. | - | 2026-06-01 | [kube.academy](https://kube.academy) | 🟑 high | Sponsored by VMware Tanzu, this platform offers polished, highly detailed modular courses specifically targeting complex Kubernetes multi-tenancy, scaling, and control-plane metrics. | - | 2026-06-01 | [Whizlabs](https://www.whizlabs.com) | 🟑 high | A leading professional training platform that provides realistic cloud-based sandboxes and focused exam simulations for CKA, CKAD, and CKS certifications. | - | 2026-06-18 | [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects) | 🟑 high | Provides highly valuable, end-to-end infrastructure blueprints and multi-tier pipelines that enable developers to learn DevOps through real-world scenarios. | - | 2025-04-27 | [AdminTurnedDevOps/DevOps-The-Hard-Way-AWS](https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS) | 🟑 high | An exceptional operational learning curriculum that forces engineers to build AWS infrastructure, pipelines, and security mechanisms from the ground up. | - | 2026-06-01 | [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference) | 🟑 high | The canonical CLI cheat sheet indispensable for learning syntax patterns, debugging clusters, and passing hands-on Kubernetes exams. | - | 2026-01-15 | [knative-tutorial](https://github.com/redhat-developer-demos/knative-tutorial) | πŸ”΅ medium | Delivers a structured, practical path to learning serverless orchestration, traffic splitting, and scale-to-zero capabilities with Knative. | - | 2026-06-01 | [edx.org](https://www.edx.org) | πŸ”΅ medium | Serves as the primary academic host for the Linux Foundation's official cloud-native course catalog, combining theoretical principles with CLI practice. | + | 2026-06-01 | [The Linux Foundation Training](https://training.linuxfoundation.org/resources) | πŸ”΄ critical | The Linux Foundation provides the canonical curricula and certification authority for core cloud-native credentials including CKA, CKAD, and CKS. | + | 2026-06-01 | [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference) | 🟑 high | The official kubectl reference serves as the indispensable command guide for real-world cluster operations and hands-on Kubernetes exams. | + | 2026-06-25 | [skillbuilder.aws: AWS Skill Builder](https://skillbuilder.aws/) | 🟑 high | AWS's official digital learning platform delivers definitive exam readiness paths and hands-on cloud architecture labs. | + | 2026-06-01 | [kube.academy](https://kube.academy) | 🟑 high | VMware Tanzu's Kube Academy provides modular, enterprise-focused educational tracks on Kubernetes scaling, multi-tenancy, and cluster security. | + | 2026-06-01 | [Whizlabs](https://www.whizlabs.com) | 🟑 high | A premier enterprise exam simulation platform offering practical sandbox environments tailored to CKA, CKAD, and CKS certification candidates. | + | 2026-06-08 | [stefanprodan/podinfo](https://github.com/stefanprodan/podinfo) | 🟑 high | Podinfo is the industry standard sample microservice used across tutorials to demonstrate Kubernetes deployment strategies, observability, and progressive delivery. | + | 2026-06-18 | [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects) | 🟑 high | Delivers real-world, multi-tier infrastructure and CI/CD project templates essential for practical cloud-native skills building. | + | 2026-06-01 | [cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟](https://cheatsheetseries.owasp.org/index.html) | 🟑 high | The OWASP cheat sheet series is the definitive reference for security engineering, vulnerability mitigations, and container hardening. | + | 2025-04-27 | [AdminTurnedDevOps/DevOps-The-Hard-Way-AWS](https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS) | πŸ”΅ medium | Offers an intensive, production-oriented curriculum for building resilient AWS infrastructure and automation from the ground up. | + | 2026-06-01 | [terraform.io: Terraform Commands](https://developer.hashicorp.com/terraform/cli/commands) | πŸ”΅ medium | HashiCorp's authoritative CLI documentation is essential for mastering state management and infrastructure as code certification competencies. | ## AWS @@ -845,31 +845,31 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-02 | [Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock](https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock) | πŸ”΄ critical | Breaks Microsoft's exclusive hosting of OpenAI's frontier models, allowing enterprise teams to run GPT-5.5 securely inside Amazon Bedrock. | - | 2026-03-23 | [github.com/localstack/localstack](https://github.com/localstack/localstack) | πŸ”΄ critical | Serves as the industry-standard local cloud emulator, drastically improving local developer feedback loops and testing pipelines for AWS. | - | 2025-03-25 | [aws/containers-roadmap: AWS Containers Roadmap](https://github.com/aws/containers-roadmap) | 🟑 high | Provides critical transparency into the engineering roadmap of AWS container services (ECS/EKS), shaping how cloud-native operators plan infrastructure. | - | 2026-06-02 | [Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications](https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications) | 🟑 high | Rebuilds the engine to completely separate compute from storage, offering true autoscaling perfect for resource-intensive, agentic AI workloads. | - | 2026-06-02 | [Announcing etcd v3.7.0-beta.0](https://etcd.io/blog/2026/etcd-370-beta) | 🟑 high | Introduces significant performance and scaling enhancements to the core state store of Kubernetes, which directly optimizes AWS EKS workloads. | - | 2026-04-13 | [ermetic/access-undenied-aws 🌟](https://github.com/tenable/access-undenied-aws) | 🟑 high | Automates the tedious task of tracing AWS Access Denied errors back to the specific blocking policy, boundary, or Service Control Policy (SCP). | - | 2026-06-09 | [awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](https://github.com/awslabs/amazon-ecr-credential-helper) | 🟑 high | Eliminates the security and operational overhead of running token-refresh cron jobs by natively securing Docker-to-ECR registry authentication. | - | 2026-06-02 | [Learn AWS IAM Interactively](https://www.learnawsiam.com) | πŸ”΅ medium | Offers an interactive, browser-based simulator to master complex AWS IAM evaluation logic, reducing security misconfigurations in production. | - | 2024-04-20 | [github.com/one2nc/cloudlens 🌟](https://github.com/one2nc/cloudlens) | πŸ”΅ medium | Provides an intuitive, terminal-based user interface for navigating AWS resources, functioning as a valuable 'k9s' equivalent for AWS infrastructure. | - | 2024-08-16 | [The Open Guide to Amazon Web Services](https://github.com/open-guides/og-aws) | πŸ”΅ medium | Delivers an invaluable, community-driven technical guide that exposes real-world engineering constraints and pricing pitfalls missing from official AWS docs. | + | 2026-03-23 | [github.com/localstack/localstack](https://github.com/localstack/localstack) | πŸ”΄ critical | LocalStack is the industry-standard local AWS cloud emulator, essential for shifting cloud-native integration testing left without incurring infrastructure costs. | + | 2025-03-25 | [aws/containers-roadmap: AWS Containers Roadmap](https://github.com/aws/containers-roadmap) | πŸ”΄ critical | The public containers roadmap provides crucial engineering visibility into upstream AWS developments across EKS, ECS, and ECR. | + | 2026-06-02 | [OpenAI Models and Codex on Amazon Bedrock are Now Generally Available](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) | πŸ”΄ critical | The general availability of OpenAI frontier models on Amazon Bedrock fundamentally alters enterprise multi-model AI architectures within AWS. | + | 2026-04-13 | [ermetic/access-undenied-aws 🌟](https://github.com/tenable/access-undenied-aws) | 🟑 high | Access Undenied streamlines cloud security operations by parsing complex CloudTrail events to identify the exact IAM policy or SCP causing authorization denials. | + | 2026-06-02 | [Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications](https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications) | 🟑 high | The next-generation OpenSearch Serverless architecture decouples compute and storage to scale dynamically for agentic AI workloads. | + | 2026-06-09 | [awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](https://github.com/awslabs/amazon-ecr-credential-helper) | 🟑 high | The ECR credential helper provides frictionless IAM-authenticated Docker operations essential for automated CI/CD and container runtime pipelines. | + | 2024-08-16 | [The Open Guide to Amazon Web Services](https://github.com/open-guides/og-aws) | 🟑 high | A premier community-driven engineering reference that captures production gotchas, architectural tradeoffs, and unvarnished AWS operational realities. | + | 2026-06-13 | [awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS](https://github.com/awslabs/aws-cloudsaga) | πŸ”΅ medium | AWS CloudSaga enables DevSecOps teams to simulate realistic security breaches and validate cloud detection mechanisms directly in AWS environments. | + | 2024-04-20 | [github.com/one2nc/cloudlens 🌟](https://github.com/one2nc/cloudlens) | πŸ”΅ medium | Cloudlens offers an interactive, terminal-based navigation tool modeled after k9s to rapidly inspect and troubleshoot AWS cloud resources. | + | 2026-06-02 | [Learn AWS IAM Interactively](https://www.learnawsiam.com) | πŸ”΅ medium | An interactive browser-based visualizer that drastically simplifies mastering complex AWS IAM policy evaluation logic. | === "Last 12 Months" | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2025-03-25 | [aws/containers-roadmap: AWS Containers Roadmap](https://github.com/aws/containers-roadmap) | πŸ”΄ critical | Provides a direct public channel for cloud-native engineers to track, influence, and align with the official feature roadmap for AWS EKS, ECS, and ECR. | - | 2026-03-23 | [github.com/localstack/localstack](https://github.com/localstack/localstack) | πŸ”΄ critical | Acts as the gold standard for offline cloud development, enabling high-fidelity local emulation of AWS container, database, and serverless APIs. | - | 2026-06-02 | [Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock](https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock) | πŸ”΄ critical | Enables enterprise-grade orchestration of frontier OpenAI models directly within the secure, governed framework of Amazon Bedrock. | - | 2026-06-02 | [From Silos to Service Topology: Why Netflix Built a Real-Time Service Map](https://netflixtechblog.com/from-silos-to-service-topology-why-netflix-built-a-real-time-service-map-0165ba13a7bc?source=rss----2615bd06b42e---4) | 🟑 high | Demonstrates the power of using eBPF telemetry to automatically map real-time service topologies and dependencies across massive microservice meshes. | - | 2024-01-09 | [saml-to/assume-aws-role-action](https://github.com/saml-to/assume-aws-role-action) | 🟑 high | Hardens modern CI/CD pipelines by shifting authentication from static AWS access keys to secure, short-lived OIDC-based IAM roles. | - | 2026-04-13 | [ermetic/access-undenied-aws 🌟](https://github.com/tenable/access-undenied-aws) | 🟑 high | Drastically reduces debugging overhead for security engineers by analyzing CloudTrail events to pinpoint the exact IAM policy or SCP causing an authorization block. | - | 2026-06-02 | [Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications](https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications) | 🟑 high | Re-architects OpenSearch Serverless with strict compute-storage separation, providing a highly scalable platform for modern agentic AI workloads. | - | 2024-04-20 | [github.com/one2nc/cloudlens 🌟](https://github.com/one2nc/cloudlens) | 🟑 high | Brings a terminal-based, k9s-like interactive UI to cloud operators, simplifying visual navigation and monitoring of AWS cloud resources. | - | 2026-06-09 | [awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](https://github.com/awslabs/amazon-ecr-credential-helper) | 🟑 high | Secures container runtimes by automatically managing ECR login credentials, eliminating the operational risk of scheduling periodic token refresh scripts. | - | 2025-05-01 | [Metabadger](https://github.com/salesforce/metabadger) | πŸ”΅ medium | Mitigates high-risk Server-Side Request Forgery vulnerabilities in cloud workloads by automating the enforcement of EC2 IMDSv2. | + | 2026-06-02 | [Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock](https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock) | πŸ”΄ critical | Marks a major industry milestone by bringing OpenAI frontier models directly to Amazon Bedrock for enterprise generative AI workloads. | + | 2025-03-25 | [aws/containers-roadmap: AWS Containers Roadmap](https://github.com/aws/containers-roadmap) | πŸ”΄ critical | Provides direct engineering visibility and community tracking for AWS's core cloud-native container ecosystem across EKS, ECS, and ECR. | + | 2026-03-23 | [github.com/localstack/localstack](https://github.com/localstack/localstack) | πŸ”΄ critical | Acts as the industry-standard local cloud emulator for testing and developing AWS cloud-native architectures without cloud spend. | + | 2026-06-02 | [Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications](https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications) | 🟑 high | Introduces a disaggregated compute-storage architecture for OpenSearch Serverless to scale dynamic vector search in AI applications. | + | 2026-06-02 | [From Silos to Service Topology: Why Netflix Built a Real-Time Service Map](https://netflixtechblog.com/from-silos-to-service-topology-why-netflix-built-a-real-time-service-map-0165ba13a7bc?source=rss----2615bd06b42e---4) | 🟑 high | Demonstrates advanced eBPF-driven network observability and real-time topology mapping for massive AWS microservice architectures. | + | 2026-04-13 | [ermetic/access-undenied-aws 🌟](https://github.com/tenable/access-undenied-aws) | 🟑 high | Significantly accelerates cloud security operations by reverse-engineering AWS Access Denied errors to pinpoint policy boundaries and SCP blocks. | + | 2025-05-01 | [Metabadger](https://github.com/salesforce/metabadger) | 🟑 high | Automates enterprise-wide IMDSv2 enforcement on EC2 to mitigate critical SSRF risks and credential theft vulnerabilities. | + | 2024-04-20 | [github.com/one2nc/cloudlens 🌟](https://github.com/one2nc/cloudlens) | πŸ”΅ medium | Provides an intuitive, k9s-style interactive terminal interface for managing and navigating AWS cloud infrastructure. | + | 2026-06-09 | [awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](https://github.com/awslabs/amazon-ecr-credential-helper) | πŸ”΅ medium | Simplifies cloud-native container deployments by handling seamless IAM-authenticated Docker operations for Amazon ECR. | + | 2026-06-13 | [awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS](https://github.com/awslabs/aws-cloudsaga) | πŸ”΅ medium | Enables security engineering teams to simulate attack paths directly in AWS to validate detection engineering and incident response. | ## Azure @@ -878,31 +878,31 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-14 | [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) | πŸ”΄ critical | Azure Linux provides a lightweight, security-hardened container OS specifically optimized to minimize footprint and attack surface for AKS workloads. | - | 2026-06-10 | [github.com/azure/fleet](https://github.com/azure/fleet) | πŸ”΄ critical | AKS Fleet Manager solves enterprise multi-cluster management challenges by automating orchestrations, multi-region rollouts, and global ingress across Kubernetes clusters. | - | 2025-01-14 | [github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation](https://github.com/azure/mission-critical-online) | 🟑 high | Provides an industry-grade reference architecture for building active-active, zero-downtime, and highly resilient cloud-native applications on Azure. | - | 2026-06-01 | [azurearcjumpstart.io](https://jumpstart.azure.com) | 🟑 high | Accelerates hybrid and multi-cloud adoption by offering automated, hands-on sandbox scenarios for Azure Arc-enabled Kubernetes and infrastructure. | - | 2026-06-05 | [github.com/Azure/apiops 🌟](https://github.com/Azure/apiops) | 🟑 high | Applies GitOps principles to Azure API Management, enabling automated deployment and lifecycle control for API gateways in continuous delivery pipelines. | - | 2026-06-01 | [floci-az](https://github.com/floci-io/floci-az) | 🟑 high | Streamlines cloud-native inner-loop development by providing a single-port local emulator for Azure services including AKS, Cosmos DB, and Event Hubs. | - | 2026-06-14 | [Bicep](https://github.com/Azure/bicep) | 🟑 high | Serves as Azure's premier declarative Infrastructure-as-Code domain-specific language, simplifying cloud resource provisioning over raw ARM templates. | - | 2026-06-10 | [github.com/microsoft/finops-toolkit](https://github.com/microsoft/finops-toolkit) | 🟑 high | Standardizes enterprise cloud cost management and optimization workflows across large compute reservations and multi-subscription Azure footprints. | - | 2026-06-11 | [github.com/Azure/azqr](https://github.com/Azure/azqr) | πŸ”΅ medium | Gives platform engineers a rapid CLI tool to audit Azure infrastructure against Well-Architected Framework security and compliance recommendations. | - | 2026-06-02 | [Azure Hub-and-Spoke Generally Available for HCP Vault Dedicated](https://www.hashicorp.com/blog/azure-hub-and-spoke-generally-available-for-hcp-vault-dedicated) | πŸ”΅ medium | Enables zero-trust architecture adoption by bridging managed HashiCorp Vault secrets management directly with Azure hub-and-spoke enterprise topologies. | + | 2026-06-14 | [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) | πŸ”΄ critical | Azure Linux is Microsoft's purpose-built, secure container host OS powering modern Azure Kubernetes Service (AKS) worker nodes. | + | 2026-06-14 | [Bicep](https://github.com/Azure/bicep) | πŸ”΄ critical | Bicep serves as the premier native Infrastructure-as-Code domain-specific language for defining and deploying modern enterprise Azure architectures. | + | 2026-06-10 | [github.com/azure/fleet](https://github.com/azure/fleet) | πŸ”΄ critical | AKS Fleet Manager enables central governance, multi-cluster management, and automated application rollouts across global Kubernetes fleets. | + | 2025-01-14 | [github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation](https://github.com/azure/mission-critical-online) | πŸ”΄ critical | Provides the definitive reference architecture for building zero-downtime, active-active mission-critical workloads on Azure. | + | 2026-06-01 | [azurearcjumpstart.io](https://jumpstart.azure.com) | 🟑 high | Accelerates hybrid and multi-cloud Kubernetes governance through automated, production-tested Azure Arc scenario sandboxes. | + | 2026-06-05 | [github.com/Azure/apiops 🌟](https://github.com/Azure/apiops) | 🟑 high | Applies essential GitOps and CI/CD principles directly to Azure API Management deployment and lifecycle operations. | + | 2026-06-10 | [github.com/microsoft/finops-toolkit](https://github.com/microsoft/finops-toolkit) | 🟑 high | Standardizes cloud cost governance, reservation modeling, and FinOps telemetry across large-scale Azure estates. | + | 2026-06-01 | [floci-az](https://github.com/floci-io/floci-az) | 🟑 high | Delivers an all-in-one local Azure service emulator covering AKS, Functions, and Cosmos DB to drastically shorten developer inner loops. | + | 2026-06-01 | [learn.microsoft.com: Configure a custom container for Azure App Service](https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container) | πŸ”΅ medium | Provides official guidance for deploying custom OCI-compliant containers onto managed enterprise App Service environments. | + | 2026-06-02 | [Azure Update 22nd May 2026](https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be) | πŸ”΅ medium | Highlights crucial operational platform advancements, including automatic OpenTelemetry and Application Insights instrumentation in AKS. | === "Last 6 Months" | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-14 | [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) | πŸ”΄ critical | Azure Linux (formerly CBL-Mariner) represents a massive enterprise shift toward secure, lightweight, and container-optimized base images for AKS workloads. | - | 2026-06-14 | [Bicep](https://github.com/Azure/bicep) | 🟑 high | Bicep has become the standard declarative DSL for Azure infrastructure provisioning, drastically simplifying resource authoring over legacy ARM templates. | - | 2026-06-05 | [github.com/Azure/apiops 🌟](https://github.com/Azure/apiops) | 🟑 high | Brings GitOps automation and configuration control to Azure API Management (APIM) pipelines, enabling modern API-first infrastructure practices. | - | 2026-06-01 | [azurearcjumpstart.io](https://jumpstart.azure.com) | 🟑 high | Azure Arc Jumpstart is the premier resource accelerating hybrid-cloud and multi-cloud Kubernetes deployment strategies for enterprises. | - | 2025-01-14 | [github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation](https://github.com/azure/mission-critical-online) | 🟑 high | Provides an industry-grade active-active blueprint essential for architecting zero-downtime, mission-critical applications on Azure. | - | 2026-06-02 | [Azure Update 22nd May 2026](https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be) | 🟑 high | Highlights crucial cloud-native updates including the automatic instrumentation of Azure Kubernetes Service (AKS) with Application Insights. | - | 2026-06-02 | [Azure Hub-and-Spoke Generally Available for HCP Vault Dedicated](https://www.hashicorp.com/blog/azure-hub-and-spoke-generally-available-for-hcp-vault-dedicated) | 🟑 high | General availability of Azure Hub-and-Spoke support for HCP Vault Dedicated secures enterprise-grade secrets management within standard cloud topologies. | - | 2026-06-01 | [floci-az](https://github.com/floci-io/floci-az) | 🟑 high | Provides a powerful local Azure emulator spanning AKS, Functions, and Key Vault to dramatically accelerate the cloud-native developer inner loop. | - | 2026-06-02 | [From Prompt to Production: Open in VS Code for Terraform in Azure Copilot](https://techcommunity.microsoft.com/blog/azuretoolsblog/from-prompt-to-production-open-in-vs-code-for-terraform-in-azure-copilot/4494931) | πŸ”΅ medium | Introduces a paradigm shift in cloud provisioning by integrating AI-driven Azure Copilot prompts directly into local VS Code Terraform workflows. | - | 2026-06-10 | [github.com/microsoft/finops-toolkit](https://github.com/microsoft/finops-toolkit) | πŸ”΅ medium | The official FinOps toolkit standardizes enterprise cost management and cloud financial operations across complex Azure consumption models. | + | 2026-06-14 | [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) | πŸ”΄ critical | Azure Linux serves as Microsoft's security-hardened, container-optimized host OS underpinning AKS node performance and compliance. | + | 2026-06-14 | [Bicep](https://github.com/Azure/bicep) | πŸ”΄ critical | Bicep provides the primary native declarative DSL for modular and scalable Infrastructure as Code across Azure environments. | + | 2025-01-14 | [github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation](https://github.com/azure/mission-critical-online) | πŸ”΄ critical | Provides an industry-standard reference implementation for architecting resilient, zero-downtime, active-active cloud applications on Azure. | + | 2026-06-01 | [azurearcjumpstart.io](https://jumpstart.azure.com) | 🟑 high | Accelerates enterprise hybrid and multi-cloud adoption by providing hands-on automation templates for Arc-enabled Kubernetes and infrastructure. | + | 2026-06-05 | [github.com/Azure/apiops 🌟](https://github.com/Azure/apiops) | 🟑 high | Applies modern GitOps workflows to Azure API Management, automating API deployment and lifecycle governance across environments. | + | 2026-06-10 | [github.com/microsoft/finops-toolkit](https://github.com/microsoft/finops-toolkit) | 🟑 high | Delivers standardized open-source tooling and datasets for enterprise cloud financial management and cost optimization on Azure. | + | 2026-06-02 | [Azure Hub-and-Spoke Generally Available for HCP Vault Dedicated](https://www.hashicorp.com/blog/azure-hub-and-spoke-generally-available-for-hcp-vault-dedicated) | 🟑 high | Enables seamless integration of dedicated HashiCorp Vault instances directly into standard Azure hub-and-spoke enterprise network topologies. | + | 2026-06-02 | [Azure Update 22nd May 2026](https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be) | 🟑 high | Highlights crucial platform advancements including zero-code Application Insights instrumentation for AKS and native vector integrations. | + | 2026-06-01 | [floci-az](https://github.com/floci-io/floci-az) | πŸ”΅ medium | Offers an all-in-one local emulator for core Azure services and AKS to accelerate offline cloud-native application development. | + | 2026-06-05 | [github.com/Azure/Enterprise-Scale: ALZ AMA Update](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) | πŸ”΅ medium | Guides platform engineers through migrating enterprise landing zone telemetry from legacy Log Analytics agents to the Azure Monitor Agent. | === "Last 12 Months" @@ -941,16 +941,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-14 | [github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector](https://github.com/GoogleCloudPlatform/k8s-config-connector) | πŸ”΄ critical | It enables native, GitOps-driven management of Google Cloud resources directly through Kubernetes Custom Resource Definitions (CRDs). | - | 2026-06-13 | [Google Cloud Buildpacks](https://github.com/GoogleCloudPlatform/buildpacks) | 🟑 high | It automates the compilation of secure, production-ready, OCI-compliant container images from raw source code without requiring custom Dockerfiles. | - | 2026-05-17 | [github.com/oracle](https://github.com/oracle) | 🟑 high | Hosts the foundational cloud controller manager and storage plugins required to run production-grade Kubernetes natively on Oracle Cloud Infrastructure. | - | 2026-06-18 | [engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner](https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-autoscaler) | 🟑 high | Demonstrates a highly practical, real-world architectural pattern for custom-autoscaling external database workloads using native Kubernetes controllers. | - | 2026-06-14 | [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach) | 🟑 high | Provides an industry blueprint for running lightweight, single-node enterprise Kubernetes (MicroShift) in resource-constrained edge computing environments. | - | 2026-06-14 | [A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟](https://docs.cloud.google.com/architecture) | 🟑 high | Delivers a comprehensive architectural reference for securing container build pipelines in hybrid clouds using GKE on-prem and Anthos. | - | 2026-06-01 | [cloud.google.com: Choose the best way to use and authenticate service accounts on Google Cloud](https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure) | πŸ”΄ critical | Establishes the enterprise security baseline for Kubernetes identity federation using GKE Workload Identity instead of highly vulnerable, static IAM keys. | - | 2026-06-01 | [cloud.google.com: Consume services faster, privately and securely - Private Service Connect now in GA](https://cloud.google.com/blog/products/networking/private-service-connect-is-now-generally-available) | 🟑 high | Enables secure, private VPC networking across multi-tenant services and SaaS providers without exposing traffic to the public internet. | - | 2026-06-01 | [cloud.google.com: Microservices architecture on Google Cloud](https://cloud.google.com/blog/topics/developers-practitioners/microservices-architecture-google-cloud) | 🟑 high | Serves as the authoritative Google Cloud engineering blueprint for architecting scalable, resilient microservices topologies across GKE and service meshes. | - | 2026-06-01 | [OpenShift in Azure](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/openshift-container-platform-4x) | 🟑 high | Simplifies hybrid cloud operations by delivering a fully managed, jointly-engineered enterprise OpenShift platform directly integrated with Azure services. | + | 2026-06-14 | [github.com/GoogleCloudPlatform/k8s-config-connector: GCP Config Connector](https://github.com/GoogleCloudPlatform/k8s-config-connector) | πŸ”΄ critical | Enables true GitOps infrastructure management by controlling GCP cloud resources directly as native Kubernetes Custom Resources. | + | 2026-06-01 | [cloud.google.com: Choose the best way to use and authenticate service accounts on Google Cloud](https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure) | πŸ”΄ critical | Defines modern identity architecture by replacing risky long-lived service account keys with GKE Workload Identity and federation. | + | 2026-06-13 | [Google Cloud Buildpacks](https://github.com/GoogleCloudPlatform/buildpacks) | 🟑 high | Implements CNCF Cloud Native Buildpacks specifications to standardize secure, containerized build pipelines without Dockerfiles. | + | 2026-05-17 | [github.com/oracle](https://github.com/oracle) | 🟑 high | Provides the essential Cloud Controller Manager and CSI storage plugins required to operate production Kubernetes clusters on Oracle Cloud Infrastructure. | + | 2026-06-01 | [cloud.google.com: Consume services faster, privately and securely - Private Service Connect now in GA](https://cloud.google.com/blog/products/networking/private-service-connect-is-now-generally-available) | 🟑 high | Establishes secure, private service-to-service connectivity across VPCs and third-party SaaS ecosystems without traversing public networks. | + | 2026-06-14 | [A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟](https://docs.cloud.google.com/architecture) | πŸ”΅ medium | Offers an enterprise blueprint for secure container supply chains spanning on-premises Anthos environments and managed cloud tooling. | + | 2026-06-01 | [cloud.google.com: Microservices architecture on Google Cloud](https://cloud.google.com/blog/topics/developers-practitioners/microservices-architecture-google-cloud) | πŸ”΅ medium | Delivers a foundational reference architecture for running resilient microservices on GCP using GKE, Cloud Run, and service mesh components. | + | 2026-06-14 | [scaleway.com: Kubernetes Kapsule](https://www.scaleway.com/en/en/kubernetes-kapsule) | πŸ”΅ medium | Highlights alternative European cloud managed Kubernetes capabilities with native auto-scaling and persistent storage options. | + | 2026-06-01 | [Gaia-X.eu](https://gaia-x.eu) | πŸ”΅ medium | Shapes the European regulatory and technical standards for federated, sovereign multi-cloud data and compute architectures. | + | 2026-06-01 | [OpenShift in Azure](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/openshift-container-platform-4x) | πŸ”΅ medium | Details a jointly engineered managed OpenShift platform critical for hybrid enterprise migrations requiring strict network boundaries. | === "Last 12 Months" @@ -974,31 +974,31 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-12 | [github.com/openshift/hypershift: HyperShift](https://github.com/openshift/hypershift) | πŸ”΄ critical | Decouples and containerizes the OpenShift control plane, dramatically reducing infrastructure costs and boot times for multi-cluster environments. | - | 2026-06-11 | [Red Hat OLM](https://github.com/operator-framework/operator-lifecycle-manager) | πŸ”΄ critical | Orchestrates the entire lifecycle of Kubernetes Operators, serving as the operational backbone for OpenShift's automated platform services. | - | 2026-06-01 | [Amazon Red Hat OpenShift](https://www.redhat.com/en/technologies/cloud-computing/openshift/aws) | πŸ”΄ critical | Offers a fully-managed, jointly-supported AWS integration that accelerates enterprise adoption by offloading cluster operations and maintenance. | - | 2026-06-14 | [github.com/openshift/installer openshift installer 🌟](https://github.com/openshift/installer) | 🟑 high | The core engine driving infrastructure-automation (IPI/UPI) for bootstrapping reliable, production-ready OpenShift clusters across diverse clouds. | - | 2026-06-09 | [Machine API](https://github.com/openshift/machine-api-operator/tree/main) | 🟑 high | Implements declarative, Cluster API-aligned machine management to automate node scaling, healing, and OS upgrades in OpenShift. | - | 2026-06-08 | [github.com/redhat-cop/gitops-catalog](https://github.com/redhat-cop/gitops-catalog) | 🟑 high | Delivers community-vetted, production-ready Argo CD blueprints that standardize declarative configuration management across OpenShift fleets. | - | 2026-06-08 | [github.com/openshift/hive](https://github.com/openshift/hive) | 🟑 high | Provides the declarative, API-driven operator architecture required to provision and scale massive multi-cluster OpenShift deployments from a central hub. | - | 2026-06-01 | [OpenShift Serverless](https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless) | 🟑 high | Simplifies cloud-native application deployment by natively embedding scale-to-zero Knative capabilities directly into the OpenShift developer experience. | - | 2026-06-18 | [OpenShift 4 documentation 🌟](https://docs.redhat.com/en/documentation/openshift_container_platform/4.22) | 🟑 high | Serves as the authoritative architectural blueprint and security standard for enterprise-grade deployment and lifecycle operations. | - | 2026-06-11 | [GitHub: OKD4](https://github.com/okd-project/okd/blob/master/README.md) | πŸ”΅ medium | Represents the open-source community upstream of OpenShift, integrating Fedora CoreOS to bridge raw Kubernetes with Red Hat's enterprise ecosystem. | + | 2026-06-18 | [OpenShift 4 documentation 🌟](https://docs.redhat.com/en/documentation/openshift_container_platform/4.22) | πŸ”΄ critical | Serves as the foundational enterprise technical documentation for deploying, securing, and operating OpenShift Container Platform. | + | 2026-06-12 | [github.com/openshift/hypershift: HyperShift](https://github.com/openshift/hypershift) | πŸ”΄ critical | HyperShift represents a major architectural paradigm shift by decoupling and hosting OpenShift control planes as lightweight containerized workloads. | + | 2026-06-14 | [github.com/openshift/installer openshift installer 🌟](https://github.com/openshift/installer) | 🟑 high | Acts as the official core provisioning engine automating both IPI and UPI OpenShift cluster installations across hybrid cloud infrastructures. | + | 2026-06-01 | [Amazon Red Hat OpenShift](https://www.redhat.com/en/technologies/cloud-computing/openshift/aws) | 🟑 high | Provides a turnkey, fully managed OpenShift service jointly engineered with AWS to offload control plane operations and maintenance. | + | 2026-06-11 | [Red Hat OLM](https://github.com/operator-framework/operator-lifecycle-manager) | 🟑 high | Core Operator Framework engine that standardizes packaging, deployment, and lifecycle management of Kubernetes Operators across enterprise clusters. | + | 2026-06-12 | [github.com/openshift/origin 🌟](https://github.com/openshift/origin) | 🟑 high | The primary upstream open-source code repository powering OKD and continuous platform innovations in OpenShift. | + | 2026-06-08 | [github.com/redhat-cop/gitops-catalog](https://github.com/redhat-cop/gitops-catalog) | 🟑 high | Delivers production-tested, community-curated GitOps blueprints and Argo CD configurations tailored specifically for OpenShift deployments. | + | 2026-06-09 | [Machine API](https://github.com/openshift/machine-api-operator/tree/main) | πŸ”΅ medium | Drives declarative node lifecycle management and automated scaling within OpenShift clusters based on Cluster API concepts. | + | 2026-06-01 | [OpenShift Serverless](https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless) | πŸ”΅ medium | Integrates Knative natively into OpenShift to deliver enterprise-grade serverless event routing and scale-to-zero compute capabilities. | + | 2026-06-08 | [github.com/openshift/hive](https://github.com/openshift/hive) | πŸ”΅ medium | Enables centralized, API-driven multi-cluster provisioning and lifecycle orchestration for large-scale OpenShift fleets. | === "Last 6 Months" | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-12 | [github.com/openshift/hypershift: HyperShift](https://github.com/openshift/hypershift) | πŸ”΄ critical | HyperShift decouples the control plane from the data plane, enabling ultra-fast cluster provisioning and drastically reducing infrastructure overhead. | - | 2026-06-11 | [Red Hat OLM](https://github.com/operator-framework/operator-lifecycle-manager) | πŸ”΄ critical | The Operator Lifecycle Manager serves as the backbone of OpenShift's operator-first philosophy, managing lifecycle and dependencies for complex stateful workloads. | - | 2026-06-14 | [github.com/openshift/installer openshift installer 🌟](https://github.com/openshift/installer) | πŸ”΄ critical | The official installer engine is the vital tool that automates full platform bootstrap operations (IPI/UPI) across multi-cloud environments. | - | 2026-06-01 | [Amazon Red Hat OpenShift](https://www.redhat.com/en/technologies/cloud-computing/openshift/aws) | πŸ”΄ critical | Amazon Red Hat OpenShift (ROSA) provides a fully-managed, co-engineered platform that serves as a primary standard for enterprise Kubernetes deployments on AWS. | - | 2026-06-09 | [Machine API](https://github.com/openshift/machine-api-operator/tree/main) | 🟑 high | The Machine API Operator automates declarative, Cluster-API styled infrastructure scaling and self-healing directly inside the OpenShift control plane. | - | 2026-06-08 | [github.com/redhat-cop/gitops-catalog](https://github.com/redhat-cop/gitops-catalog) | 🟑 high | This community GitOps catalog from Red Hat CoP provides vital, production-ready blueprints that help teams standardise declarative cluster configurations via Argo CD. | - | 2026-06-01 | [ARO](https://www.redhat.com/en/technologies/cloud-computing/openshift/azure) | 🟑 high | Azure Red Hat OpenShift (ARO) delivers a key managed offering with seamless integration into Azure’s networking and enterprise support structures. | - | 2026-06-12 | [github.com/openshift/origin 🌟](https://github.com/openshift/origin) | 🟑 high | As the upstream open-source core of OKD and OpenShift, this repository contains the foundational APIs, cluster installers, and operators shaping the community distribution. | - | 2026-06-18 | [OpenShift 4 documentation 🌟](https://docs.redhat.com/en/documentation/openshift_container_platform/4.22) | 🟑 high | The official OpenShift 4 documentation is the absolute operational standard for managing multi-cluster enterprise deployments and lifecycle upgrades safely. | - | 2026-06-18 | [Developer Sandbox](https://developers.redhat.com/developer-sandbox) | 🟑 high | The Developer Sandbox eliminates bootstrapping friction by granting developers instant, zero-cost access to pre-configured OpenShift clusters with cloud-native tools. | + | 2026-06-12 | [github.com/openshift/hypershift: HyperShift](https://github.com/openshift/hypershift) | πŸ”΄ critical | HyperShift decouples the control plane into containerized management workloads, revolutionizing cluster provisioning speed and operational cost efficiency. | + | 2026-06-01 | [Amazon Red Hat OpenShift](https://www.redhat.com/en/technologies/cloud-computing/openshift/aws) | πŸ”΄ critical | ROSA delivers a fully managed, jointly supported OpenShift service on AWS that drives major enterprise cloud-native modernization initiatives. | + | 2026-06-18 | [OpenShift 4 documentation 🌟](https://docs.redhat.com/en/documentation/openshift_container_platform/4.22) | 🟑 high | Serves as the definitive production reference for architecting, securing, and operating enterprise OpenShift Container Platform clusters. | + | 2026-06-14 | [github.com/openshift/installer openshift installer 🌟](https://github.com/openshift/installer) | 🟑 high | The core installer engine powering declarative, automated IPI and UPI platform deployments across multi-cloud and bare-metal environments. | + | 2026-06-11 | [Red Hat OLM](https://github.com/operator-framework/operator-lifecycle-manager) | 🟑 high | Operator Lifecycle Manager standardizes automated installations, upgrades, and RBAC policies for operators across the Kubernetes ecosystem. | + | 2026-06-09 | [Machine API](https://github.com/openshift/machine-api-operator/tree/main) | 🟑 high | Provides declarative node lifecycle and infrastructure autoscaling capabilities directly mapped to standard Kubernetes custom resources. | + | 2026-06-08 | [github.com/redhat-cop/gitops-catalog](https://github.com/redhat-cop/gitops-catalog) | 🟑 high | Delivers battle-tested, community-curated Argo CD and GitOps blueprints directly tailored for enterprise OpenShift implementations. | + | 2026-06-01 | [ARO](https://www.redhat.com/en/technologies/cloud-computing/openshift/azure) | 🟑 high | Azure Red Hat OpenShift offers deep Azure service integration and co-engineered operational support for enterprise workloads on Microsoft cloud. | + | 2026-06-01 | [OpenShift Serverless](https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless) | 🟑 high | Brings enterprise-grade Knative eventing and scale-to-zero capabilities directly into the core OpenShift developer and operational workflows. | + | 2026-06-12 | [GitHub Quay (OSS)](https://github.com/quay/quay) | πŸ”΅ medium | The open-source foundation for Red Hat Quay, providing scalable, secure container registry capabilities with advanced geo-replication. | === "Last 12 Months" @@ -1022,16 +1022,16 @@ search: | Date | Resource | Impact | Why It Matters | | :--- | :--- | :---: | :--- | - | 2026-06-01 | [ClusterAPI](https://cluster-api.sigs.k8s.io) | πŸ”΄ critical | Cluster API provides the CNCF declarative standard for managing the full lifecycle of Kubernetes clusters across hybrid and private cloud infrastructure. | - | 2026-06-14 | [Openshift Container Platform](https://nubenetes.com/openshift) | πŸ”΄ critical | Red Hat OpenShift is the premier enterprise hybrid cloud platform unifying Kubernetes and containerized virtualization at enterprise scale. | - | 2026-06-01 | [Kubernetes Cluster with **Kubeadm**](https://github.com/kubernetes/kubeadm) | πŸ”΄ critical | Kubeadm is the official CNCF SIG-maintained standard engine for bootstrapping conformant Kubernetes control planes. | - | 2026-06-14 | [Rancher: Enterprise management for Kubernetes](https://nubenetes.com/rancher) | 🟑 high | Rancher provides essential enterprise multi-cluster management and centralized governance for heterogeneous Kubernetes deployments across bare metal and private clouds. | - | 2026-06-14 | [**Kubespray**](https://github.com/kubernetes-sigs/kubespray) | 🟑 high | Kubespray delivers battle-tested, production-grade Ansible automation for deploying enterprise clusters on raw bare-metal and private cloud infrastructure. | - | 2026-06-14 | [GitHub: Kubernetes Cluster with Kops](https://github.com/kubernetes/kops) | 🟑 high | kOps offers robust, declarative operational tooling for scaling and managing high-availability clusters on private and cloud infrastructure. | - | 2026-06-12 | [defenseunicorns/zarf](https://github.com/zarf-dev/zarf) | 🟑 high | Zarf addresses modern zero-trust enterprise requirements by automating application packaging and deployment into strictly air-gapped cloud-native environments. | - | 2026-06-01 | [Nomad](https://developer.hashicorp.com/nomad) | 🟑 high | HashiCorp Nomad delivers an operationally lightweight alternative to Kubernetes for orchestrating both containerized and legacy non-containerized workloads in private infrastructure. | - | 2026-06-01 | [**Microk8s**](https://canonical.com/microk8s) | πŸ”΅ medium | Canonical's MicroK8s offers a zero-ops, single-snap Kubernetes distribution optimized for low-overhead edge and private cloud deployments. | - | 2026-05-17 | [**VMware Kubernetes Tanzu**](https://cloud.vmware.com/tanzu) | πŸ”΅ medium | VMware Tanzu integrates cloud-native Kubernetes workloads directly into existing enterprise vSphere private virtualization environments. | + | 2026-06-01 | [ClusterAPI](https://cluster-api.sigs.k8s.io) | πŸ”΄ critical | Cluster API defines the declarative standard for automating Kubernetes cluster lifecycle management across private cloud and bare-metal infrastructure. | + | 2026-06-14 | [Openshift Container Platform](https://nubenetes.com/openshift) | πŸ”΄ critical | OpenShift is a premier enterprise hybrid and private cloud platform delivering turnkey virtualization, compliance, and developer tooling. | + | 2026-06-01 | [Kubernetes Cluster with **Kubeadm**](https://github.com/kubernetes/kubeadm) | πŸ”΄ critical | Kubeadm is the official SIG-Cluster-Lifecycle bootstrapping tool that serves as the core building block for conformant Kubernetes clusters. | + | 2026-06-14 | [Rancher: Enterprise management for Kubernetes](https://nubenetes.com/rancher) | 🟑 high | Rancher provides essential centralized management and governance for multi-cluster Kubernetes deployments across heterogeneous private and bare-metal clouds. | + | 2026-06-14 | [**Kubespray**](https://github.com/kubernetes-sigs/kubespray) | 🟑 high | Kubespray remains the industry-standard Ansible framework for deploying production-grade, highly customizable clusters in private datacenter environments. | + | 2026-06-14 | [GitHub: Kubernetes Cluster with Kops](https://github.com/kubernetes/kops) | 🟑 high | kOps delivers declarative, production-grade cluster orchestration and lifecycle automation for self-managed enterprise cloud infrastructure. | + | 2026-06-01 | [Nomad](https://developer.hashicorp.com/nomad) | 🟑 high | Nomad offers a resilient, low-overhead workload orchestration alternative for teams seeking simple multi-datacenter scheduling without Kubernetes complexity. | + | 2026-06-12 | [defenseunicorns/zarf](https://github.com/zarf-dev/zarf) | 🟑 high | Zarf addresses critical zero-trust and air-gapped infrastructure needs by enabling fully offline packaging and deployment of Kubernetes workloads. | + | 2026-06-01 | [**Microk8s**](https://canonical.com/microk8s) | πŸ”΅ medium | MicroK8s delivers a lightweight, zero-ops Kubernetes distribution optimized for edge nodes, IoT, and localized private cloud testing. | + | 2026-06-01 | [Portainer 🌟](https://www.portainer.io) | πŸ”΅ medium | Portainer significantly lowers operational barriers by providing an intuitive management interface for Docker and Kubernetes across hybrid environments. | === "Last 6 Months" diff --git a/v2-docs/tekton.md b/v2-docs/tekton.md index da4511e2..12f2e1ed 100644 --- a/v2-docs/tekton.md +++ b/v2-docs/tekton.md @@ -54,9 +54,16 @@ description: "Top Tekton resources for 2026, AI-ranked: github: Tekton Pipelines #### Tekton UI Extensions - **(2021)** [tekline 🌟](https://github.com/joyrex2001/tekline) ⭐ 11 [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores Tekline, a lightweight community-driven visualization and command-line helper tool for viewing the status of Tekton Pipeline runs. Bypasses the complex dashboard setups, providing developers with instant, readable feedback on pipeline step executions and container build logs directly in terminal dashboards. +## Platform Architecture + +### CICD (2) + +#### Tekton Pipelines (2) + + - **(2020)** [openshift.com: Cloud-Native CI/CD with OpenShift Pipelines based on Tekton](https://www.redhat.com/en/blog/cloud-native-ci-cd-with-openshift-pipelines) [YAML CONTENT] [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” Introduces OpenShift Pipelines as the modern serverless, cloud-native standard built on the Tekton project. Explains how Tekton's CRD-first strategy delivers secure, isolated build containers without a centralized daemon or controller bottlenecks. --- -πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [CI/CD](./cicd.md) | [Registries](./registries.md) +πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/terraform.md b/v2-docs/terraform.md index a0c1e4d1..9334ddc8 100644 --- a/v2-docs/terraform.md +++ b/v2-docs/terraform.md @@ -974,6 +974,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac #### Tutorials (1) - **(2023)** [**learnk8s.io/terraform-aks 🌟**](https://learnkube.com/terraform-aks) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An educational deep-dive into provisioning and bootstrapping an Azure Kubernetes Service (AKS) cluster using Terraform. Covers declarative infrastructure configuration, state management, and basic cluster connectivity verification. + - **(2022)** [build5nines.com: Terraform: Create an AKS Cluster 🌟](https://build5nines.com/terraform-create-an-aks-cluster) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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. ## Platform Engineering (2) ### AKS (2) @@ -1017,7 +1018,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac - **(2023)** [==AWS Lambda the Terraform Way==](https://github.com/nsriram/lambda-the-terraform-way) ⭐ 1260 [HCL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A widely starred open-source template repository outlining best practices for packaging, versioning, and deploying AWS Lambda functions natively using Terraform. Eliminates dependencies on external serverless frameworks by leveraging HCL zip archiving capabilities. --- -πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Pulumi](./pulumi.md) +πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Securityascode](./securityascode.md) | [Ansible](./ansible.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/test-automation-frameworks.md b/v2-docs/test-automation-frameworks.md index 997dd58b..6b605b38 100644 --- a/v2-docs/test-automation-frameworks.md +++ b/v2-docs/test-automation-frameworks.md @@ -172,7 +172,7 @@ description: "Top Test Automation Frameworks resources for 2026, AI-ranked: Robo - **(2022)** [freecodecamp.org: Use Selenium to Create a Web Scraping Bot](https://www.freecodecamp.org/news/use-selenium-to-create-a-web-scraping-bot) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An engineering guide demonstrating how to leverage Selenium for scraping complex, dynamic JavaScript-rendered single-page applications where simple HTTP libraries fail. It outlines managing browser sessions, interacting with dynamic elements, bypassing basic detection systems, and extracting raw DOM data systematically. --- -πŸ’‘ **Explore Related:** [Developerportals](./developerportals.md) | [QA](./qa.md) | [Project Management Tools](./project-management-tools.md) +πŸ’‘ **Explore Related:** [Project Management Tools](./project-management-tools.md) | [Project Management Methodology](./project-management-methodology.md) | [Chaos Engineering](./chaos-engineering.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/testops.md b/v2-docs/testops.md index d037f561..42cb6212 100644 --- a/v2-docs/testops.md +++ b/v2-docs/testops.md @@ -86,7 +86,7 @@ description: "Top Testops resources for 2026, AI-ranked: Diffblue, copyist and m - **(2021)** [synopsys.com: How to integrate automated AST tools in your CI/CD pipeline](https://www.blackduck.com/blog/integrating-automated-ast-tools.html) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” 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. --- -πŸ’‘ **Explore Related:** [Developerportals](./developerportals.md) | [QA](./qa.md) | [Project Management Tools](./project-management-tools.md) +πŸ’‘ **Explore Related:** [Project Management Tools](./project-management-tools.md) | [Project Management Methodology](./project-management-methodology.md) | [Chaos Engineering](./chaos-engineering.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/topic-map.md b/v2-docs/topic-map.md index 1444d15e..90ccf568 100644 --- a/v2-docs/topic-map.md +++ b/v2-docs/topic-map.md @@ -15,64 +15,64 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
AI
-MLOps81 -AI70 -AI Agents MCP55 -ChatGPT15 +MLOps82 +AI59 +AI Agents MCP53 +ChatGPT20
Architectural Foundations
-Kubernetes Tools588 -Kubernetes540 -Git343 +Kubernetes Tools592 +Kubernetes550 +Git342 Demos335 -Introduction206 -Linux191 -Cheatsheets185 -Monitoring157 +Introduction202 +Linux196 +Cheatsheets182 +Monitoring153 Other Awesome Lists121 -Prometheus113 +Prometheus115 Helm83 -Grafana47 -Cloud Arch Diagrams39 -Kubernetes Tutorials36 -Customer29 -DevOps Tools27 +Grafana49 +Kubernetes Tutorials43 +Cloud Arch Diagrams41 +DevOps Tools35 +Customer28 AWS Databases26 Mkdocs25 -Faq23 AWS Tools Scripts20 +Faq20 AWS Pricing18 -Matrix Table16 +Matrix Table17 About14 Cloud Asset Inventory10 AWS Monitoring5 -AWS Architecture3 AWS Miscellaneous3 +AWS Architecture3 Dom3 AWS Containers2 -Newsql1 -Stackstorm1 +Scaleway1 AWS DevOps1 +Newsql1 AWS Training1 JVM Parameters Matrix Table1 -Scaleway1 +Stackstorm1 Uncategorized1
Platform & Site Reliability
-DevOps207 -Project Management Methodology91 -Developerportals81 +DevOps222 +Project Management Methodology94 +Developerportals76 Test Automation Frameworks49 -QA45 SRE45 +QA45 Performance Testing With Jenkins And Jmeter40 -Chaos Engineering30 +Chaos Engineering29 Project Management Tools27 Testops21 Scaffolding7 @@ -81,13 +81,13 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
Hardened Infrastructure
-Terraform346 -Devsecops284 -Ansible194 -Kubernetes Security156 -IaC48 -Securityascode43 -Pulumi21 +Terraform347 +Devsecops280 +Ansible187 +Kubernetes Security153 +Securityascode53 +IaC45 +Pulumi20 Kustomize18 Liquibase11 Crossplane8 @@ -96,20 +96,20 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
Cloud Providers (Hyperscalers)
-Azure352 -AWS225 +Azure362 +AWS221 Managed Kubernetes In Public Cloud203 -AWS Newfeatures109 -AWS Security75 -Googlecloudplatform70 +AWS Newfeatures108 +AWS Security72 +Googlecloudplatform62 AWS Serverless39 -AWS Networking36 +AWS Networking34 Public Cloud Solutions33 AWS Storage20 -AWS IaC19 +AWS IaC18 AWS Backup18 -Ibm_Cloud13 -Digitalocean10 +Ibm_Cloud11 +Digitalocean9 Edge Computing7 Oraclecloud5
@@ -117,37 +117,37 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
Networking & Service Mesh
-Kubernetes Networking107 +Kubernetes Networking97 Servicemesh61 -Istio56 -Networking44 -Caching24 -Web Servers20 +Istio55 +Networking31 +Caching23 +Web Servers22 Cloudflare5
The Container Stack
-OCP 4167 -Docker162 -Kubernetes Operators Controllers112 -Container Managers77 -Kubernetes Storage70 -Kubernetes On Premise65 -Rancher62 -Kubernetes Based Devel58 -Kubernetes Troubleshooting57 -Serverless56 -Kubernetes Monitoring56 -Openshift55 +OCP 4161 +Docker160 +Kubernetes Operators Controllers119 +Container Managers74 +Kubernetes Storage73 +Kubernetes On Premise70 +Kubernetes Troubleshooting67 +Rancher66 +Openshift60 +Serverless59 +Kubernetes Based Devel56 Kubernetes Releases54 -Kubernetes Autoscaling41 +Kubernetes Monitoring54 +Kubernetes Autoscaling42 Kubernetes Alternatives40 -Kubernetes Backup Migrations39 -Kubectl Commands27 -Kubernetes Client Libraries27 -OCP 327 +Kubernetes Backup Migrations38 +OCP 332 +Kubectl Commands26 +Kubernetes Client Libraries23 Kubernetes Bigdata10 Noops7
@@ -155,25 +155,25 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
Data & Advanced Analytics
-Message Queue208 -Databases135 -Yaml64 -Crunchydata63 -NoSQL30 +Message Queue210 +Databases138 +Yaml67 +Crunchydata61 +NoSQL31
Engineering Pipeline
-Jenkins266 -Gitops114 -CI/CD91 -Jenkins Alternatives72 -Argo48 -Registries44 -Openshift Pipelines31 +Jenkins271 +Gitops107 +CI/CD78 +Jenkins Alternatives75 +Argo47 +Registries41 +Openshift Pipelines30 Flux23 -Tekton13 +Tekton14 Sonarqube13 Keptn9 CI/CD Kubernetes Plugins7 @@ -182,36 +182,36 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
Developer Ecosystem
-Python218 -Visual Studio187 -Java_Frameworks166 +Python217 +Visual Studio193 +Java_Frameworks159 API104 -Golang65 -Java And Java Performance Optimization45 -Maven Gradle42 -Devel Sites33 -Dotnet25 -Javascript21 +Golang66 +Maven Gradle47 +Java And Java Performance Optimization44 +Devel Sites32 +Dotnet26 +Javascript22 Linux Dev Env15 Postman15 -Java_App_Servers11 +Java_App_Servers9 Chromedevtools7 Lowcode Nocode7 Swagger Code Generator For Rest APIs5 Web33 -Angular3 Embedded Servlet Containers2 +Angular2
Career & Industry
Recruitment65 -Interview Questions48 -Finops43 +Interview Questions49 +Finops42 Freelancing39 Newsfeeds27 -Elearning25 +Elearning23 Workfromhome22 Appointment Scheduling12 Remote Tech Jobs10 @@ -228,10 +228,10 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it ## AI -- **[AI Agents MCP](./ai-agents-mcp.md)** 55 -- **[AI](./ai.md)** 70 -- **[ChatGPT](./chatgpt.md)** 15 -- **[MLOps](./mlops.md)** 81 +- **[AI Agents MCP](./ai-agents-mcp.md)** 53 +- **[AI](./ai.md)** 59 +- **[ChatGPT](./chatgpt.md)** 20 +- **[MLOps](./mlops.md)** 82 @@ -249,29 +249,29 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it - **[AWS Pricing](./aws-pricing.md)** 18 - **[AWS Tools Scripts](./aws-tools-scripts.md)** 20 - **[AWS Training](./aws-training.md)** 1 -- **[Cheatsheets](./cheatsheets.md)** 185 -- **[Cloud Arch Diagrams](./cloud-arch-diagrams.md)** 39 +- **[Cheatsheets](./cheatsheets.md)** 182 +- **[Cloud Arch Diagrams](./cloud-arch-diagrams.md)** 41 - **[Cloud Asset Inventory](./cloud-asset-inventory.md)** 10 -- **[Customer](./customer.md)** 29 +- **[Customer](./customer.md)** 28 - **[Demos](./demos.md)** 335 -- **[DevOps Tools](./devops-tools.md)** 27 +- **[DevOps Tools](./devops-tools.md)** 35 - **[Dom](./dom.md)** 3 -- **[Faq](./faq.md)** 23 -- **[Git](./git.md)** 343 -- **[Grafana](./grafana.md)** 47 +- **[Faq](./faq.md)** 20 +- **[Git](./git.md)** 342 +- **[Grafana](./grafana.md)** 49 - **[Helm](./helm.md)** 83 -- **[Introduction](./introduction.md)** 206 +- **[Introduction](./introduction.md)** 202 - **[JVM Parameters Matrix Table](./jvm-parameters-matrix-table.md)** 1 -- **[Kubernetes Tools](./kubernetes-tools.md)** 588 -- **[Kubernetes Tutorials](./kubernetes-tutorials.md)** 36 -- **[Kubernetes](./kubernetes.md)** 540 -- **[Linux](./linux.md)** 191 -- **[Matrix Table](./matrix-table.md)** 16 +- **[Kubernetes Tools](./kubernetes-tools.md)** 592 +- **[Kubernetes Tutorials](./kubernetes-tutorials.md)** 43 +- **[Kubernetes](./kubernetes.md)** 550 +- **[Linux](./linux.md)** 196 +- **[Matrix Table](./matrix-table.md)** 17 - **[Mkdocs](./mkdocs.md)** 25 -- **[Monitoring](./monitoring.md)** 157 +- **[Monitoring](./monitoring.md)** 153 - **[Newsql](./newsql.md)** 1 - **[Other Awesome Lists](./other-awesome-lists.md)** 121 -- **[Prometheus](./prometheus.md)** 113 +- **[Prometheus](./prometheus.md)** 115 - **[Scaleway](./scaleway.md)** 1 - **[Stackstorm](./stackstorm.md)** 1 - **[Uncategorized](./uncategorized.md)** 1 @@ -282,11 +282,11 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it ## Platform & Site Reliability -- **[Chaos Engineering](./chaos-engineering.md)** 30 -- **[Developerportals](./developerportals.md)** 81 -- **[DevOps](./devops.md)** 207 +- **[Chaos Engineering](./chaos-engineering.md)** 29 +- **[Developerportals](./developerportals.md)** 76 +- **[DevOps](./devops.md)** 222 - **[Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md)** 40 -- **[Project Management Methodology](./project-management-methodology.md)** 91 +- **[Project Management Methodology](./project-management-methodology.md)** 94 - **[Project Management Tools](./project-management-tools.md)** 27 - **[QA](./qa.md)** 45 - **[Scaffolding](./scaffolding.md)** 7 @@ -300,16 +300,16 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it ## Hardened Infrastructure -- **[Ansible](./ansible.md)** 194 +- **[Ansible](./ansible.md)** 187 - **[Crossplane](./crossplane.md)** 8 -- **[Devsecops](./devsecops.md)** 284 -- **[IaC](./iac.md)** 48 -- **[Kubernetes Security](./kubernetes-security.md)** 156 +- **[Devsecops](./devsecops.md)** 280 +- **[IaC](./iac.md)** 45 +- **[Kubernetes Security](./kubernetes-security.md)** 153 - **[Kustomize](./kustomize.md)** 18 - **[Liquibase](./liquibase.md)** 11 -- **[Pulumi](./pulumi.md)** 21 -- **[Securityascode](./securityascode.md)** 43 -- **[Terraform](./terraform.md)** 346 +- **[Pulumi](./pulumi.md)** 20 +- **[Securityascode](./securityascode.md)** 53 +- **[Terraform](./terraform.md)** 347 @@ -317,19 +317,19 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it ## Cloud Providers (Hyperscalers) -- **[Googlecloudplatform](./GoogleCloudPlatform.md)** 70 +- **[Googlecloudplatform](./GoogleCloudPlatform.md)** 62 - **[AWS Backup](./aws-backup.md)** 18 -- **[AWS IaC](./aws-iac.md)** 19 -- **[AWS Networking](./aws-networking.md)** 36 -- **[AWS Newfeatures](./aws-newfeatures.md)** 109 -- **[AWS Security](./aws-security.md)** 75 +- **[AWS IaC](./aws-iac.md)** 18 +- **[AWS Networking](./aws-networking.md)** 34 +- **[AWS Newfeatures](./aws-newfeatures.md)** 108 +- **[AWS Security](./aws-security.md)** 72 - **[AWS Serverless](./aws-serverless.md)** 39 - **[AWS Storage](./aws-storage.md)** 20 -- **[AWS](./aws.md)** 225 -- **[Azure](./azure.md)** 352 -- **[Digitalocean](./digitalocean.md)** 10 +- **[AWS](./aws.md)** 221 +- **[Azure](./azure.md)** 362 +- **[Digitalocean](./digitalocean.md)** 9 - **[Edge Computing](./edge-computing.md)** 7 -- **[Ibm_Cloud](./ibm_cloud.md)** 13 +- **[Ibm_Cloud](./ibm_cloud.md)** 11 - **[Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)** 203 - **[Oraclecloud](./oraclecloud.md)** 5 - **[Public Cloud Solutions](./public-cloud-solutions.md)** 33 @@ -340,13 +340,13 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it ## Networking & Service Mesh -- **[Caching](./caching.md)** 24 +- **[Caching](./caching.md)** 23 - **[Cloudflare](./cloudflare.md)** 5 -- **[Istio](./istio.md)** 56 -- **[Kubernetes Networking](./kubernetes-networking.md)** 107 -- **[Networking](./networking.md)** 44 +- **[Istio](./istio.md)** 55 +- **[Kubernetes Networking](./kubernetes-networking.md)** 97 +- **[Networking](./networking.md)** 31 - **[Servicemesh](./servicemesh.md)** 61 -- **[Web Servers](./web-servers.md)** 20 +- **[Web Servers](./web-servers.md)** 22 @@ -354,27 +354,27 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it ## The Container Stack -- **[Container Managers](./container-managers.md)** 77 -- **[Docker](./docker.md)** 162 -- **[Kubectl Commands](./kubectl-commands.md)** 27 +- **[Container Managers](./container-managers.md)** 74 +- **[Docker](./docker.md)** 160 +- **[Kubectl Commands](./kubectl-commands.md)** 26 - **[Kubernetes Alternatives](./kubernetes-alternatives.md)** 40 -- **[Kubernetes Autoscaling](./kubernetes-autoscaling.md)** 41 -- **[Kubernetes Backup Migrations](./kubernetes-backup-migrations.md)** 39 -- **[Kubernetes Based Devel](./kubernetes-based-devel.md)** 58 +- **[Kubernetes Autoscaling](./kubernetes-autoscaling.md)** 42 +- **[Kubernetes Backup Migrations](./kubernetes-backup-migrations.md)** 38 +- **[Kubernetes Based Devel](./kubernetes-based-devel.md)** 56 - **[Kubernetes Bigdata](./kubernetes-bigdata.md)** 10 -- **[Kubernetes Client Libraries](./kubernetes-client-libraries.md)** 27 -- **[Kubernetes Monitoring](./kubernetes-monitoring.md)** 56 -- **[Kubernetes On Premise](./kubernetes-on-premise.md)** 65 -- **[Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)** 112 +- **[Kubernetes Client Libraries](./kubernetes-client-libraries.md)** 23 +- **[Kubernetes Monitoring](./kubernetes-monitoring.md)** 54 +- **[Kubernetes On Premise](./kubernetes-on-premise.md)** 70 +- **[Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)** 119 - **[Kubernetes Releases](./kubernetes-releases.md)** 54 -- **[Kubernetes Storage](./kubernetes-storage.md)** 70 -- **[Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)** 57 +- **[Kubernetes Storage](./kubernetes-storage.md)** 73 +- **[Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)** 67 - **[Noops](./noops.md)** 7 -- **[OCP 3](./ocp3.md)** 27 -- **[OCP 4](./ocp4.md)** 167 -- **[Openshift](./openshift.md)** 55 -- **[Rancher](./rancher.md)** 62 -- **[Serverless](./serverless.md)** 56 +- **[OCP 3](./ocp3.md)** 32 +- **[OCP 4](./ocp4.md)** 161 +- **[Openshift](./openshift.md)** 60 +- **[Rancher](./rancher.md)** 66 +- **[Serverless](./serverless.md)** 59 @@ -382,11 +382,11 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it ## Data & Advanced Analytics -- **[Crunchydata](./crunchydata.md)** 63 -- **[Databases](./databases.md)** 135 -- **[Message Queue](./message-queue.md)** 208 -- **[NoSQL](./nosql.md)** 30 -- **[Yaml](./yaml.md)** 64 +- **[Crunchydata](./crunchydata.md)** 61 +- **[Databases](./databases.md)** 138 +- **[Message Queue](./message-queue.md)** 210 +- **[NoSQL](./nosql.md)** 31 +- **[Yaml](./yaml.md)** 67 @@ -394,18 +394,18 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it ## Engineering Pipeline -- **[Argo](./argo.md)** 48 +- **[Argo](./argo.md)** 47 - **[CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md)** 7 -- **[CI/CD](./cicd.md)** 91 +- **[CI/CD](./cicd.md)** 78 - **[Flux](./flux.md)** 23 -- **[Gitops](./gitops.md)** 114 -- **[Jenkins Alternatives](./jenkins-alternatives.md)** 72 -- **[Jenkins](./jenkins.md)** 266 +- **[Gitops](./gitops.md)** 107 +- **[Jenkins Alternatives](./jenkins-alternatives.md)** 75 +- **[Jenkins](./jenkins.md)** 271 - **[Keptn](./keptn.md)** 9 -- **[Openshift Pipelines](./openshift-pipelines.md)** 31 -- **[Registries](./registries.md)** 44 +- **[Openshift Pipelines](./openshift-pipelines.md)** 30 +- **[Registries](./registries.md)** 41 - **[Sonarqube](./sonarqube.md)** 13 -- **[Tekton](./tekton.md)** 13 +- **[Tekton](./tekton.md)** 14 @@ -414,23 +414,23 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it ## Developer Ecosystem - **[Chromedevtools](./ChromeDevTools.md)** 7 -- **[Angular](./angular.md)** 3 +- **[Angular](./angular.md)** 2 - **[API](./api.md)** 104 -- **[Devel Sites](./devel-sites.md)** 33 -- **[Dotnet](./dotnet.md)** 25 +- **[Devel Sites](./devel-sites.md)** 32 +- **[Dotnet](./dotnet.md)** 26 - **[Embedded Servlet Containers](./embedded-servlet-containers.md)** 2 -- **[Golang](./golang.md)** 65 -- **[Java And Java Performance Optimization](./java-and-java-performance-optimization.md)** 45 -- **[Java_App_Servers](./java_app_servers.md)** 11 -- **[Java_Frameworks](./java_frameworks.md)** 166 -- **[Javascript](./javascript.md)** 21 +- **[Golang](./golang.md)** 66 +- **[Java And Java Performance Optimization](./java-and-java-performance-optimization.md)** 44 +- **[Java_App_Servers](./java_app_servers.md)** 9 +- **[Java_Frameworks](./java_frameworks.md)** 159 +- **[Javascript](./javascript.md)** 22 - **[Linux Dev Env](./linux-dev-env.md)** 15 - **[Lowcode Nocode](./lowcode-nocode.md)** 7 -- **[Maven Gradle](./maven-gradle.md)** 42 +- **[Maven Gradle](./maven-gradle.md)** 47 - **[Postman](./postman.md)** 15 -- **[Python](./python.md)** 218 +- **[Python](./python.md)** 217 - **[Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)** 5 -- **[Visual Studio](./visual-studio.md)** 187 +- **[Visual Studio](./visual-studio.md)** 193 - **[Web3](./web3.md)** 3 @@ -440,11 +440,11 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it ## Career & Industry - **[Appointment Scheduling](./appointment-scheduling.md)** 12 -- **[Elearning](./elearning.md)** 25 -- **[Finops](./finops.md)** 43 +- **[Elearning](./elearning.md)** 23 +- **[Finops](./finops.md)** 42 - **[Freelancing](./freelancing.md)** 39 - **[HR](./hr.md)** 3 -- **[Interview Questions](./interview-questions.md)** 48 +- **[Interview Questions](./interview-questions.md)** 49 - **[Newsfeeds](./newsfeeds.md)** 27 - **[Recruitment](./recruitment.md)** 65 - **[Remote Tech Jobs](./remote-tech-jobs.md)** 10 diff --git a/v2-docs/uncategorized.md b/v2-docs/uncategorized.md index 4f8b968e..0e068455 100644 --- a/v2-docs/uncategorized.md +++ b/v2-docs/uncategorized.md @@ -21,7 +21,7 @@ description: "Curated, AI-ranked Uncategorized resources for the 2026 Cloud Nati * **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. --- -πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) +πŸ’‘ **Explore Related:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [AWS Miscellaneous](./aws-miscellaneous.md) -πŸ”— **See Also:** [Ansible](./ansible.md) | [IaC](./iac.md) +πŸ”— **See Also:** [Kubernetes Storage](./kubernetes-storage.md) | [IaC](./iac.md) diff --git a/v2-docs/visual-studio.md b/v2-docs/visual-studio.md index fa4ef018..212be1e8 100644 --- a/v2-docs/visual-studio.md +++ b/v2-docs/visual-studio.md @@ -21,6 +21,11 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St - **(None)** [](https://ona.com/stories/gitpod-is-now-ona) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ona.com in the Kubernetes Tools ecosystem. ## CICD +### Configuration As Code + +#### Developer Tooling + + - **(2024)** [Visual Studio Code JCasC-Plugin 🌟](https://marketplace.visualstudio.com/items?itemName=jcasc-developers.jcasc-plugin) [TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” A high-performance developer editor tool designed to provide autocompletion, real-time schema linting, and context-aware validation syntax checks specifically for managing complex Jenkins Configuration as Code declarations. ### Jenkins Tools #### Monitoring @@ -36,6 +41,11 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St - **(2021)** [JM Meessen: Declarative Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=jmMeessen.jenkins-declarative-support) [TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” Provides targeted code snippets, auto-complete utilities, and syntax validations optimized for declarative Jenkinsfiles. It dramatically reduces developer syntax errors when managing complex multi-stage pipeline steps. ## Cloud Infrastructure +### GCP Ecosystem + +#### IDE Integrations + + - **(2025)** [Google Cloud Code](https://cloud.google.com/code) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” A powerful suite of IDE plugins (VS Code, IntelliJ) designed to accelerate development of cloud-native systems on GCP. Curator highlights focus on debugging Kubernetes clusters directly from local workstations. Live engineering teams use Cloud Code to minimize the gap between local code changes and GCP deployment environments, driving faster development feedback loops. ### Infrastructure As Code #### Azure @@ -87,6 +97,13 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St #### Kubernetes Integration - [blog.getambassador.io: Debugging Go Microservices in Kubernetes with VScode](https://blog.getambassador.io/debugging-go-microservices-in-kubernetes-with-vscode-a36beb48ef1) [EN CONTENT] [ADVANCED LEVEL] [ENTERPRISE-STABLE] [GUIDE] β€” Explores techniques for real-time remote debugging of Go microservices running inside a Kubernetes cluster using Telepresence and VSCode, bridging local development environments with cloud resources. +## Cloud Platform + +### AWS Infrastructure + +#### Developer Tooling (1) + + - **(2021)** [AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code) [N/A CONTENT] [COMMUNITY-TOOL] β€” An AWS announcement highlighting the release of updated AWS Toolkits for popular IDEs (Cloud9, JetBrains, VS Code), expanding interaction capabilities 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. ## Cloud-native Development ### Azure (2) @@ -143,6 +160,13 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St - **(2026)** [dev.to/gitlive: GitLive now works with any Git repository in VS Code!](https://dev.to/gitlive/gitlive-now-works-with-any-git-repository-in-vs-code-304o) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An explanatory article detailing GitLive's capability to integrate with arbitrary self-hosted or cloud-based Git providers. It highlights practical ways to maintain collaborative development loops across complex deployment layouts. - **(2026)** [c-sharpcorner.com: The Best VS Code Extensions To Supercharge Git](https://www.c-sharpcorner.com/article/the-best-vs-code-extensions-to-supercharge-git) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates major Git extensions that optimize repository navigation, branch visualisations, and commit tracking within large enterprise repositories. - **(2026)** [dev.to: Top 5 Best Git Extensions For VS Code (You must have)](https://dev.to/thenomadevel/top-5-best-git-extensions-for-vs-code-you-must-have-40b6) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates the top 5 essential Git extensions for VS Code, helping developers transition from command line to rich visual git workflows. +## Data Science + +### Tooling + +#### Data Wrangling + + - **(2023)** [**Getting Started with Data Wrangler in VS Code**](https://code.visualstudio.com/docs/datascience/data-wrangler) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight outlines VS Code's visual data preparation extension. Live Grounding shows that Data Wrangler bridges the visual gap in exploratory data analysis (EDA), generating reproducible Python code in Pandas and Polars dialects directly inside Jupyter environments. ## Developer Environment ### IDE Tooling @@ -276,6 +300,11 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St #### VS Code (1) - **(2026)** [==Awesome Visual Studio Code==](https://github.com/viatsko/awesome-vscode) ⭐ 28747 [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A massive directory of extensions, themes, and configuration recipes designed to turn VS Code into a productivity powerhouse. Highly relevant for cloud-native developers seeking extensions for Kubernetes, Terraform, Docker, and remote workspace development. Serves as a daily driver resource for developer enablement teams. +### IDE Extensions + +#### Azure Learning + + - **(2024)** [marketplace.visualstudio.com: Learn Cloud 🌟](https://marketplace.visualstudio.com/items?itemName=azurepaas-tools.vscode-learncloud) [TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” Visual Studio Code extension designed to accelerate cloud onboarding directly within the developer workspace. It streamlines access to Azure training modules and sandboxed labs, reducing cognitive context switching during technical training. ## Development ### DevOps @@ -335,7 +364,7 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St #### VS Code Tooling (11) - **(2026)** [**Path Intellisense**](https://marketplace.visualstudio.com/items?itemName=christian-kohler.path-intellisense) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides dynamic path autocompletion during import statements and file references. This capability reduces import failures across large directories. Although modern language servers have improved built-in path resolution, this extension remains popular for deep directory layouts. -### IDE Extensions +### IDE Extensions (1) #### Git Integration (1) @@ -464,7 +493,7 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St - **(2015)** [Using Version Control in VS Code](https://code.visualstudio.com/docs/sourcecontrol/overview) [MARKDOWN CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The official guide detailing VS Code's native source control integration, enabling developers to execute Git workflows directly within the editor. It covers staging, committing, branching, and resolving merge conflicts without switching to an external terminal. ## Documentation (3) -### Developer Tooling +### Developer Tooling (2) #### IDE Platforms @@ -534,9 +563,14 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St #### Unit Testing - **(2026)** [**Jest**](https://marketplace.visualstudio.com/items?itemName=Orta.vscode-jest) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Integrates Jest unit testing workflows directly into the editor. It offers real-time inline test failures, active watch mode triggers, and visual coverage reports. This setup simplifies local feedback loops for enterprise microservices developed in TypeScript or JavaScript. +### Tooling (1) + +#### AI Code Assistants + + - **(2021)** [Kite 🌟](https://kite.com) [NOT APPLICABLE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight reviews Kite as a local-AI completion helper. Live Grounding confirms the project is fully retired and non-operational, with software development workflows now dominated by sophisticated cloud and local models like GitHub Copilot, Cursor, and modern LSP tooling. --- -πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Web3](./web3.md) +πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/web-servers.md b/v2-docs/web-servers.md index 5f857489..b250b101 100644 --- a/v2-docs/web-servers.md +++ b/v2-docs/web-servers.md @@ -59,6 +59,16 @@ description: "Top Web Servers resources for 2026, AI-ranked: Traefik, Apache and #### Haproxy - **(2025)** [HAProxy](https://www.haproxy.org) [C CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” HAProxy is an industry-standard, high-performance TCP/HTTP load balancer and proxy. It is widely praised for its raw event-driven architecture, rich session routing mechanisms, security structures, and efficiency. +### Multi-cluster + +#### DNS + + - **(2022)** [nginx.com: Automating Multi-Cluster DNS with NGINX Ingress Controller](https://www.f5.com/products/nginx) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Technical blueprint showcasing DNS synchronization and traffic routing automation across multi-cluster environments. Demonstrates leveraging NGINX Ingress for global load balancing and resilient geographical failovers. +## Nginxconfig + +### Community Tools + + - **(2025)** [NGINXConfig](https://www.digitalocean.com/community/tools/nginx) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” An interactive visual web config builder for constructing highly secure and performant NGINX configuration templates. Addresses reverse proxy configurations, SSL parameters, caching limits, and security headers. ## Traffic Management ### Kubernetes Ingress Controllers @@ -83,7 +93,7 @@ description: "Top Web Servers resources for 2026, AI-ranked: Traefik, Apache and - **(2021)** [nginx-playground.wizardzines.com 🌟](https://nginx-playground.wizardzines.com) [N/A CONTENT] [COMMUNITY-TOOL] β€” The live application corresponding to Julia Evans' Nginx configuration playground. It delivers a sandboxed, browser-based runtime that dynamically executes and reports Nginx behavior on arbitrary configurations, bridging the gap between theoretical syntax and actual routing behaviors without local environment overhead. --- -πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Networking](./networking.md) | [Cloudflare](./cloudflare.md) +πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/web3.md b/v2-docs/web3.md index 9dad1b25..182ec35b 100644 --- a/v2-docs/web3.md +++ b/v2-docs/web3.md @@ -26,7 +26,7 @@ description: "Curated, AI-ranked Web3 resources for the 2026 Cloud Native archit - **(2021)** [wired.com: The Father of Web3 Wants You to Trust Less](https://www.wired.com/story/web3-gavin-wood-interview) [N/A CONTENT] [COMMUNITY-TOOL] β€” An interview with Ethereum co-founder and Polkadot creator Gavin Wood on the engineering philosophy behind Web3. Wood details the transition from trusting centralized authorities to relying on cryptographic truth, smart contracts, and decentralized state machines to enforce transparency. --- -πŸ’‘ **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Javascript](./javascript.md) | [Dotnet](./dotnet.md) +πŸ’‘ **Explore Related:** [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Javascript](./javascript.md) | [Python](./python.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/workfromhome.md b/v2-docs/workfromhome.md index ab7d981c..1e8f821c 100644 --- a/v2-docs/workfromhome.md +++ b/v2-docs/workfromhome.md @@ -75,7 +75,7 @@ description: "Top Workfromhome resources for 2026, AI-ranked: krisp, Zoom and mo - **(2021)** [portafolio.co: Claves para liderar equipos de teletrabajo y no fracasar en el intento](https://www.portafolio.co/tendencias/claves-para-liderar-equipos-de-teletrabajo-y-no-fracasar-en-el-intento-556586) [SPANISH CONTENT] [LEGACY] β€” Focuses on strategies for leading virtual teams, highlighting methods to establish trust, measure output over physical presence, and implement clear collaboration frameworks. Highlights Spanish-speaking organizational perspectives on easing transition friction for legacy teams. --- -πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Remote Tech Jobs](./remote-tech-jobs.md) +πŸ’‘ **Explore Related:** [Interview Questions](./interview-questions.md) | [HR](./hr.md) | [Recruitment](./recruitment.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/yaml.md b/v2-docs/yaml.md index b177dc95..9ca1fd7c 100644 --- a/v2-docs/yaml.md +++ b/v2-docs/yaml.md @@ -30,8 +30,13 @@ description: "Top Yaml resources for 2026, AI-ranked: Polaris, KubeLinter and mo - **(2021)** [==Kubectl output options 🌟==](https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba) [YAML CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated technical guide detailing advanced kubectl formatting options. It covers jsonpath extractions, custom columns, and Go templating recipes. This cheat sheet is incredibly valuable for platform engineers querying complex cluster statuses directly from the command line. #### Configuration Management + - **(2021)** [**k8syaml.com 🌟**](https://k8syaml.com) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive web environment designed to generate clean, standard Kubernetes manifests based on best-practice configurations. It enables operators to construct and validate resources without writing boilerplate templates from scratch. - **(2020)** [**boxunix.com: A Better Way of Organizing Your Kubernetes Manifest Files 🌟**](https://boxunix.com/2020/05/15/a-better-way-of-organizing-your-kubernetes-manifest-files) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A tactical blog post detailing file hierarchy designs for managing Kubernetes manifests. It compares simple raw file naming to directory segmentation, Kustomize overrides, and Helm charts. This serves as a helpful guide for platform engineers standardizing GitOps setups. - **(2021)** [linkedin.com/pulse: How to write YAML file for Kubernetes | Megha S.k](https://www.linkedin.com/pulse/how-write-yaml-file-kubernetes-megha-s-k) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory LinkedIn Pulse guide on designing and formatting Kubernetes configurations. It covers basic resource schemas for Pods, Services, and Deployments, offering a straightforward reference for developers starting with Kubernetes. +#### Policy Enforcement + + - **(2022)** [==datree.io==](https://www.datree.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-grade CLI validation engine built to run policy and configuration checks on Kubernetes manifests. Datree evaluates configurations against schema rules and security standards before they reach clusters. This is a critical validation step for CI/CD GitOps pipelines. + - **(2021)** [**dev.to: Automating quality checks for Kubernetes YAMLs**](https://dev.to/wkrzywiec/automating-quality-checks-for-kubernetes-yamls-398) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A detailed technical guide demonstrating how to integrate automated quality controls for Kubernetes manifests within build pipelines. It explains how to combine linters and security checks to validate configurations before they are deployed. #### Validation - **(2021)** [**instrumenta/kubeval**](https://github.com/instrumenta/kubeval) ⭐ 3226 [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” 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. @@ -179,7 +184,7 @@ description: "Top Yaml resources for 2026, AI-ranked: Polaris, KubeLinter and mo - **(2023)** [kubevious.io: Top Kubernetes YAML Validation Tools](https://kubevious.io/blog/post/top-kubernetes-yaml-validation-tools) [NONE CONTENT] [COMMUNITY-TOOL] β€” A market breakdown contrasting modern validation utilities for Kubernetes platforms. Reviews differences between structural validators, OPA-based policy enforcement engines, and semantic layout detectors. --- -πŸ’‘ **Explore Related:** [Databases](./databases.md) | [Crunchydata](./crunchydata.md) | [Message Queue](./message-queue.md) +πŸ’‘ **Explore Related:** [Databases](./databases.md) | [NoSQL](./nosql.md) | [Crunchydata](./crunchydata.md) -πŸ”— **See Also:** [AWS Pricing](./aws-pricing.md) | [Ansible](./ansible.md) +πŸ”— **See Also:** [Cloud Asset Inventory](./cloud-asset-inventory.md) | [AWS Storage](./aws-storage.md)