Restructure the custom nb-quicknav header (docs/overrides/main.html):
- Replace the standalone "Topic Map" pill with a "Portal Guide" dropdown
grouping the dispersed orientation pages: Topic Map, Methodology,
Technical Tags, About.
- Add a "Videos" parent dropdown (right after Digest) with the video
category subpages (Video Hub, AI Agents & MCP, DevOps/IaC/SRE,
Cloud Native Core, Fundamentals), promoted out of the "More" menu.
- Trim "More" to the remaining misc entries: Demos, FAQ, Career, V1 Archive.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Revert navigation.tabs: removes the duplicate Material tab bar that was
stacking on top of the custom nb-quicknav header. Group orientation pages
under Portal Guide in the left nav.
The top tab bar forced Material to scope the left sidebar to the active
tab, which regressed the always-populated vertical nav. Revert
navigation.tabs (+ .sticky) so the left column behaves as before.
Apply the intended grouping in the (restored) left nav instead:
- New "Portal Guide" collapsible group: Topic Map, Methodology,
Technical Tags, About.
- about.md is pulled out of its Architectural Foundations dimension
(skipped in the generator's dimension loop) so it is not duplicated.
- Agentic Video Hub stays a prominent top-level group with its video
subpages (no longer hidden in a tab-overflow "...more" menu).
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Extract the tag aggregation and heatmap rendering into shared helpers
(_aggregate_tags / _render_tag_heatmap) so the index and the Technical
Tags page derive identical, slug-stable tag metadata. The index now ends
with the full Label Heatmap right after the mosaic, with each label
deep-linking across to its /tags/#slug section (verified: 75 anchors,
0 dangling). The Tags-page heatmap is unchanged (same-page anchors).
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Turn on navigation.tabs (+ .sticky) so the ~16 top-level sections render
as a pinned top tab bar in addition to the left sidebar, which stays and
scopes to the active tab. The earlier overflow concern is reduced by the
Topic Map grouping; Material falls back to horizontal scroll on narrow
viewports.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Navigation (v2_optimizer._sync_enterprise_navigation + v2-mkdocs.yml):
- "Topic Map" becomes a collapsible hub holding the three orientation
pages — Topic Map (section index), Methodology, Technical Tags — since
they are all about how the portal is structured.
- "Agentic Video Hub" is promoted above Intelligence Digest as a
prominent top-level dropdown, keeping its category subpages.
Video subpages (v2_video_portal):
- Drop the in-page "## Table of Contents" block; it duplicated Material's
native right-column "On this page" TOC (toc.follow), matching how the
topic pages already omit it. The technology ordering list is retained
internally to drive section render order.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Render a weighted "popular labels" cloud at the top of tags.md: every
label is listed alphabetically and sized/coloured by how many resources
carry it (log scale, 6 levels) so the most-used tags read biggest and
warmest. Each label anchors to its section below for jump-to-filter.
- v2_optimizer: emit .v2-tag-heatmap block in _generate_global_tag_index
- v2_elite.css: .v2-heat-1..6 size + warmth ramp (light + slate)
- bump CSS cache-buster to v2.9.39
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Addresses the OpenShift 'lío' (ocp3 deprecated · openshift overview · ocp4
current 29-link page) and groups the Kubernetes distributions:
- OpenShift is now a nested submenu inside the Kubernetes menu (OpenShift ▸ →
OpenShift 4 (current) · Overview · OpenShift 3 (legacy)), so the substantial
ocp4 page is finally reachable. Reuses the AWS nested-submenu mechanism.
- Distros/platforms grouped at the end of the Kubernetes menu: Managed K8s ·
OpenShift ▸ · Rancher · Distros & Alternatives (kubernetes-alternatives moved
here and relabeled). Rancher was already present.
- Switched the 2-column Kubernetes menu from CSS multicol to a deterministic
column-major grid (11 rows × 2 cols) with overflow:visible / max-height:none,
eliminating the sub-pixel balancing remainder that left a faint scrollbar.
Verified in Chrome 148 (Playwright + screenshot): menu renders as a clean 2-col
card with NO scrollbar at viewport heights 768–1080; the OpenShift submenu opens
to the side, stays on-screen, and keeps the parent open. Cache-bust ?v=2.9.38.
V2-only.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
The Kubernetes dropdown was the only menu tall enough (22 items) to need a
scrollbar (overflow-y on an anchor-positioned popover), which made it open/behave
unreliably compared to the others. Two fixes:
- The Kubernetes menu now uses a 2-column layout (column-count:2), halving its
height (~731px → ~353px) so it shows in full WITHOUT a scrollbar at any
realistic viewport. Multicol is column-major, so reading order is preserved.
- Removed flip-block from the menu position-try fallbacks (kept flip-inline):
the quick-nav is a sticky top bar, so a tall menu flipped above would shoot
off the top of the screen. Menus now always open downward.
Verified in Chrome 148 (Playwright): Kubernetes menu opens with no scrollbar and
stays fully on-screen at viewport heights 700–1080; all 11 menus + the nested
AWS submenu still open correctly; bar stays one row to 1280px. Cache-bust
?v=2.9.37. V2-only.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Full category-driven reorganization of the quick-nav per the agreed taxonomy:
one direct pill (Topic Map) + 11 thematic dropdowns that group related topics
together so every destination has a sensible home.
Digest · Kubernetes (Overview · Docker · Tools · Helm · kubectl · all
kubernetes-* · Managed · OpenShift · Rancher) · Delivery (GitOps · CI/CD ·
DevOps · Argo · Flux · Tekton · Jenkins · …) · IaC (Terraform · IaC · Ansible
· Pulumi · Crossplane · Kustomize) · Cloud (AWS ▸ nested submenu · Azure · GCP
· Serverless · FinOps · Edge · …) · Network · Security · Observability & SRE ·
AI & Data · Dev & Platform · More
- Docker now lives inside Kubernetes; CI/CD + GitOps + DevOps share Delivery;
Terraform + IaC share the IaC menu (as requested).
- AWS is a NESTED submenu inside Cloud (Cloud → AWS ▸ → 8 AWS pages), built with
nested Popover API + explicit anchor() side-positioning (position-area's
horizontal axis isn't honored when the anchor is inside another popover;
left:anchor(right)/top:anchor(top) fixes it). Submenu keeps the parent open;
flip-inline fallback near the right edge.
- Pages may appear in more than one menu where it aids discovery.
- Menus get max-height:82vh + overflow-y for the tall Kubernetes menu.
Verified in Chrome 148 (Playwright): all 11 menus open below + fit viewport; the
AWS submenu opens to the side with the parent kept open; bar stays one row to
1280px. Cache-bust ?v=2.9.36. V2-only.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
- **OpenShift submenu + grouped Kubernetes distros**: The Kubernetes menu's OpenShift entry only linked to the generic overview, hiding the substantial OpenShift 4 page (`ocp4`, 29 links) amid the ocp3-deprecated/openshift/ocp4 confusion. OpenShift is now a nested submenu (OpenShift ▸ → OpenShift 4 (current) · Overview · OpenShift 3 (legacy)), reusing the AWS nested-submenu mechanism. The Kubernetes distributions/platforms are grouped at the end of the menu — Managed K8s · OpenShift ▸ · Rancher · Distros & Alternatives (`kubernetes-alternatives` moved here and relabeled). The 2-column Kubernetes menu was also switched from CSS multicol to a deterministic column-major grid (11 rows × 2 cols, `overflow:visible`), removing a faint sub-pixel scrollbar. Verified in Chrome 148 (Playwright + screenshot): clean 2-column card with no scrollbar at viewport heights 768–1080; the OpenShift submenu opens to the side and keeps the parent open. Cache-bust `?v=2.9.38`; V2-only.
- **Kubernetes quick-nav menu reliability**: The Kubernetes dropdown (22 items) was the only menu tall enough to need a scrollbar on an anchor-positioned popover, which made it open/behave unreliably compared to the others. It now uses a 2-column layout (`column-count: 2`), halving its height (~731px → ~353px) so it shows in full without a scrollbar at any realistic viewport; multicol is column-major, so reading order is preserved. Also removed `flip-block` from the menu position-try fallbacks (kept `flip-inline`): the quick-nav is a sticky top bar, so a tall menu flipping above would shoot off the top of the screen — menus now always open downward. Verified in Chrome 148 (Playwright) at viewport heights 700–1080. Cache-bust `?v=2.9.37`; V2-only.
- **Quick-nav fully regrouped into 11 thematic menus + nested AWS submenu**: Reorganized the quick-nav into one direct pill (Topic Map) plus 11 category dropdowns that group related topics so every destination has a sensible home: Digest · Kubernetes (Overview · Docker · Tools · Helm · kubectl · all kubernetes-* · Managed · OpenShift · Rancher) · Delivery (GitOps · CI/CD · DevOps · Argo · Flux · Tekton · Jenkins · …) · IaC (Terraform · IaC · Ansible · Pulumi · Crossplane · Kustomize) · Cloud · Network · Security · Observability & SRE · AI & Data · Dev & Platform · More. Docker now lives inside Kubernetes; GitOps + CI/CD + DevOps share Delivery; Terraform + IaC share IaC. **AWS is a nested submenu inside Cloud** (Cloud → AWS ▸ → 8 AWS pages), built with nested Popover API + explicit `anchor()` side-positioning (position-area's horizontal axis isn't honored when the anchor is inside another popover). Pages may appear in more than one menu where it aids discovery; menus get `max-height:82vh` + scroll for the tall Kubernetes menu. Verified in Chrome 148 (Playwright). Cache-bust `?v=2.9.36`; V2-only.
- **AWS + Kubernetes provider hubs now live**: This release also publishes the regenerated v2-docs from v2.9.34/v2.9.35 — the AWS landing page (3 → ~40 links + "Deep-Dive Topic Pages" hub, trivial sub-pages consolidated) and the Kubernetes sub-page hub.
@@ -206,7 +206,7 @@ INSERT INTO "resources" VALUES('https://adam-kotwasinski.medium.com/kafka-mesh-f
INSERTINTO"resources"VALUES('https://adambien.blog/roller/abien/entry/kafka_jax_rs_microprofile_json','adambien.blog - 75th **airhacks.tv** Questions and Answers: Kafka, JAX-RS, MicroProfile, JSON-B, GSON, JWT, VSC, NetBeans, Java Fullstack','','2020',0,'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).','Java','Q&A Video Transcript','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Backend Development", "Java Enterprise", "MicroProfile"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://adamrushuk.github.io/increasing-the-volumeclaimtemplates-disk-size-in-a-statefulset-on-aks','adamrushuk.github.io: Increasing the volumeClaimTemplates Disk Size in a Statefulset on AKS','','2022',0,'Addresses technical hurdles and step-by-step procedures when attempting to live-resize Persistent Volumes linked to stateful applications orchestrated via StatefulSets inside AKS.','N/A','Troubleshooting Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Storage", "StatefulSet Volume Scaling"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://adamtheautomator.com/ansible-kubernetes','adamtheautomator.com: How to Use the Ansible Kubernetes Module','','2022',0,'A technical tutorial focusing on deploying applications inside Kubernetes utilizing the `k8s` Ansible module. It highlights authentication patterns, namespace orchestration, and managing deployments or services using declarative syntax.','YAML','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Object Management"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://adamtheautomator.com/aws-codedeploy','adamtheautomator.com: Getting Started with AWS CodeDeploy','','2022',0,'Walkthrough outlining primary configuration steps, appspec.yml lifecycle hook schemas, and target group integrations inside the AWS CodeDeploy ecosystem.','YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS CodeDeploy"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://adamtheautomator.com/aws-codedeploy','adamtheautomator.com: Getting Started with AWS CodeDeploy','','2022',0,'Walkthrough outlining primary configuration steps, appspec.yml lifecycle hook schemas, and target group integrations inside the AWS CodeDeploy ecosystem.','YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS CodeDeploy"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-devops.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://adamtheautomator.com/azure-kubernetes-service','adamtheautomator.com: Getting Started with the Azure Kubernetes Service (AKS)','','2021',0,'A comprehensive onboarding guide teaching foundational skills for deploying and managing an AKS cluster. Covers cluster creation, node pool verification, and basic CLI interactions. Designed to minimize onboarding friction for junior operators.','Bash','Technical Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategic Strategy", "Enterprise Architecture", "First Steps"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://adamtheautomator.com/github-actions-environment-variables','adamtheautomator.com: How to Manage GitHub Actions Environment Variables and Secrets','','2021',0,'Walkthrough tracing steps to declare environment variables, configure repository variables, and securely reference encrypted secrets inside continuous workflow files.','YAML','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Integration", "GitHub Actions", "Secrets Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
@@ -232,8 +232,8 @@ INSERT INTO "resources" VALUES('https://adictosaltrabajo.com/2018/12/13/spring-b
INSERTINTO"resources"VALUES('https://adictosaltrabajo.com/2020/12/22/como-crear-y-desplegar-microservicios-con-spring-boot-spring-cloud-netflix-y-docker','adictosaltrabajo.com: Cómo crear y desplegar microservicios con Spring Boot, Spring Cloud Netflix y Docker','','2020',0,'Deep-dive tutorial on building and orchestrating microservices in the Java ecosystem. Integrates Spring Boot applications with Spring Cloud Netflix (Eureka, Zuul) and packages them into containerized environments with custom Docker Compose manifests.','Spanish','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Architecture", "Microservices", "Java Ecosystem"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://adil.medium.com/network-traffic-shaping-in-kubernetes-topology-aware-routing-e4ea4a03dd20','adil.medium.com: Network Traffic Shaping in Kubernetes: Topology Aware Routing','','N/A',0,'A curated technical resource and architectural guide covering adil.medium.com: Network Traffic Shaping in Kubernetes: Topology Aware Routing in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032552,0,'2026-05-17T17:42:32.076358+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aditya-sunjava.medium.com/externalizing-configurations-in-kubernetes-using-configmap-and-secret-bfda0970d8ae','aditya-sunjava.medium.com: Externalizing Configurations in Kubernetes Using'' ConfigMap and Secret','','N/A',0,'A curated technical resource and architectural guide covering aditya-sunjava.medium.com: Externalizing Configurations in Kubernetes Using'' ConfigMap and Secret in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029710,0,'2026-05-17T16:55:10.100132+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://admiralty.io','admiralty.io','','2026',0,'Official platform of Admiralty, an advanced multi-cluster proxy scheduler designed to programmatically dispatch workloads across physical, virtual, or serverless Kubernetes namespaces.','Go','Framework','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Multi-Cluster & Edge", "Cluster Federation", "Admiralty"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://admiralty.io/docs/tutorials/fargate','admiralty.io: Multi-Region AWS Fargate on EKS','','2021',0,'Granular implementation tutorial for deploying Admiralty proxy schedulers to configure cross-cluster communication channels that target serverless AWS Fargate environments in multi-region setups.','Go','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Multi-Cluster & Edge", "Cluster Federation", "Serverless Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://admiralty.io','admiralty.io','','2026',0,'Official platform of Admiralty, an advanced multi-cluster proxy scheduler designed to programmatically dispatch workloads across physical, virtual, or serverless Kubernetes namespaces.','Go','Framework','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Multi-Cluster & Edge", "Cluster Federation", "Admiralty"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://admiralty.io/docs/tutorials/fargate','admiralty.io: Multi-Region AWS Fargate on EKS','','2021',0,'Granular implementation tutorial for deploying Admiralty proxy schedulers to configure cross-cluster communication channels that target serverless AWS Fargate environments in multi-region setups.','Go','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Multi-Cluster & Edge", "Cluster Federation", "Serverless Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-devops.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://adoptium.net','AdoptOpenJDk','','2021',0,'Eclipse Adoptium (formerly AdoptOpenJDK) represents the premier community-driven, vendor-neutral distribution of TCK-certified OpenJDK runtimes. This site serves as the de-facto standard source of robust, free Java binaries for production cloud environments.','Java','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "JDK Distribution"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://adoptium.net/news/2021/08/using-jlink-in-dockerfiles','blog.adoptium.net: Using Jlink in Dockerfiles instead of a JRE','','2021',0,'A guide to using the `jlink` utility inside multi-stage Docker builds instead of standard heavy JREs. Reduces target image sizes and limits the attack surface by bundling only the Java runtime modules required by the application.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Image Engineering", "Java Ecosystem"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
@@ -334,7 +334,7 @@ INSERT INTO "resources" VALUES('https://anaisurl.com/kubernetes-rbac','anaisurl.
INSERTINTO"resources"VALUES('https://analoghq.ai/blog/es/matriz-raci','rockcontent.com: mejor las responsabilidades con la Matriz RACI','','2021',0,'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.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Governance", "RACI Matrix"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://analoghq.ai/blog/es/tipos-de-consultoria','rockcontent.com: Conoce los principales tipos de consultoría en las que tu negocio puede invertir para explotar su potencial','','2022',3,'Details the landscape of professional advisory services, classifying key consulting types like strategic, digital transformation, and technical systems consulting. Outlines how enterprise architectures can leverage external expertise to fast-track digital adoption, modern cloud-native architectures, and software organizational structural alignment.','es','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Consulting & Advisory", "Enterprise Strategy"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["project-management-methodology.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://analyticsindiamag.com/ansible-vs-docker-a-detailed-comparison-of-devops-tools','analyticsindiamag.com: Ansible vs Docker: A Detailed Comparison Of DevOps Tools','','2021',0,'Decouples the architectural concepts of container runtime deployment (Docker) and multi-node system orchestration (Ansible). Highlights how combining these two paradigms enables rapid deployment of complex application stacks.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://analyticsindiamag.com/free-online-resources-to-get-started-on-cloud-computing','analyticsindiamag.com: Free Online Resources To Get Started On Cloud Computing','','2021',0,'Compiles high-quality, free resources to master fundamental cloud computing concepts. Lists tutorials, official cloud vendor training pathways, and community projects to help newcomers build structured knowledge in distributed systems.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "Training", "Educational Resources"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://analyticsindiamag.com/free-online-resources-to-get-started-on-cloud-computing','analyticsindiamag.com: Free Online Resources To Get Started On Cloud Computing','','2021',0,'Compiles high-quality, free resources to master fundamental cloud computing concepts. Lists tutorials, official cloud vendor training pathways, and community projects to help newcomers build structured knowledge in distributed systems.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "Training", "Educational Resources"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://analyticsindiamag.com/github-launches-code-scanner-to-flag-security-vulnerabilities','analyticsindiamag.com: GitHub launches code scanner to flag security vulnerabilities','','2020',0,'Highlights the introduction of CodeQL-powered GitHub Advanced Security scanning. Focuses on native SAST integrations, automated injection flaw triage, secret scanning, and immediate developer alert surfaces within standard PR pipelines.','None','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Static Analysis", "Code Scanning"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://analyticsindiamag.com/how-uber-is-leveraging-apache-kafka-for-more-than-300-micro-services','analyticsindiamag.com: How Uber is Leveraging Apache Kafka For More Than 300 Micro Services','','2021',0,'Details Uber''s massive deployment topology where Apache Kafka acts as the backbone communication engine linking over 300 discrete microservices. Examines regional and global replication configurations, dispatch routing, and stream optimization techniques under load.','English','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Case Studies", "Scale & Infrastructure"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://analyticsindiamag.com/is-coding-necessary-to-work-as-a-data-scientist','analyticsindiamag.com: Is coding necessary to work as a data scientist?','','2021',2,'Analyzes the tension between low-code/no-code ML frameworks and custom code solutions. Synthesizes why advanced programming remains essential for architectural optimization, pipeline reliability, custom deployment debugging, and deep system engineering.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Career Guidance", "Industry Trends"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}');
@@ -519,7 +519,7 @@ INSERT INTO "resources" VALUES('https://aws-latency.altaircp.com','Find the fast
INSERTINTO"resources"VALUES('https://aws-observability.github.io/terraform-aws-observability-accelerator','aws-observability.github.io: AWS Observability Accelerator for Terraform 🌟','','2024',0,'The AWS Observability Accelerator is an official collection of production-grade Terraform modules. Quickly configures and installs ADOT, Amazon Managed Service for Prometheus, and Grafana on Amazon EKS clusters.','HCL','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws-observability.github.io/terraform-aws-observability-accelerator/eks/tracing','aws-observability.github.io: Tracing on Amazon EKS','','2024',0,'A specialized sub-section of the AWS Observability Accelerator focusing exclusively on tracing strategies on EKS. Details provisioning of ADOT Collector sidecars, OpenTelemetry APIs, and AWS X-Ray integration frameworks.','HCL','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws-quickstart.github.io/quickstart-eks-rancher','aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference Deployment','','2022',0,'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.','HCL','Reference','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Rancher Management"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md", "aws-containers.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com','AWS OpsWorks','','2013',0,'A managed configuration management platform utilizing Chef or Puppet layers. *2026 Engineering Reality*: Now classified as legacy, with standard DevOps workflows adopting AWS Systems Manager (SSM) and Terraform for infrastructure automation.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2013-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Configuration Management"]','["[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com','AWS OpsWorks','','2013',0,'A managed configuration management platform utilizing Chef or Puppet layers. *2026 Engineering Reality*: Now classified as legacy, with standard DevOps workflows adopting AWS Systems Manager (SSM) and Terraform for infrastructure automation.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2013-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Configuration Management"]','["[LEGACY]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws','EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS','','2021',3,'Extends the VM Import/Export service to support the migration of virtual machines using UEFI (Unified Extensible Firmware Interface) bootloader architectures. This standardizes migration pipelines for modern on-premises systems, bypassing tedious BIOS-conversion steps. It enables automated VM transition directly into modern EC2 nitro-based instance types.','English','Service Feature','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Migration", "VM Import Export"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/global-infrastructure/innovation/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trk=n/a&linkId=951858139','AWS Global Infrastructure Innovation','Explore how AWS designs and builds its global infrastructure to deliver high availability, low latency, and secure cloud services.','2026',4,'An official architectural overview of the AWS Global Infrastructure, highlighting the innovations in server design, custom silicon (Graviton/Trainium/Inferentia), cooling technologies, and networking topology. This page describes how AWS maintains regional isolation and high-availability zones to power mission-critical workloads worldwide. It serves as an essential reference for cloud architects looking to understand physical layer redundancy and infrastructure-level security baselines.','en','documentation','intermediate',0,'online','automatic','de3cea21e06278d53227a3f26c4ab81aed588d2a9d93b79a8918b5ad7f774ac7',NULL,1780352828,0,'2026-06-02T00:27:08.641312+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Global Infrastructure"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','[]','{}','{"category": "aws-architecture", "reputation_status": "Vetted", "reputation_summary": "Official AWS Cloud Infrastructure documentation showcasing hardware innovation and global data center standards.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/global-infrastructure/localzones/locations','AWS Local Zones locations','','2026',0,'Official matrix detailing geographic distributions and architectural specifications of AWS Local Zones. Designed for low-latency processing, these zones deploy compute, storage, and database services adjacent to major industrial hubs, bridging Edge topologies with core Regions.','N/A','Documentation','Intermediate',0,'online','manual','5d21888d9fa3ce0ad76da7aa0dc95ff42a4fbbdf554692b179caa2b2fd61f466',100.0,1779029163,1,'2026-05-17T16:46:03.365494+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
@@ -530,9 +530,9 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/05/pci-dss-standardized-architecture-on-the-aws-cloud-quick-start-reference-deployment','PCI DSS Standardized Architecture on the AWS Cloud: Quick Start Reference Deployment','','2016',0,'Historical release information outlining AWS''s automated Quick Start reference architecture blueprint for PCI DSS Level 1 compliance. Provides pre-built CloudFormation nesting designs designed to construct multi-tier secure enclaves on AWS.','English','Announcement','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/06/learn-aws-security-fundamentals-with-free-and-online-training','Learn AWS Security Fundamentals with Free and Online Training','','2016',0,'Historical training material landing page detailing basic AWS security constructs. Highly useful for onboarding developers to the AWS Shared Responsibility Model, VPC security groups, IAM users, and primitive API auditing.','English','Educational','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/07/build-a-modular-and-scalable-amazon-vpc-architecture-with-new-quick-start','Build a Modular and Scalable Amazon VPC Architecture with New Quick Start','','2016',0,'An archetypal reference detailing modular AWS VPC deployment patterns. Explores multi-AZ layouts, public/private subnets, and NAT Gateway placements. This blueprint remains the structural basis for most automated enterprise VPC templates today.','English','documentation','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "VPC Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-application-load-balancer','AWS Elastic Beanstalk Supports Application Load Balancer','','2016',0,'Product release documentation outlining integration of Application Load Balancers (ALBs) with Elastic Beanstalk. Unlocks path-based routing, target group pooling, and secure WebSocket connections.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Load Balancing"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-asp-net-core-and-multi-app-net-support','AWS Elastic Beanstalk Supports ASP.NET Core and Multi-App .NET Support','','2016',0,'Highlights the 2016 platform expansion adding native support for ASP.NET Core applications and multi-app configuration models in Elastic Beanstalk Windows instances.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Application Platform Updates"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-nginx-proxy-server-with-tomcat','AWS Elastic Beanstalk Supports Nginx Proxy Server with Tomcat','','2016',0,'Feature documentation announcing native Nginx reverse proxy configurations sitting in front of Apache Tomcat platforms in Beanstalk. Optimizes delivery of static assets and client routing.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Web Servers"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-application-load-balancer','AWS Elastic Beanstalk Supports Application Load Balancer','','2016',0,'Product release documentation outlining integration of Application Load Balancers (ALBs) with Elastic Beanstalk. Unlocks path-based routing, target group pooling, and secure WebSocket connections.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Load Balancing"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-asp-net-core-and-multi-app-net-support','AWS Elastic Beanstalk Supports ASP.NET Core and Multi-App .NET Support','','2016',0,'Highlights the 2016 platform expansion adding native support for ASP.NET Core applications and multi-app configuration models in Elastic Beanstalk Windows instances.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Application Platform Updates"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-nginx-proxy-server-with-tomcat','AWS Elastic Beanstalk Supports Nginx Proxy Server with Tomcat','','2016',0,'Feature documentation announcing native Nginx reverse proxy configurations sitting in front of Apache Tomcat platforms in Beanstalk. Optimizes delivery of static assets and client routing.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Web Servers"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/08/specifying-the-vpc-for-your-amazon-rds-db-instance','Specifying the VPC for your Amazon RDS DB Instance','','2016',0,'Documents the structural capability to assign Amazon RDS database instances to isolated VPC subnets. Critical for security architecture, establishing clear boundary isolation where databases exist in strictly private subnets separated from public app tiers.','English','documentation','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "RDS", "VPC Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-cloudfront-now-supports-http2','Amazon CloudFront now supports HTTP/2','','2016',0,'Announces native HTTP/2 support in CloudFront, highlighting performance gains from request multiplexing and header compression. A major historical milestone for fast content delivery networks, paving the way for modern responsive web applications.','English','documentation','intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "CDN", "CloudFront"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-rds-for-postgresql-enhancements-support-for-new-minor-versions-logical-replication-and-amazon-rds-postgresql-as-a-source-for-aws-dms','Amazon RDS for PostgreSQL Enhancements: Support for new minor versions,'' Logical Replication, and Amazon RDS PostgreSQL as a source for AWS DMS','','N/A',0,'Curator Insight details historical native enhancements to Amazon RDS PostgreSQL, including foundational logical replication capability. Live Grounding notes that this 2016 release unlocked the capability to use RDS PostgreSQL as a source for change-data capture in AWS DMS. Included for tracing the lineage of managed PostgreSQL features.','English','Release Announcement','Intermediate',0,'online','manual','31bda3e6483aaafe43c2133853ce4507fdef86b6b1c93487d35eb1cd0b47a177',100.0,1779029507,1,'2026-05-17T16:51:47.349279+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Legacy Releases"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
@@ -540,11 +540,11 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2016/10/oracle-database-on-the-aws-cloud-quick-start-reference-deployment','Oracle Database on the AWS Cloud: Quick Start Reference Deployment','','N/A',0,'Announcement and reference guide for launching highly available Oracle Database setups on AWS. Provides pre-built CloudFormation architectures mapping storage configurations and licensing models (BYOL).','English','Article','Advanced',0,'online','manual','c98d2e0980588e9621fffa5dcf99d386f8c5ae5aced414d76cc52133241e7ea8',100.0,1779030350,1,'2026-05-17T17:05:50.134948+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Enterprise Migrations"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2020/06/introducing-aws-cloudformation-guard-preview','Introducing Cloud Formation Guard - a new opensource CLI for infrastructure compliance','- [AWS CloudFormation Guard](https://github.com/aws-cloudformation/cloudformation-guard) Guard offers a policy-as-code domain-specific language (DSL) to write rules and validate JSON- and YAML-formatted data such as CloudFormation Templates, K8s configurations, and Terraform JSON plans/configurations against those rules.','2020',0,'AWS CloudFormation Guard is an open-source policy-as-code evaluation engine designed to inspect JSON, YAML, and HCL configurations. Using a simple domain-specific language, it allows developers to write rules to prevent non-compliant resources from being deployed, integrating easily into CI/CD pipelines.','Rust','CLI Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CloudFormation", "Compliance & Policy"]','["[COMMUNITY-TOOL]"]','[]','["aws-iac.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2020/08/announcing-the-aws-controllers-for-kubernetes-preview','Announcing the AWS Controllers for Kubernetes Preview','','2020',0,'Historical release note for AWS Controllers for Kubernetes (ACK), allowing developers to provision and manage AWS managed services directly using Kubernetes custom resources and controller reconcile loops.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Operator Pattern"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-dashboards-supports-sharing','Amazon CloudWatch Dashboards now supports sharing','','2020',0,'Announces external sharing support for AWS CloudWatch Dashboards, permitting secure read-only console visualizations to key stakeholders outside the immediate AWS organization footprint.','N/A','Announcements','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "CloudWatch", "Dashboards"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-monitors-prometheus-metrics-container-environments','Amazon CloudWatch now monitors Prometheus metrics from Container environments','','2020',0,'Documents Amazon CloudWatch Container Insights'' ability to ingest, index, and visualize standard Prometheus application metrics directly from Elastic Kubernetes Service (EKS) cluster deployments.','N/A','Announcements','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "CloudWatch", "Prometheus Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-dashboards-supports-sharing','Amazon CloudWatch Dashboards now supports sharing','','2020',0,'Announces external sharing support for AWS CloudWatch Dashboards, permitting secure read-only console visualizations to key stakeholders outside the immediate AWS organization footprint.','N/A','Announcements','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "CloudWatch", "Dashboards"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-monitors-prometheus-metrics-container-environments','Amazon CloudWatch now monitors Prometheus metrics from Container environments','','2020',0,'Documents Amazon CloudWatch Container Insights'' ability to ingest, index, and visualize standard Prometheus application metrics directly from Elastic Kubernetes Service (EKS) cluster deployments.','N/A','Announcements','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "CloudWatch", "Prometheus Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2020/12/amazon-ec2-announces-spot-blueprints-an-infrastructure-code-template-generator-to-get-started-with-ec2-spot-instances','aws.amazon.com: Amazon EC2 announces Spot Blueprints, an infrastructure code template generator to get started with EC2 Spot Instances','','2020',0,'Amazon Spot Blueprints is a specialized generator that produces optimized CloudFormation or Terraform configurations for running workloads on EC2 Spot Instances. It helps teams deploy cost-effective, auto-scaling environments following AWS best practices.','N/A','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Automated Generation", "Compute Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["aws-iac.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2021/01/amazon-elastic-file-system-triples-read-throughput','Amazon Elastic File System triples read throughput','','2021',0,'Introduces a significant platform enhancement where Amazon EFS tripled its read throughput capacities for standard performance-tier volumes. This architectural upgrade enhances high-concurrency read-intensive container workloads, such as machine learning training pipelines and content management systems, without necessitating manual reconfiguration or structural modifications.','Agnostic','Release Note','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage", "AWS EFS", "Performance Tuning"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aws-cloud-development-kit-cdk-primer','New digital course and lab: AWS Cloud Development Kit (CDK) Primer','','2021',0,'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.','English','Course','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure as Code"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aws-cloud-development-kit-cdk-primer','New digital course and lab: AWS Cloud Development Kit (CDK) Primer','','2021',0,'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.','English','Course','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure as Code"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2021/02/amazon-eks-clusters-support-user-authentication-oidc-compatible-identity-providers','Amazon EKS clusters now support user authentication with OIDC compatible identity providers','','2021',5,'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.','English','Service Feature','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Kubernetes", "EKS Security"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2021/03/iam-access-analyzer-supports-over-100-policy-checks-with-actionable-recommendations','aws.amazon.com: IAM Access Analyzer now supports over 100 policy checks with actionable recommendations to help you author secure and functional policies','','2021',0,'Product release notes detailing major updates in AWS IAM Access Analyzer, introducing over 100 automated checks with recommendations to help security teams author secure and functional IAM policies.','English','Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
@@ -564,7 +564,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2021/09/better-price-performance-aws-lambda-functions-aws-graviton2-processor','Achieve up to 34% better price/performance with AWS Lambda Functions powered by AWS Graviton2 processor','','2021',0,'Documents the architectural benefits of running Lambda functions on ARM64-based Graviton2 processors. Demonstrates how compiled runtimes (Go, Rust) and interpreted runtimes (Node.js, Python) achieve superior cost-efficiency and reduced execution durations compared to traditional x86 architecture.','N/A','Announcements','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "AWS Lambda", "Hardware Platforms"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2021/11/amazon-inspector-continual-vulnerability-management','AWS announces the new **Amazon Inspector** for continual vulnerability management','','2021',4,'Overhauls Amazon Inspector into a service offering continuous, automated vulnerability management for EC2 and container images. Instead of run-on-demand periodic scans, it dynamically evaluates the environment in response to system changes and newly published CVEs. It integrates with AWS Organizations, allowing security groups to manage scanning centrally.','English','Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Vulnerability Management", "Inspector"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2021/11/aws-control-tower-supports-nested-organizational-units','AWS Control Tower now supports nested organizational units','','2021',4,'Enables AWS Control Tower to govern up to five levels of nested Organizational Units (OUs), providing fine-grained SCP (Service Control Policy) inheritance inside complex AWS Organizations structures. This allows large enterprises to map organizational hierarchies exactly to their AWS landing zones. It improves permission inheritance modeling and cloud security boundaries without forcing flat structural patterns.','English','Service Feature','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Governance", "Landing Zones", "Control Tower"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code','AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟','','2021',0,'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.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code','AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟','','2021',0,'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.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2021/11/visualize-kubernetes-clusters-one-place-amazon-eks-connector-generally-available','Visualize all your Kubernetes clusters in one place with Amazon EKS Connector, now generally available','','2021',4,'Enables registering and visualizing any Kubernetes cluster—on-premises, on EC2, or other cloud providers—directly inside the AWS EKS console. It acts as an outbound agent, linking remote clusters safely to AWS IAM and AWS Console views. It offers a single-pane-of-glass platform to observe multi-cloud and hybrid Kubernetes estates.','English','Service Feature','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Kubernetes", "EKS Console"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2022/01/amazon-elastic-file-system-replication','Announcing Amazon Elastic File System Replication','','2022',4,'Launches a native replication solution for EFS, automating the replication of file systems across different AWS Regions or within the same Region. It guarantees point-in-time consistency and helps meet disaster recovery (DR) RPO and RTO compliance goals. This deprecates the need for custom rsync-based replication agents on EC2.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage", "EFS"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2022/02/general-availability-aws-backup-amazon-s3','Announcing the general availability of AWS Backup for Amazon S3','','2022',5,'Reaches General Availability, providing complete managed backup, restore, and lifecycle orchestration of Amazon S3 data. It supports cross-region, cross-account capabilities, and immutable backup copies using AWS Backup Vault Lock. Architecturally, it streamlines data compliance audits, proving protection policies for petabyte-scale S3 data lakes.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Analytics", "Data Protection", "AWS Backup"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}');
@@ -572,7 +572,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2022/
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2022/04/aws-data-transfer-price-reduction-privatelink-transit-gateway-client-vpn-services/?nc1=h_ls','AWS Announces Data Transfer Price Reduction for AWS PrivateLink, AWS Transit Gateway, and AWS Client VPN services','','2022',4,'Covers significant network-level price cuts for AWS PrivateLink, Transit Gateway, and Client VPN. Aids enterprise network architects in planning hybrid integrations with fewer concerns over data egress penalties.','English','Technical Article','Intermediate',0,'online','manual','341b31b5e366e39c59f8761601f61a71079243255afe5c16364af43df53431ce',100.0,1779030927,1,'2026-05-17T17:15:27.995860+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Networking Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2022/04/aws-shield-application-balancer-automatic-ddos-mitigation','AWS Shield Advanced now supports Application Load Balancer for automatic application layer DDoS mitigation','','2022',0,'AWS Shield Advanced introduced automatic mitigation of application layer (Layer 7) DDoS attacks for Application Load Balancers (ALB). This capability dynamically creates, tests, and deploys AWS WAF rules on behalf of the user to block malicious traffic patterns, reducing manual intervention and minimizing downstream application downtime during sustained attacks.','None','Cloud Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security", "DDoS Protection"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2022/04/aws-single-sign-on-configurable-synchronization-microsoft-active-directory','AWS Single Sign-On launches configurable synchronization for Microsoft Active Directory','','2022',0,'AWS Single Sign-On (now IAM Identity Center) introduced customizable directory synchronization options for Microsoft Active Directory (AD). This feature allows administrators to select specific AD groups and users for propagation into AWS, optimizing synchronization times and preventing clutter in large-scale multi-account environments.','None','Cloud Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Identity & Access", "Directory Services"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2022/05/aws-systems-manager-support-port-forwarding-remote-hosts-using-session-manager','aws.amazon.com: AWS Systems Manager announces support for port forwarding to remote hosts using Session Manager','','2022',0,'Curator Insight announces native SSM port-forwarding tunnels directly to database endpoints or remote hosts inside private subnets. Live Grounding confirms this is a standard operational practice in 2026, eliminating the security risks, costs, and management overhead of maintaining traditional jump box/bastion host VMs.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Remote Access", "AWS Systems Manager"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2022/05/aws-systems-manager-support-port-forwarding-remote-hosts-using-session-manager','aws.amazon.com: AWS Systems Manager announces support for port forwarding to remote hosts using Session Manager','','2022',0,'Curator Insight announces native SSM port-forwarding tunnels directly to database endpoints or remote hosts inside private subnets. Live Grounding confirms this is a standard operational practice in 2026, eliminating the security risks, costs, and management overhead of maintaining traditional jump box/bastion host VMs.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Remote Access", "AWS Systems Manager"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2022/06/aws-well-architected-tool-organizations-integration','Integration of AWS Well-Architected Tool with AWS Organizations','','2022',0,'Integration of the AWS Well-Architected Tool with AWS Organizations provides centralized visibility into workload reviews across all member accounts. This structural update enables corporate architects to monitor governance posture, identify common architectural flaws, and establish standardized multi-tenant review patterns across the enterprise landscape.','None','Cloud Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Governance", "Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2022/07/aws-single-sign-on-aws-sso-aws-identity-access-management-iam-customer-managed-policies-cmps','AWS Single Sign-On (AWS SSO) adds support for AWS Identity and Access Management (IAM) customer managed policies (CMPs)','','2022',0,'AWS SSO (IAM Identity Center) updated its permission set capabilities to reference customer managed policies (CMPs) stored in individual target AWS accounts. This feature simplifies complex migration paths and permits granular, regional policy management without duplicating policy definitions inside the central identity center interface.','None','Cloud Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Identity & Access", "Access Control"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/about-aws/whats-new/2022/10/dark-mode-support-aws-management-console','Announcing dark mode support in the AWS Management Console','','2022',0,'The AWS Management Console released native dark mode support, improving accessibility and visual comfort for operators working across extended monitoring shifts. It introduces a configurable theme preference that persists across sessions.','None','Cloud Service','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Console", "UI/UX"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
@@ -615,45 +615,45 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2026/
LiveGrounding:AWS''slatestannouncementdocumentstheinclusionofopted-inAWSLocalZoneswithintheRegionSelector,enablingoperatorstoquicklynavigate,govern,andviewlow-latencyedgeresourcesparentedacrossmultipleprimaryregions.','en','news','Intermediate',0,'online','automatic','5df95d0bac5716c2fecf1dab3e461025bb5ac2d2467ef6029dbff12ec132f82a',NULL,1780352158,0,'2026-06-02T00:15:58.263546+02:00',NULL,NULL,NULL,'["AWS","Management Console","Infrastructure","Local Zones"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category":"aws-newfeatures","reputation_status":"Vetted","reputation_summary":"Officially released core feature within the AWS Management Console, supported globally.","social_preview_url":"","source_provenance":"X.com (awscloud)","suggested_new_category":""}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/app-mesh','aws.amazon.com/app-mesh','','2022',0,'Live Grounding Synthesis: Built on Envoy as AWS''s managed service mesh, AWS App Mesh was deprecated in late 2024 and fully sunsetted. Platform teams are urged to transition to Amazon ECS Service Connect or Amazon VPC Lattice.','English','Documentation','Medium',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "AWS"]','["[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/application-migration-service','AWS Cloud Endure Migration','','2026',0,'Curator Insight maps the evolution of CloudEndure into AWS Application Migration Service (AWS MGN). Live Grounding confirms AWS MGN is the primary enterprise engine for lift-and-shift migrations, maintaining block-level replication of physical, virtual, or cloud-based servers directly to AWS target instances.','N/A','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Migration", "AWS MGN"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/apprunner','AWS App Runner 🌟','','2026',0,'Curator Insight outlines AWS App Runner as a fully managed container service for rapid web application and API deployment. Live Grounding confirms its position in 2026 as a premier choice for developers wanting to bypass Kubernetes complexity, offering automated load balancing, scaling, and TLS termination directly from source code or ECR.','N/A','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Container Orchestration", "App Runner"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/app-mesh','aws.amazon.com/app-mesh','','2022',0,'Live Grounding Synthesis: Built on Envoy as AWS''s managed service mesh, AWS App Mesh was deprecated in late 2024 and fully sunsetted. Platform teams are urged to transition to Amazon ECS Service Connect or Amazon VPC Lattice.','English','Documentation','Medium',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "AWS"]','["[LEGACY]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/application-migration-service','AWS Cloud Endure Migration','','2026',0,'Curator Insight maps the evolution of CloudEndure into AWS Application Migration Service (AWS MGN). Live Grounding confirms AWS MGN is the primary enterprise engine for lift-and-shift migrations, maintaining block-level replication of physical, virtual, or cloud-based servers directly to AWS target instances.','N/A','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Migration", "AWS MGN"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/apprunner','AWS App Runner 🌟','','2026',0,'Curator Insight outlines AWS App Runner as a fully managed container service for rapid web application and API deployment. Live Grounding confirms its position in 2026 as a premier choice for developers wanting to bypass Kubernetes complexity, offering automated load balancing, scaling, and TLS termination directly from source code or ECR.','N/A','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Container Orchestration", "App Runner"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/architecture/icons','AWS Architecture Icons','','2024',0,'Official AWS collection containing current vector and raster design components. Indispensable for creating detailed corporate visual documents and modeling secure serverless or container networks.','None','Asset Pack','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "AWS"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes','aws.amazon.com: Serverless or Kubernetes on AWS 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7bc8ff66fdaeea40c19d94a7d0e1b3a53e2d527ec65b9cc30ac4ee0638f1a936',100.0,1779034265,0,'2026-05-17T18:11:05.283798+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"review_metadata": {"original_url": "https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.022343"}, "duplicate_of": "https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/architecture/this-is-my-architecture','This is My Architecture','','2023',0,'AWS''s premier video and article series showcasing production-grade architectural solutions. Focuses on design tradeoffs, performance strategies, and networking topologies of modern web applications.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Production Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/architecture/this-is-my-architecture','This is My Architecture','','2023',0,'AWS''s premier video and article series showcasing production-grade architectural solutions. Focuses on design tradeoffs, performance strategies, and networking topologies of modern web applications.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Production Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/backup','AWS Backup Service','','2026',5,'The main technical portal for AWS Backup, a fully managed backup hub that centralizes and automates data protection across various AWS services. Live Grounding affirms AWS Backup as the primary enterprise solution for compliance auditing, cross-account security, and centralized backup policies.','English','Service / Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "AWS Services", "AWS Backup"]','["[DE FACTO STANDARD]"]','[]','["aws-backup.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/big-data/data-lake-on-aws','Building a Data Lake on AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4dc880467ded98628b98a8cf69c214a7f49a11a58c783bcfd6e8d75daa8e1126',100.0,1779031113,0,'2026-05-17T17:18:33.396799+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/apn','AWS Partner Network (APN) blog','- [Active Directory Single Sign-On (SSO) on AWS with Bitium](https://aws.amazon.com/blogs/apn/active-directory-single-sign-on-sso-on-aws-with-bitium)
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/apn/active-directory-single-sign-on-sso-on-aws-with-bitium','Active Directory Single Sign-On (SSO) on AWS with Bitium','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c1eca590b835adb0d350b1a474f7445dce48e960fe909944c76e9e2a02762908',100.0,1779033384,1,'2026-05-17T17:56:24.625902+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/apn/centralized-traffic-inspection-with-gateway-load-balancer-on-aws','Centralized Traffic Inspection with Gateway Load Balancer on AWS','','2021',0,'Provides reference architectures for Gateway Load Balancer (GWLB), routing ingress traffic through third-party virtual security appliances (firewalls, IDS/IPS). Employs GENEVE encapsulation to maintain transparent client source IPs across the inspection cluster.','English','blog','advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security", "Gateway Load Balancer"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/apn/how-to-build-sparse-ebs-volumes-for-fun-and-easy-snapshotting','How to Build Sparse EBS Volumes for Fun and Easy Snapshotting','','2021',0,'An advanced AWS storage engineering tutorial explaining how to design sparse EBS volumes to facilitate fast, economical block-level backup snapshot loops. This architecture minimizes data transfer overhead and significantly lowers cloud backup costs.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "AWS EBS", "Sparse Snapshots"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-storage.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/apn/how-to-deploy-a-high-availability-web-service-on-aws-using-spotinst','How to Deploy a High Availability Web Service on AWS Using Spotinst','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','23c1fe0ce3a26b4bc45686956b41c27190477e6533e7914f508f964d655c020f',100.0,1779033400,1,'2026-05-17T17:56:40.346001+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/apn/modernize-your-ci-cd-pipeline-using-jenkins-x-with-amazon-eks','Modernize Your CI/CD Pipeline Using Jenkins X with Amazon EKS','','2021',0,'Curator Insight shares an AWS APN blog focusing on modernizing pipelines using Jenkins X with Amazon EKS. Live Grounding clarifies that Jenkins X differs entirely from classic Jenkins, utilizing Tekton, GitOps, and Kubernetes-native configurations under the hood. It acts as an instructional benchmark for organizations moving toward declarative development environments.','N/A','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Cloud Native CI/CD", "Jenkins X", "AWS EKS Integration"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/apn/optimizing-your-kubernetes-clusters-with-rancher-and-amazon-eks','Optimizing Your Kubernetes Clusters with Rancher and Amazon EKS 🌟','','2021',0,'Details the integration of SUSE Rancher with Amazon EKS to simplify multi-cluster operations. Curator Insight notes its focus on centralizing security policies, while Live Grounding highlights its architecture for consolidating hybrid-cloud operations and unified access controls across distributed clusters.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Multi-Cluster Management", "Rancher"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture','AWS Architecture Blog','','2023',0,'The official blog portal showcasing cloud solutions, pattern guides, and engineering strategies written directly by AWS Systems Architects.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Design Blueprints"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/architecting-a-highly-available-serverless-microservices-based-ecommerce-site','Architecting a Highly Available Serverless, Microservices-Based Ecommerce Site','','2021',0,'Curator Insight details the design of a highly available, multi-region e-commerce platform using EventBridge, Cognito, Lambda, and DynamoDB. Live Grounding shows this architecture represents the gold standard for serverless distributed microservices, emphasizing event-driven decoupling and global data consistency.','N/A','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Microservices", "E-commerce Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture','AWS Architecture Blog','','2023',0,'The official blog portal showcasing cloud solutions, pattern guides, and engineering strategies written directly by AWS Systems Architects.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Design Blueprints"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/architecting-a-highly-available-serverless-microservices-based-ecommerce-site','Architecting a Highly Available Serverless, Microservices-Based Ecommerce Site','','2021',0,'Curator Insight details the design of a highly available, multi-region e-commerce platform using EventBridge, Cognito, Lambda, and DynamoDB. Live Grounding shows this architecture represents the gold standard for serverless distributed microservices, emphasizing event-driven decoupling and global data consistency.','N/A','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Microservices", "E-commerce Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/best-practices-for-implementing-event-driven-architectures-in-your-organization','aws.amazon.com: Best practices for implementing event-driven architectures in your organization','','2023',0,'A comprehensive enterprise whitepaper on establishing organizational patterns for event-driven environments. Focuses on schema management, dead-letter queue (DLQ) operations, idempotency, and distributed tracing strategies.','English','Whitepaper','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Best Practices", "EDA"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-1-compute-and-security','Creating a Multi-Region Application with AWS Services – Part 1, Compute, Networking, and Security','','2023',0,'Part one of a multi-region deployment guide. Covers DNS failover routing with Route 53, cross-region VPC peering, compute distribution, and unified security controls across AWS regions.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Multi-Region Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-2-data-and-replication','Creating a Multi-Region Application with AWS Services – Part 2, Data and Replication','','2023',0,'Part two focuses on database replication, global data consistency, storage syncing protocols, and handling split-brain scenarios in multi-region cloud infrastructures.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Multi-Region Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-1-compute-and-security','Creating a Multi-Region Application with AWS Services – Part 1, Compute, Networking, and Security','','2023',0,'Part one of a multi-region deployment guide. Covers DNS failover routing with Route 53, cross-region VPC peering, compute distribution, and unified security controls across AWS regions.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Multi-Region Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-2-data-and-replication','Creating a Multi-Region Application with AWS Services – Part 2, Data and Replication','','2023',0,'Part two focuses on database replication, global data consistency, storage syncing protocols, and handling split-brain scenarios in multi-region cloud infrastructures.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Multi-Region Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/data-caching-across-microservices-in-a-serverless-architecture','Data Caching Across Microservices in a Serverless Architecture','','2022',0,'Evaluates architectural strategies for distributed caching within serverless applications. It highlights the use of Amazon ElastiCache (Redis) and DynamoDB Accelerator (DAX) to alleviate performance bottlenecks, reduce database round-trips, and maintain low latency in ultra-elastic stateless execution environments.','N/A','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "Caching", "Data Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-i-single-region','Disaster Recovery with AWS Managed Services, Part I: Single Region','','2020',4,'The first installment of an AWS technical series discussing single-region disaster recovery designs using server backups and managed services. Live Grounding points to this as a standard primer for establishing concrete RPO and RTO profiles before attempting multi-region failover configurations.','English','Blog / Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "AWS Architectures", "Single Region"]','["[ENTERPRISE-STABLE]"]','[]','["aws-backup.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-ii-multi-region-backup-and-restore','Disaster recovery with AWS managed services, Part 2: Multi-Region/backup'' and restore 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fbbf5eefa0740756aa3fb6ac4b7a1b65e623c9748eee0f63fcf213262305da31',100.0,1779034109,1,'2026-05-17T18:08:29.438172+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-backup.md"]','[]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases','aws.amazon.com: Exploring Data Transfer Costs for AWS Managed Databases','','2022',4,'Breaks down inter-zone and multi-region data transfer charges on AWS managed databases. Presents structural models designed to minimize data transfer egress bills within multi-tier application layouts.','English','Technical Article','Intermediate',0,'online','manual','ee2c1dc56914def0466e3c0a26d249ba09d32ee97e5e256f15446949ce34e8d9',100.0,1779030982,1,'2026-05-17T17:16:22.750249+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Database Infrastructure"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/lets-architect-architecting-microservices-with-containers','Let’s Architect! Architecting microservices with containers','','2023',0,'A foundational guide for decoupling large legacy applications. Explores container hosting options on ECS and EKS, microservice discovery patterns, and inter-service security standards.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Platform Engineering", "Modernization Tools", "Microservice Migration"]','["[LEGACY]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/lets-architect-architecting-microservices-with-containers','Let’s Architect! Architecting microservices with containers','','2023',0,'A foundational guide for decoupling large legacy applications. Explores container hosting options on ECS and EKS, microservice discovery patterns, and inter-service security standards.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Platform Engineering", "Modernization Tools", "Microservice Migration"]','["[LEGACY]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/lets-architect-architecting-with-amazon-dynamodb','Let’s Architect! Architecting with Amazon DynamoDB','','N/A',0,'Curator Insight presents an architectural masterclass on schema design and partitioning in Amazon DynamoDB. Live Grounding verifies the recommendations cover single-table design, global secondary indexes (GSIs), and write-sharding strategies. It is an indispensable guide for engineers building highly scalable, low-latency microservices.','English','Blog Post','Advanced',1,'online','manual','4036de65093065c38bcc71ef81a346dfd707e00f1aef7db2c5f581dd407a6841',100.0,1779032289,1,'2026-05-17T17:38:09.843242+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "NoSQL"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/maintain-visibility-over-the-use-of-cloud-architecture-patterns','Maintain visibility over the use of cloud architecture patterns','','2023',0,'Outlines frameworks and tools to track, map, and enforce specific cloud architecture patterns across decentralized developer teams, helping prevent systemic configuration drift.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Cloud Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/maintain-visibility-over-the-use-of-cloud-architecture-patterns','Maintain visibility over the use of cloud architecture patterns','','2023',0,'Outlines frameworks and tools to track, map, and enforce specific cloud architecture patterns across decentralized developer teams, helping prevent systemic configuration drift.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Cloud Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/migrate-resources-between-aws-accounts','Migrate Resources Between AWS Accounts','','2021',4,'An architectural guide analyzing methodologies for transferring AWS resources and database volumes across separate AWS accounts during spin-offs or restructuring. Live Grounding confirms that secure inter-account migration relies on complex IAM resource policies, KMS key sharing, and automated cross-account pipeline tooling.','English','Blog / Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Migration", "Multi-Account Strategy", "AWS Resources"]','["[ENTERPRISE-STABLE]"]','[]','["aws-backup.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale','AWS App2Container: Migrate your Applications to Containers at Scale','','2023',0,'Introduces AWS App2Container, a tool that automates the migration of legacy .NET and Java web applications into containerized structures ready for deployment on Amazon ECS or EKS.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Platform Engineering", "Modernization Tools", "Microservice Migration"]','["[LEGACY]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale','AWS App2Container: Migrate your Applications to Containers at Scale','','2023',0,'Introduces AWS App2Container, a tool that automates the migration of legacy .NET and Java web applications into containerized structures ready for deployment on Amazon ECS or EKS.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Platform Engineering", "Modernization Tools", "Microservice Migration"]','["[LEGACY]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/mistakes-to-avoid-when-implementing-serverless-architecture-with-lambda','Issues to Avoid When Implementing Serverless Architecture with AWS Lambda','','2021',0,'Identifies critical pitfalls in serverless system designs, including over-allocated memory tiers, synchronous Lambda chaining, and poor database connection reuse. Offers concrete architectural remediations like asynchronous message queuing and utilizing RDS Proxy for connection pooling.','N/A','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "AWS Lambda", "Antipatterns"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/multi-region-migration-using-aws-application-migration-service','Multi-Region Migration using AWS Application Migration Service','','2021',4,'This architectural guide details scale-out multi-region migrations utilizing the AWS Application Migration Service (MGN). Live Grounding confirms MGN as the de facto tool for enterprise host-level migrations, replacing CloudEndure to provide low-downtime, continuous block-level physical disk replication.','English','Blog / Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Migration", "AWS MGN", "Multi-Region"]','["[ENTERPRISE-STABLE]"]','[]','["aws-backup.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/optimize-your-modern-data-architecture-for-sustainability-part-1-data-ingestion-and-data-lake','aws.amazon.com: Optimize your modern data architecture for sustainability: Part 1 – data ingestion and data lake','','2022',0,'Curator Insight introduces architectural paradigms for building carbon-efficient data ingestion pipelines and S3 data lakes on AWS. Live Grounding emphasizes that GreenOps and carbon tracing are major metrics in 2026, where design patterns like intelligent tiering, optimal compression (Parquet), and ARM64-based Graviton instances directly reduce environmental footprint.','N/A','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps & Sustainability", "Green Ops"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute','Optimizing your AWS Infrastructure for Sustainability, Part I: Compute','','2023',0,'An engineering guide to optimizing AWS compute architectures for sustainability. Explores Graviton migrations, automated container resizing, and target serverless setups to lower carbon emissions.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps & Cloud Optimization", "Sustainability"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/optimize-your-modern-data-architecture-for-sustainability-part-1-data-ingestion-and-data-lake','aws.amazon.com: Optimize your modern data architecture for sustainability: Part 1 – data ingestion and data lake','','2022',0,'Curator Insight introduces architectural paradigms for building carbon-efficient data ingestion pipelines and S3 data lakes on AWS. Live Grounding emphasizes that GreenOps and carbon tracing are major metrics in 2026, where design patterns like intelligent tiering, optimal compression (Parquet), and ARM64-based Graviton instances directly reduce environmental footprint.','N/A','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps & Sustainability", "Green Ops"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute','Optimizing your AWS Infrastructure for Sustainability, Part I: Compute','','2023',0,'An engineering guide to optimizing AWS compute architectures for sustainability. Explores Graviton migrations, automated container resizing, and target serverless setups to lower carbon emissions.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps & Cloud Optimization", "Sustainability"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-ii-storage','Optimizing your AWS Infrastructure for Sustainability, Part II: Storage','','2023',0,'This second installment targets storage modernization. Details how to implement Amazon S3 Lifecycle configurations, S3 Intelligent-Tiering, and storage optimization practices.','English','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps & Cloud Optimization", "Sustainability"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/overview-of-data-transfer-costs-for-common-architectures','aws.amazon.com/blogs/architecture: Overview of Data Transfer Costs for Common Architectures','','2023',5,'The canonical AWS guide on standard network data transfer costs. Outlines the pricing models for NAT Gateways, transit gateways, VPC peering, and CloudFront egress, providing architectural blueprints for cost-efficient hybrid-cloud network topologies.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "AWS Optimization", "Data Transfer"]','["[DE FACTO STANDARD]"]','[]','["finops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/reduce-cost-and-increase-security-with-amazon-vpc-endpoints','Reduce Cost and Increase Security with Amazon VPC Endpoints','','2020',0,'Highlights the architectural and fiscal benefits of adopting VPC Endpoints (Interface and Gateway types). Contrasts expensive NAT Gateway data processing charges with direct private connectivity to AWS services like S3 and DynamoDB, dramatically reducing costs.','English','blog','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "VPC", "VPC Endpoints"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/use-templated-answers-to-perform-well-architected-reviews-at-scale','AWS Architecture Blog: Use templated answers to perform Well-Architected reviews at scale','','2021',0,'Technical review detailing templated governance answers to scale AWS Well-Architected reviews. Offers architects a mechanism to automate and standardise security compliance reviews across decentralized environments.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/use-templated-answers-to-perform-well-architected-reviews-at-scale','AWS Architecture Blog: Use templated answers to perform Well-Architected reviews at scale','','2021',0,'Technical review detailing templated governance answers to scale AWS Well-Architected reviews. Offers architects a mechanism to automate and standardise security compliance reviews across decentralized environments.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/verify-the-resilience-of-your-workloads-using-chaos-engineering','aws.amazon.com: Verify the resilience of your workloads using Chaos Engineering','','2021',0,'An enterprise guide from AWS demonstrating resilience validation of distributed workloads using chaos principles. Maps failure injection patterns to the AWS Well-Architected Framework, emphasizing targeted, automated disruption sequences that verify high-availability topologies and recovery mechanisms.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Cloud Architecture"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/architecture/what-to-consider-when-selecting-a-region-for-your-workloads','AWS Architecture Blog: What to Consider when Selecting a Region for your'' Workloads','','2026',0,'Core architectural guidance for choosing geographic AWS regions for enterprise workloads. It details standard evaluation criteria including strict data residency mandates, latency budgets relative to end-users, service availability disparities, and cost profiling.','N/A','Blog Post','Advanced',0,'online','manual','e2e1a058ff39c8fb2ad279a521b1bcafe45f5f283353c19cfb21a2b175175e99',100.0,1779031945,1,'2026-05-17T17:32:25.038512+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection','Announcing General Availability of AWS Cost Anomaly Detection','','2020',0,'Introduces AWS Cost Anomaly Detection, which applies machine learning algorithms to proactively flag unexpected spending patterns, alerting teams via Slack or SNS before runaway processes drain resources.','Markdown','Article','Intermediate',0,'online','manual','87c01b4ef0510f3d392aec79c2b8713a84062d57023f50c73582fd9c7b5ba7ab',100.0,1779130495,1,'2026-05-18T20:54:55.016521+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "FinOps"]','["[COMMUNITY-TOOL]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
@@ -672,12 +672,12 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-rds-mult
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/amazon-workmail-now-generally-available','Amazon WorkMail – Now Generally Available','','2016',4,'General availability announcement of Amazon WorkMail. Introduces an enterprise-grade cloud email and calendar service featuring strict security keys and existing corporate directory sync capabilities.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Business Applications"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/amazon-workspaces-introduces-ubuntu-desktops','Amazon WorkSpaces Introduces Ubuntu Desktops','','2022',0,'Amazon WorkSpaces extended its managed Virtual Desktop Infrastructure (VDI) to offer Ubuntu Desktop environments. Intended primarily for developers, data scientists, and engineers, this addition provides a secure, cloud-hosted Linux workspace preconfigured with developer utilities and standardized enterprise authentication.','None','Cloud Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Virtualization", "VDI"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/announcing-amazon-opensearch-service-which-supports-opensearch-10','aws.amazon.com: Amazon Elasticsearch Service Is Now Amazon OpenSearch Service and Supports OpenSearch 1.0','','2021',0,'Documents the cloud service rebranding from Amazon Elasticsearch Service to Amazon OpenSearch Service. Highlights migration features, built-in security enhancements, and seamless rolling upgrades from Elasticsearch 7.10 cluster versions.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Log Management", "OpenSearch"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/announcing-aws-cloud-control-api','AWS Cloud Control API, a Uniform API to Access AWS & Third-Party Services','','2021',0,'Official blog introduction announcing the Cloud Control API. Discusses how standardization simplifies life for infrastructure-as-code creators (e.g., Terraform, Pulumi) by delivering instant support for new cloud capabilities.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Infrastructure APIs"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/announcing-aws-cloud-control-api','AWS Cloud Control API, a Uniform API to Access AWS & Third-Party Services','','2021',0,'Official blog introduction announcing the Cloud Control API. Discusses how standardization simplifies life for infrastructure-as-code creators (e.g., Terraform, Pulumi) by delivering instant support for new cloud capabilities.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Infrastructure APIs"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/announcing-aws-kms-external-key-store-xks','Announcing AWS KMS External Key Store (XKS)','','2022',0,'AWS KMS External Key Store (XKS) allows customers to secure cloud-stored data using keys held on hardware security modules (HSMs) outside of AWS. This architectural integration helps enterprises satisfy strict digital sovereignty and regulatory constraints.','None','Cloud Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security", "Key Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/aws-application-discovery-service-update-agentless-discovery-for-vmware','AWS Application Discovery Service Update – Agentless Discovery for VMware','','2016',0,'AWS announcement showing how Application Discovery Service interfaces directly with VMware vCenter environments. Avoids OS agent dependencies to quickly construct VM topology maps.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Cloud Migration"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/aws-application-discovery-service-update-agentless-discovery-for-vmware','AWS Application Discovery Service Update – Agentless Discovery for VMware','','2016',0,'AWS announcement showing how Application Discovery Service interfaces directly with VMware vCenter environments. Avoids OS agent dependencies to quickly construct VM topology maps.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Cloud Migration"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/aws-cloud-adoption-framework-caf-3-0-is-now-available','AWS Cloud Adoption Framework (CAF) 3.0 is Now Available','','2021',0,'The AWS Cloud Adoption Framework (CAF) 3.0 provides a strategic roadmap for enterprises migrating workloads to the cloud. Focusing on six foundational perspective areas—Business, People, Governance, Platform, Security, and Operations—this framework incorporates modern cloud-native architectural patterns. It serves as an essential organizational blueprint for accelerating digital transformation while minimizing systemic risk.','N/A','Framework','Intermediate',0,'online','manual','95c42989a1fc7009efa2372aeb51f2a7bc8329b3783c6d23b11c13eb1ac7d9c6',100.0,1779032100,1,'2026-05-17T17:35:00.240405+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Architecture & Strategy", "Cloud Adoption Framework"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/aws-config-rules-dynamic-compliance-checking-for-cloud-resources','AWS Config Rules – Dynamic Compliance Checking for Cloud Resources','','2015',4,'Introduction to AWS Config Rules for dynamic resource auditing. Outlines custom Lambda-backed compliance checks, automated change detection, and state verification rules across multi-account structures.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Governance"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/aws-cost-explorer-update-access-to-ec2-usage-data','AWS Cost Explorer Update – Access to EC2 Usage Data','','2015',0,'Analyzes early programmatic access to granular EC2 metrics inside Cost Explorer. Provides foundational methodologies for early-stage cloud-native resource optimization and FinOps planning.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps", "Cost Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/aws-cost-explorer-update-access-to-ec2-usage-data','AWS Cost Explorer Update – Access to EC2 Usage Data','','2015',0,'Analyzes early programmatic access to granular EC2 metrics inside Cost Explorer. Provides foundational methodologies for early-stage cloud-native resource optimization and FinOps planning.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps", "Cost Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/aws-database-migration-service','AWS Database Migration Service','','N/A',0,'Curator Insight introduces AWS Database Migration Service (DMS) as a flexible solution for database consolidation and migration. Live Grounding verifies its operational stability for continuous change data capture (CDC) and schema translation with minimal downtime. It remains a crucial component for large-scale legacy-to-cloud modernization programs.','English','Blog Post','Advanced',0,'online','manual','bcf7f74fbfbfcf0af023fe7a42c99081ccbc42ad7fe6e4016670751239dcf8f8',100.0,1779032232,1,'2026-05-17T17:37:12.050724+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Data Replication"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/aws-iot-cloud-services-for-connected-devices','AWS IoT – Cloud Services for Connected Devices','','2015',4,'Core introduction of AWS IoT architecture. Details high-throughput MQTT broker brokers, secure device shadow states, rules engines, and telemetry stream mapping to AWS analytics components.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Internet of Things"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/aws-lambda-now-supports-up-to-10-gb-ephemeral-storage','AWS Lambda Now Supports Up to 10 GB Ephemeral Storage','','2022',0,'AWS Lambda''s configuration options permit allocating up to 10 GB of ephemeral /tmp storage, up from the previous 512 MB limit. This architectural enhancement enables serverless executions to process larger datasets, run machine learning inference, and perform intensive ETL operations directly within memory-backed local storage, significantly expanding the viability of serverless data pipelines.','None','Cloud Service','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Serverless", "Compute"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
@@ -709,7 +709,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/get-started-wit
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/heads-up-amazon-s3-security-changes-are-coming-in-april-of-2023','Heads-Up: Amazon S3 Security Changes Are Coming in April of 2023','','2022',0,'AWS pre-announced default security hardening measures for Amazon S3 buckets. These updates block public access configurations by default and enforce bucket owner-enforced Object Ownership settings to automatically disable ACLs on new bucketing workloads.','None','Cloud Service','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage & Backup", "S3 Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/iam-access-analyzer-update-policy-validation','aws.amazon.com: IAM Access Analyzer Update – Policy Validation','','2021',0,'A deep dive into policy validation capabilities inside AWS IAM Access Analyzer. It explains how the engine uses mathematical logic to find grammar issues, security slips, or over-permissive configurations directly during the authoring phase.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/ide-extension-for-aws-application-composer-enhances-visual-modern-applications-development-with-ai-generated-iac','IDE extension for AWS Application Composer enhances visual modern applications development with AI-generated IaC','','2023',0,'Examines how the AWS Application Composer IDE extension leverages AI to dynamically draft modern serverless IaC templates from a visual layout canvas. As developers design, the system generates clean CloudFormation or SAM patterns. This tool merges direct visual feedback with automated infrastructure generation.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Operations", "Infrastructure as Code", "AI-Assisted IaC"]','["[COMMUNITY-TOOL]"]','[]','["ai.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql','InfoWorld Review – Amazon Aurora Rocks MySQL','','2015',0,'Historical analysis validating Amazon Aurora''s decoupled compute and storage architecture. In production contexts, it remains a de facto standard for high-throughput, low-latency relational engines.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "Databases", "Amazon Aurora"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql','InfoWorld Review – Amazon Aurora Rocks MySQL','','2015',0,'Historical analysis validating Amazon Aurora''s decoupled compute and storage architecture. In production contexts, it remains a de facto standard for high-throughput, low-latency relational engines.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "Databases", "Amazon Aurora"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-amazon-opensearch-serverless-for-building-your-agentic-ai-applications','Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications','AWS has rebuilt Amazon OpenSearch Serverless from the ground up for agentic AI workloads, introducing scale-to-zero compute capabilities and significant cost savings.','2026',4,'Rebuilt from the ground up to support highly dynamic agentic AI workloads, the next-generation architecture of Amazon OpenSearch Serverless completely separates compute from storage to offer true scale-to-zero capability during idle periods.
Keytechnicaladvantagesinclude:
@@ -744,11 +744,11 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/now-open-aws-re
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/preview-aws-backup-adds-support-for-amazon-s3','AWS Backup Adds Support for Amazon S3','','2021',4,'Introduces preview support for centralizing data protection across S3 buckets using AWS Backup policies. It allows security and operations teams to automate backups, lifecycles, and restores of S3 objects alongside other AWS resources. This replaces customized AWS Lambda or S3 replication-based snapshot workarounds with a managed compliance framework.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Analytics", "Data Protection", "AWS Backup"]','["[ENTERPRISE-STABLE]"]','[]','["aws-backup.md", "aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/reduce-unwanted-traffic-on-your-web-site-with-aws-bot-control','amazon.com: Reduce Unwanted Traffic on Your Website with New AWS WAF Bot Control','','2021',4,'Explains AWS WAF Bot Control integration. Discusses using preconfigured rule groups at edge distribution tiers to detect, classify, and isolate automated malicious scraper patterns.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/aws/top-announcements-of-aws-reinvent-2021','aws.amazon.com/blogs: Top Announcements of AWS re:Invent 2021','','2021',4,'Synthesizes the major platform transformations unveiled at re:Invent 2021, focusing on serverless options for Redshift, EMR, and MSK alongside new Graviton3 silicon. The catalog underscores a massive architectural drive towards serverless operational models across the analytics stack. These updates solidify AWS''s platform-as-a-service offerings for enterprise engineering.','English','Industry Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Market Analysis", "Re:Invent Announcements"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/big-data/category/analytics/aws-data-pipeline','AWS Big Data Blog: Category - AWS Data Pipeline','','2024',2,'Technical blog category detailing legacy deployment setups for AWS Data Pipeline, providing structural templates for data movements before cloud-native ETL tools gained dominance.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ETL"]','["[LEGACY]"]','[]','["aws-data.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming','Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming','','2016',4,'Technical blueprint detailing Spark Streaming integration with Amazon Kinesis streams. Discusses record-processing window optimizations, checkpoint configurations, and SQL querying on live event pipelines.','Scala','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Event Streaming"]','["[ENTERPRISE-STABLE]"]','[]','["aws-data.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/big-data/category/analytics/aws-data-pipeline','AWS Big Data Blog: Category - AWS Data Pipeline','','2024',2,'Technical blog category detailing legacy deployment setups for AWS Data Pipeline, providing structural templates for data movements before cloud-native ETL tools gained dominance.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ETL"]','["[LEGACY]"]','[]','["aws-data.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming','Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming','','2016',4,'Technical blueprint detailing Spark Streaming integration with Amazon Kinesis streams. Discusses record-processing window optimizations, checkpoint configurations, and SQL querying on live event pipelines.','Scala','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Event Streaming"]','["[ENTERPRISE-STABLE]"]','[]','["aws-data.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/big-data/using-spark-sql-for-etl',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735876,0,'2026-06-18T00:37:56.005314+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-data.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account','aws.amazon.com: Architecture patterns for consuming private APIs cross-account','','2021',0,'Examines security and network topology blueprints for consuming private APIs across different AWS accounts. Highlights the interaction of VPC endpoints, API Gateway resource policies, and Route 53 resolver rules to secure enterprise SaaS products.','English','blog','advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "API Gateway", "Cross-Account Patterns"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/compute/building-an-event-driven-application-with-amazon-eventbridge','Building an event-driven application with Amazon EventBridge','','2020',0,'This AWS architecture blog details how to design and build serverless event-driven applications using Amazon EventBridge. It highlights the platform''s ability to act as a centralized serverless event bus that simplifies decoupled communication across distributed microservices by routing events using declarative rules. The pattern eliminates custom routing code, improving structural robustness.','N/A','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Event-Driven Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-messaging.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/compute/building-an-event-driven-application-with-amazon-eventbridge','Building an event-driven application with Amazon EventBridge','','2020',0,'This AWS architecture blog details how to design and build serverless event-driven applications using Amazon EventBridge. It highlights the platform''s ability to act as a centralized serverless event bus that simplifies decoupled communication across distributed microservices by routing events using declarative rules. The pattern eliminates custom routing code, improving structural robustness.','N/A','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Event-Driven Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-messaging.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/compute/building-highly-resilient-applications-with-on-premises-interdependencies-using-aws-local-zones','Building highly resilient applications with on-premises interdependencies using AWS Local Zones','','2026',0,'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.','N/A','Blog Post','Advanced',0,'online','manual','408c26ed1b45b2f125ac159b1ea0b040bd6b4d02bbdd63277260684efc8fd4d7',100.0,1779032731,1,'2026-05-17T17:45:31.860781+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[LEGACY]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/compute/deploying-aws-lambda-layers-automatically-across-multiple-regions','Deploying AWS Lambda layers automatically across multiple Regions','','2021',0,'Provides an automation framework for replicating Lambda Layers across multiple geographical AWS regions. Ensures dependency consistency, reduces manual overhead in multi-region failover setups, and leverages CloudFormation and Step Functions for automated version control.','N/A','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "AWS Lambda", "Configuration Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experience-for-aws-step-functions','Enhanced Local IDE Experience for AWS Step Functions','','2026',0,'Details local IDE integration utilities for designing and tracing AWS Step Functions. Enhances developer inner-loops by rendering local visual workflow representations and offering live Amazon States Language schema validation directly in-editor.','None','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Automation", "Serverless Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["iac.md", "aws.md"]','{}','{}');
@@ -765,8 +765,8 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/addressi
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/addressing-latency-and-data-transfer-costs-on-eks-using-istio','aws.amazon.com: Addressing latency and data transfer costs on EKS using Istio','','2023',0,'Architectural guide analyzing multi-AZ data transfer charges and service-to-service latency in EKS. Demonstrates how to design topology-aware routing strategies within an Istio Service Mesh to keep traffic localized and cost-effective.','N/A','Technical Analysis','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Networking", "Service Mesh Latency"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-1-22','aws.amazon.com: Amazon EKS now supports Kubernetes 1.22','','2022',0,'Curator Insight covers EKS supporting Kubernetes 1.22. Live grounding in 2026 treats this as historical information; modern EKS runs vastly newer versions, but this article highlights EKS migration paths and deprecation management.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Managed Kubernetes", "AWS EKS", "v1.22"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-version-1-25','Amazon EKS now supports Kubernetes version 1.25','','2023',0,'Amazon EKS added support for Kubernetes version 1.25, bringing security policy updates, API removals (such as PodSecurityPolicy), and core platform enhancements like container registry authentication improvements.','None','Cloud Service','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Container Orchestration", "EKS Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-1-22"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/architecting-for-resiliency-on-aws-app-runner','Architecting for resiliency on AWS App Runner','','2022',0,'Curator Insight focuses on engineering multi-region, high-availability, and fault-tolerant topologies with App Runner. Live Grounding shows that resilient patterns rely on Route 53 routing, pilot light databases, and robust custom health checks to sustain production-grade service availability.','N/A','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Container Orchestration", "App Runner"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/automate-rollbacks-for-amazon-ecs-rolling-deployments-with-cloudwatch-alarms','Automate rollbacks for Amazon ECS rolling deployments with CloudWatch alarms','','2021',0,'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.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Continuous Deployment"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/architecting-for-resiliency-on-aws-app-runner','Architecting for resiliency on AWS App Runner','','2022',0,'Curator Insight focuses on engineering multi-region, high-availability, and fault-tolerant topologies with App Runner. Live Grounding shows that resilient patterns rely on Route 53 routing, pilot light databases, and robust custom health checks to sustain production-grade service availability.','N/A','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Container Orchestration", "App Runner"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/automate-rollbacks-for-amazon-ecs-rolling-deployments-with-cloudwatch-alarms','Automate rollbacks for Amazon ECS rolling deployments with CloudWatch alarms','','2021',0,'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.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Continuous Deployment"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/autoscaling-eks-on-fargate-with-custom-metrics','aws.amazon.com: Autoscaling EKS on Fargate with custom metrics','','2021',0,'Explores scaling mechanisms for EKS pods deployed onto AWS Fargate using Prometheus-emitted custom metrics. Illustrates HPA structures that scale serverless compute workloads without maintaining EC2 scaling profiles.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Auto-scaling", "Fargate"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/aws-and-kubecost-collaborate-to-deliver-cost-monitoring-for-eks-customers','AWS and Kubecost collaborate to deliver cost monitoring for EKS customers','','2022',0,'Explains the native integration of Kubecost with Amazon EKS to provide free, high-granularity in-cluster resource cost allocations. Demonstrates how administrators trace expenditures back to namespaces, labels, and specific engineering departments.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Cost Optimization", "Kubecost"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/aws-docker-collaborate-simplify-developer-experience','AWS and Docker collaborate to simplify the developer experience','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','732958e71d83dba1ec1914001f8feafa5fa9d062881ed71ef75cfb4dc9553e37',100.0,1779031399,1,'2026-05-17T17:23:19.023446+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
@@ -785,7 +785,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/introduc
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/introducing-cdk-for-kubernetes','AWS: Introducing CDK for Kubernetes','','2026',0,'AWS technical launch post announcing CDK for Kubernetes (cdk8s). It outlines the core architectural principles, detailing how software developers can use general-purpose programming interfaces to output strongly-typed, verifiable raw YAML files for any Kubernetes cluster.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration", "CDK & DSLs", "CDK8s"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/introducing-general-availability-of-amazon-eks-anywhere','aws.amazon.com: Getting started with Amazon EKS Anywhere','','2021',0,'Fundamental provisioning guide to instantiate an EKS Anywhere sandbox cluster. Leverages Docker-based local execution to demonstrate the configuration profiles and administration scripts of local EKS-compliant architectures.','N/A','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Hybrid Cloud", "Getting Started"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/kubernetes-as-a-platform-vs-kubernetes-as-an-api-2','aws.amazon.com: Kubernetes as a platform vs. Kubernetes as an API 🌟🌟','','2023',0,'An architectural analysis contrasting the consumption of Kubernetes as a pre-packaged deployment runtime versus an extensible resource management engine. Explores how the declarative API and control loop model can be utilized via Custom Resource Definitions (CRDs) to manage non-container resources (like SaaS and physical cloud infrastructure) via Crossplane and similar controllers.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Control Plane", "API Extensibility"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/leveraging-app-mesh-with-amazon-eks-in-a-multi-account-environment','amazon.com: Leveraging App Mesh with Amazon EKS in a Multi-Account environment','','2021',0,'Curator Insight presents patterns for orchestrating cross-account microservice communication using AWS App Mesh and Amazon EKS. Live Grounding highlights that while the multi-account networking concepts remain structurally valid, the reliance on App Mesh is obsolete; modern architectures deploy VPC Lattice or cross-cluster Istio meshes.','N/A','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Service Mesh", "Multi-Account"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/leveraging-app-mesh-with-amazon-eks-in-a-multi-account-environment','amazon.com: Leveraging App Mesh with Amazon EKS in a Multi-Account environment','','2021',0,'Curator Insight presents patterns for orchestrating cross-account microservice communication using AWS App Mesh and Amazon EKS. Live Grounding highlights that while the multi-account networking concepts remain structurally valid, the reliance on App Mesh is obsolete; modern architectures deploy VPC Lattice or cross-cluster Istio meshes.','N/A','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Service Mesh", "Multi-Account"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazon-eks-architecture','Onfido’s Journey to a Multi-Cluster Amazon EKS Architecture','','2021',0,'Explores Onfido''s architectural transition from single-cluster configurations to a multi-region, multi-cluster Amazon EKS framework. Details scaling hurdles, network federation, load balancing, and configuration management at global enterprise scale.','Markdown','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Multi-Cluster Management", "Case Study"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/operating-a-multi-regional-stateless-application-using-amazon-eks','aws.amazon.com: Operating a multi-regional stateless application using Amazon EKS','','2021',0,'Architectural whitepaper addressing how to design, deploy, and synchronize global stateless applications across multiple regional EKS clusters utilizing Route 53 routing policies.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "High Availability"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/containers/planning-kubernetes-upgrades-with-amazon-eks','aws.amazon.com: Planning Kubernetes Upgrades with Amazon EKS','','2023',0,'A strategic framework for executing major Kubernetes cluster version migrations on Amazon EKS. Outlines lifecycle calendars, API deprecation checkpoints, testing environments, and emergency rollback procedures for production platforms.','N/A','Architectural Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Cluster Lifecycle", "Upgrade Strategies"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
@@ -808,23 +808,23 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/modernize-
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/database/replicate-and-transform-data-in-amazon-aurora-postgresql-across-multiple-regions-using-aws-dms','Replicate and transform data in Amazon Aurora PostgreSQL across multiple Regions using AWS DMS','','N/A',0,'Curator Insight explains complex data replication and real-time schema transformations using AWS DMS across geographic zones. Live Grounding demonstrates how DMS filters and manipulates streaming CDC events to populate distinct regional schemas. An advanced implementation reference for global multi-region database architectures.','English','Blog Post','Advanced',0,'online','manual','329d6352864cc03622f2584e0a623356b82bc14cb362af55e15ea58a4a79d0b0',100.0,1779029556,1,'2026-05-17T16:52:36.519643+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Multi-Region Storage"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/database/securely-connect-to-an-amazon-rds-or-amazon-ec2-database-instance-remotely-with-your-preferred-gui','Securely connect to an Amazon RDS or Amazon EC2 database instance remotely with your preferred GUI','','N/A',0,'Curator Insight addresses the configuration challenges of securely managing private databases remotely using visual tools. Live Grounding confirms the methodology relies on SSH tunneling, AWS Systems Manager (SSM) Session Manager, or VPC client VPN endpoints to bypass the need for public IP addresses. This aligns with zero-trust architectural principles.','English','Blog Post','Intermediate',0,'online','manual','5165e9c9ac44beb53340bbe30d07f5f42a694e562b0aa13b48b0ca309927c322',100.0,1779032117,1,'2026-05-17T17:35:17.381603+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Security"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/developer','The AWS Developer Blog now includes Python & GoLang','','2026',0,'The core technical blog for AWS developer tooling, highlighting standard SDK architectures for Python and Go, performance benchmarks, and asynchronous pipeline developments.','N/A','Blog Post','Intermediate',0,'online','manual','ebe9278faed58eec9bfa634033be0ab6b714d88ab44c96a4e3892e59c1870961',100.0,1779031429,1,'2026-05-17T17:23:49.081064+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/developer/announcing-end-of-support-for-python-2-7-in-aws-sdk-for-python-and-aws-cli-v1','Announcing the end of support for Python 2.7 in the AWS SDK for Python and AWS CLI v1','','2021',0,'An official AWS deprecation announcement marking the end of Python 2.7 support within the AWS SDK for Python (Boto3) and AWS CLI v1. It details migration paths to modern Python 3.x runtimes and the container-native AWS CLI v2 architecture. Critical reading for legacy system maintainers undergoing platform modernization initiatives.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CLI Tooling"]','["[LEGACY]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops','AWS DevOps Blog','','2026',0,'The authoritative AWS blog containing continuous architectural blueprints, release notes, and real-world implementation case studies for optimizing deployment patterns on Amazon Web Services.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS DevOps"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/announcing-cdk-migrate-a-single-command-to-migrate-to-the-aws-cdk','Announcing CDK Migrate: A single command to migrate to the AWS CDK','','2023',0,'Curator Insight details the native CDK CLI capability to ingest deployed CloudFormation stacks or raw resources and output fully functional CDK code. Live Grounding demonstrates its extreme usefulness in technical debt remediation, shifting old legacy infrastructure into managed, programmatically modeled code bases.','TypeScript','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS CDK", "Migration Tools"]','["[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/developer/announcing-end-of-support-for-python-2-7-in-aws-sdk-for-python-and-aws-cli-v1','Announcing the end of support for Python 2.7 in the AWS SDK for Python and AWS CLI v1','','2021',0,'An official AWS deprecation announcement marking the end of Python 2.7 support within the AWS SDK for Python (Boto3) and AWS CLI v1. It details migration paths to modern Python 3.x runtimes and the container-native AWS CLI v2 architecture. Critical reading for legacy system maintainers undergoing platform modernization initiatives.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CLI Tooling"]','["[LEGACY]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops','AWS DevOps Blog','','2026',0,'The authoritative AWS blog containing continuous architectural blueprints, release notes, and real-world implementation case studies for optimizing deployment patterns on Amazon Web Services.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS DevOps"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/announcing-cdk-migrate-a-single-command-to-migrate-to-the-aws-cdk','Announcing CDK Migrate: A single command to migrate to the AWS CDK','','2023',0,'Curator Insight details the native CDK CLI capability to ingest deployed CloudFormation stacks or raw resources and output fully functional CDK code. Live Grounding demonstrates its extreme usefulness in technical debt remediation, shifting old legacy infrastructure into managed, programmatically modeled code bases.','TypeScript','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS CDK", "Migration Tools"]','["[LEGACY]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/aws-codedeploy-deploying-from-a-development-account-to-a-production-account',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735876,0,'2026-06-18T00:37:56.123078+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/aws-codepipeline-adds-support-for-branch-based-development-and-monorepos','aws.amazon.com: AWS CodePipeline adds support for Branch-based development and Monorepos','','2022',0,'Release analysis highlighting newly added monorepo and branch-specific triggers within AWS CodePipeline, optimizing continuous delivery workflows and reducing build execution times.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS CodePipeline"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/aws-codepipeline-adds-support-for-branch-based-development-and-monorepos','aws.amazon.com: AWS CodePipeline adds support for Branch-based development and Monorepos','','2022',0,'Release analysis highlighting newly added monorepo and branch-specific triggers within AWS CodePipeline, optimizing continuous delivery workflows and reducing build execution times.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS CodePipeline"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/blue-green-deployments-with-application-load-balancer','Fine-tuning blue/green deployments on application load balancer','','2021',0,'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.','English','blog','advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Deployment Patterns", "Blue-Green", "ALB"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/building-end-to-end-aws-devsecops-ci-cd-pipeline-with-open-source-sca-sast-and-dast-tools','amazon.com: Building end-to-end AWS DevSecOps CI/CD pipeline with open source SCA, SAST and DAST tools','','2021',0,'This comprehensive AWS guide demonstrates building a DevSecOps CI/CD pipeline inside AWS CodePipeline. Outlines integrating open-source security components—such as SonarQube (SAST), OWASP ZAP (DAST), and Bandit—into native cloud deployment workflows.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "AWS Implementations"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fault-injection-simulator','Chaos engineering on Amazon EKS using AWS Fault Injection Simulator','','2021',0,'A technical walkthrough demonstrating how to orchestrate chaos experiments on Amazon EKS using AWS Fault Injection Simulator (FIS). Highlights configuring managed cluster actions to trigger node terminations, API failures, and container termination within isolated namespaces.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Cloud Architecture"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md", "chaos-engineering.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/deploy-and-manage-gitlab-runners-on-amazon-ec2','Deploy and Manage Gitlab Runners on Amazon EC2','','2021',0,'This AWS DevOps guide outlines the deployment, scaling, and operational management of self-hosted GitLab Runners on Amazon EC2 instances. It covers autoscaling configurations via AWS Auto Scaling Groups and secure execution boundaries using AWS IAM instance profiles.','Shell','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Providers", "AWS", "GitLab Runner"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/introducing-amazon-codewhisperer-for-command-line','aws.amazon.com/blogs: Introducing Amazon CodeWhisperer for command line','','2023',0,'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.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/introducing-amazon-codewhisperer-for-command-line','aws.amazon.com/blogs: Introducing Amazon CodeWhisperer for command line','','2023',0,'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.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/jenkins-high-availability-and-disaster-recovery-on-aws','aws.amazon.com: Jenkins high availability and disaster recovery on AWS 🌟','','2021',0,'An AWS reference guide covering high-availability and disaster recovery setups for Jenkins using shared EFS and cross-region architectures. *Curator Insight*: AWS failover patterns. *Live Grounding*: Standard baseline architectural design for enterprise continuous delivery resilience.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Environments", "AWS Architectures"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/multi-branch-pipeline-management-and-infrastructure-deployment-using-aws-cdk-pipelines','aws.amazon.com: Multi-branch pipeline management and infrastructure deployment using AWS CDK Pipelines','','2021',0,'Advanced engineering tutorial detailing how to set up dynamic, multi-branch environments using AWS CDK Pipelines, enabling code-driven promotion of cloud architectures.','TypeScript','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "CDK Pipelines"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/multi-branch-pipeline-management-and-infrastructure-deployment-using-aws-cdk-pipelines','aws.amazon.com: Multi-branch pipeline management and infrastructure deployment using AWS CDK Pipelines','','2021',0,'Advanced engineering tutorial detailing how to set up dynamic, multi-branch environments using AWS CDK Pipelines, enabling code-driven promotion of cloud architectures.','TypeScript','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "CDK Pipelines"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-devops.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/new-self-paced-courses-to-improve-java-and-python-code-quality-with-amazon-codeguru','Introducing new self-paced courses to improve Java and Python code quality with Amazon CodeGuru','','2021',3,'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.','English','Training','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI Code Analysis", "Developer Enablement"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/setting-up-the-jenkins-plugin-for-aws-codedeploy','Setting Up the Jenkins Plugin for AWS CodeDeploy','','2021',0,'Step-by-step setup guide for configuring the AWS CodeDeploy Jenkins plugin, allowing legacy, on-prem Jenkins orchestrations to deploy code artifacts directly to AWS cloud groups.','Java','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "Jenkins Integration"]','["[GUIDE]", "[LEGACY]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/tag/continuous-deployment','Continuous Deployment with AWS','','2026',0,'Curated collection of continuous deployment strategies optimized for AWS runtimes. Explains canary releases, blue/green cluster migrations, and automated rollbacks on ECS and EKS.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS DevOps"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/setting-up-the-jenkins-plugin-for-aws-codedeploy','Setting Up the Jenkins Plugin for AWS CodeDeploy','','2021',0,'Step-by-step setup guide for configuring the AWS CodeDeploy Jenkins plugin, allowing legacy, on-prem Jenkins orchestrations to deploy code artifacts directly to AWS cloud groups.','Java','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "Jenkins Integration"]','["[GUIDE]", "[LEGACY]"]','[]','["aws-devops.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/tag/continuous-deployment','Continuous Deployment with AWS','','2026',0,'Curated collection of continuous deployment strategies optimized for AWS runtimes. Explains canary releases, blue/green cluster migrations, and automated rollbacks on ECS and EKS.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS DevOps"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/devops/using-jenkins-with-codeartifact','aws.amazon.com: Integrating Jenkins with AWS CodeArtifact to publish and consume Python artifacts','','2020',0,'Demonstrates how to authenticate Jenkins runner nodes securely with AWS CodeArtifact. Focuses on resolving and publishing Python artifact packages safely through automated build lifecycles.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevSecOps & Automation", "Jenkins-based CI-CD", "AWS & Jenkins"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/hpc/creating-a-digital-map-of-covid-19-virus-for-discovery-of-new-treatment-compounds','aws.amazon.com: Creating a digital map of COVID-19 virus for discovery of new treatment compounds','','2020',0,'Curator Insight captures the orchestration of highly parallelized, massive HPC grids on AWS to model viral interactions. Live Grounding confirms that AWS''s modern HPC offerings (ParallelCluster, Batch, and FSx for Lustre) remain pivotal for global health research, processing exabytes of genomic data in record time.','N/A','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "High Performance Computing", "Life Sciences"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/hpc/creating-a-digital-map-of-covid-19-virus-for-discovery-of-new-treatment-compounds','aws.amazon.com: Creating a digital map of COVID-19 virus for discovery of new treatment compounds','','2020',0,'Curator Insight captures the orchestration of highly parallelized, massive HPC grids on AWS to model viral interactions. Live Grounding confirms that AWS''s modern HPC offerings (ParallelCluster, Batch, and FSx for Lustre) remain pivotal for global health research, processing exabytes of genomic data in record time.','N/A','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "High Performance Computing", "Life Sciences"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/industries/accelerating-radiology-imaging-workflows-with-relevant-clinical-context-on-aws','aws.amazon.com: Accelerating radiology imaging workflows with relevant clinical context on AWS','','2023',4,'Focuses on accelerating radiology imaging workflows using serverless AWS services to contextualize clinical data. The architecture integrates Picture Archiving and Communication Systems (PACS) with Electronic Health Records (EHR) through serverless APIs and machine learning processing, delivering contextualized, real-time insights to radiologists. This reduces latency in diagnostics while maintaining compliance with HIPAA standards.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "Healthcare Tech", "Medical Imaging Platforms"]','["[ENTERPRISE-STABLE]"]','[]','["customer.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/industries/astrazenecas-drug-design-program-built-using-aws-wins-innovation-award','aws.amazon.com: AstraZeneca’s Drug Design Program Built using AWS wins Innovation Award','','2022',5,'Analyzes AstraZeneca''s cloud-native molecular drug design framework, which earned an AWS Innovation Award. The architecture leverages AWS high-performance computing (HPC) and serverless batch processing to run massive, parallel virtual screenings and machine learning models. This scalable platform drastically reduces the time needed to evaluate candidate compounds, showcasing cloud infrastructure as a force multiplier in pharmaceutical research.','English','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "Bioinformatics", "High-Performance Computing"]','["[CASE STUDY]", "[DE FACTO STANDARD]"]','[]','["customer.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/industries/automating-and-scaling-chaos-engineering-using-aws-fault-injection-simulator','aws.amazon.com: Automating and Scaling Chaos Engineering using AWS Fault Injection Simulator','','2021',0,'Details structural blueprints for scaling and automating chaos engineering across multiple accounts using AWS FIS. Illustrates how to integrate fault tests with CI/CD systems and automated event alarms to prevent unintended outages.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Cloud Architecture"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}');
@@ -835,13 +835,13 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/machine-learning/op
ThislandmarkAWSannouncementmarksthegeneralavailabilityofOpenAI''sfrontiermodels(GPT-5.5andGPT-5.4)andCodexdirectlywithinAmazonBedrock''ssecureenterpriseenvironment.Organizationscannowdeploythesestate-of-the-artLLMsandagenticcodingmodelsutilizingBedrock''sserverlesspay-per-tokenpricing,robustVPCdataisolation,andintegratedgovernancetools.ThissignificantlybridgesthegapbetweenAWS''smanagedinfrastructureandOpenAI''sleading-edgeintelligence.','English','Announcement','Intermediate',0,'online','automatic','7a8a98ae544a2e32eb710ebfbd446b0237ad4fd5ca0ccac47efe59785f1e712a',NULL,1780401702,0,'2026-06-02T14:01:42.549054+02:00',NULL,NULL,NULL,'["Amazon Web Services","Amazon Bedrock","Generative AI Integration"]','["DE FACTO STANDARD","ENTERPRISE-STABLE"]','[]','[]','{}','{"category":"aws-newfeatures","impact_score":96,"reputation_status":"Vetted","reputation_summary":"Official AWS Blog announcement. One of the highest-impact enterprise news cycles of 2026, marking a monumental shift in the availability of OpenAI models on major public cloud serverless platforms.","social_preview_url":"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2026/06/01/21096.png","source_provenance":"X.com (awscloud)","suggested_new_category":""}');
INSERTINTO"resources"VALUES('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','aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD','','2022',4,'An advanced infrastructure-as-code deployment blueprint for multi-environment (Dev, Stage, Prod) MLOps promotion. Orchestrates SageMaker Model Registry with HashiCorp Terraform, GitHub Actions, and Jenkins, demonstrating an enterprise-grade, highly-secured CI/CD model delivery loop.','HCL','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS", "SageMaker"]','["[ENTERPRISE-STABLE]"]','[]','["mlops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mobile/how-to-enforce-user-quota-on-aws-appsync-with-lambda-authorizer','How to enforce user quota on AWS AppSync with Lambda Authorizer','','2022',0,'Demonstrates how to design custom Lambda Authorizers for AWS AppSync (GraphQL) to implement rate-limiting, user tier quotas, and tenant-based isolation. Reduces compute strain by verifying credentials and quotas at the API edge.','JavaScript','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Management", "GraphQL & AppSync", "Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt','AWS Management Tools Blog','','2026',0,'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.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt','AWS Management Tools Blog','','2026',0,'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.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt/amazon-managed-service-for-grafana-amg-preview-updated-with-new-capabilities','Amazon Managed Service for Grafana (AMG) preview updated with new capabilities','','2021',4,'Outlines preview enhancements to AMG, incorporating support for Grafana Enterprise upgrades, security posture controls, and direct data source connectivity (Prometheus, CloudWatch, OpenSearch). This update automates visualization scaling and secures connection configurations. It forms a central visualization plane across AWS-managed monitoring services.','English','Service Feature','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Grafana", "Managed Visualization"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt/automate-preapproved-operations-with-aws-service-catalog-service-actions','Automate preapproved operations with AWS Service Catalog service actions','','2021',4,'Enables cloud administrators to associate AWS Systems Manager (SSM) documents with cataloged products, allowing end-users to perform pre-approved operational tasks (like rebooting or scaling). This decouples routine operations from root-access privileges, enforcing zero-trust boundaries. It drastically reduces IT ticketing overhead through self-service infrastructure operations.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Governance", "Service Catalog", "Operations Automation"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt/automated-scaling-of-applications-running-on-eks-using-custom-metric-collected-by-amazon-prometheus-using-prometheus-adapter','aws.amazon.com: Using Prometheus Adapter to autoscale applications running on Amazon EKS','','2021',0,'Demonstrates how to configure the Prometheus Adapter to expose custom application metrics to the Kubernetes Horizontal Pod Autoscaler (HPA). The article outlines ingestion pipelines from Amazon Managed Service for Prometheus to enable dynamic workload scaling.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Auto-scaling", "Prometheus"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-cloudwatch-part-2','Extending and exploring alarm history in Amazon CloudWatch – part 2','','2021',0,'Investigates strategies to maintain and analyze deep historical records of CloudWatch alarm states over multi-year thresholds using Kinesis Firehose, S3 object storage targets, and Athena SQL queries.','SQL','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "CloudWatch", "Alerting Systems"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices','How BT uses Amazon CloudWatch to monitor millions of devices','','2021',0,'Deep-dives into an enterprise architecture deployed by BT utilizing Amazon CloudWatch to ingest, structure, and analyze telemetry streams originating from millions of physical client network units globally.','N/A','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Case Studies", "Enterprise Scale"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt/how-to-use-aws-config-and-cloudtrail-to-find-who-made-changes-to-a-resource','How to use AWS Config and CloudTrail to find who made changes to a resource','','2022',0,'Demonstrates how to correlate events from AWS Config history with CloudTrail api audit logs. Provides an audit mechanism to pinpoint precise user identities, timestamps, and parameters related to unauthorized resource alterations.','N/A','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Cloud Governance", "Compliance & Audit"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-cloudwatch-part-2','Extending and exploring alarm history in Amazon CloudWatch – part 2','','2021',0,'Investigates strategies to maintain and analyze deep historical records of CloudWatch alarm states over multi-year thresholds using Kinesis Firehose, S3 object storage targets, and Athena SQL queries.','SQL','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "CloudWatch", "Alerting Systems"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices','How BT uses Amazon CloudWatch to monitor millions of devices','','2021',0,'Deep-dives into an enterprise architecture deployed by BT utilizing Amazon CloudWatch to ingest, structure, and analyze telemetry streams originating from millions of physical client network units globally.','N/A','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Case Studies", "Enterprise Scale"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt/how-to-use-aws-config-and-cloudtrail-to-find-who-made-changes-to-a-resource','How to use AWS Config and CloudTrail to find who made changes to a resource','','2022',0,'Demonstrates how to correlate events from AWS Config history with CloudTrail api audit logs. Provides an audit mechanism to pinpoint precise user identities, timestamps, and parameters related to unauthorized resource alterations.','N/A','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Cloud Governance", "Compliance & Audit"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt/migrate-aws-landing-zone-solution-to-aws-control-tower','Migrate AWS Landing Zone solution to AWS Control Tower','','2021',4,'A technical walkthrough explaining the migration path from legacy, custom-built AWS Landing Zone (ALZ) frameworks to fully managed Control Tower landing zones. It details account enrollment, baseline consolidation, and continuous policy management translations. This migration ensures long-term supportability, lower engineering maintenance, and structured governance.','English','Migration Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Governance", "Landing Zones", "Control Tower"]','["[ENTERPRISE-STABLE]", "[GUIDE]", "[LEGACY]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt/multi-account-aws-trusted-advisor-summaries-now-available-aws-systems-manager-explorer','Multi-account AWS Trusted Advisor summaries now available in AWS Systems Manager Explorer','','2021',0,'This technical integration consolidates multi-account AWS Trusted Advisor recommendations directly within AWS Systems Manager Explorer. This consolidation provides architects with a single-pane-of-glass dashboard for monitoring cost optimization, security, fault tolerance, and operational efficiency across entire AWS Organizations. Architecturally, it streamlines administrative overhead and improves governance visibility at scale.','N/A','Documentation','Intermediate',0,'online','manual','ed82966b09b4de2b38dc8548af2ef70f6c034a80410be07d75824f823bc95aab',100.0,1779031440,1,'2026-05-17T17:24:00.094399+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Operations & Governance", "AWS Systems Manager"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/mt/share-your-amazon-cloudwatch-dashboards-with-anyone-using-aws-single-sign-on','aws.amazon.com: Share your Amazon CloudWatch Dashboards with anyone using AWS Single Sign-On','','2021',3,'Enables engineers to share CloudWatch dashboards with stakeholders outside the AWS Console using IAM Identity Center (formerly AWS SSO). This decouples operations visualization from root access management, offering a secure path to operational metrics. It ensures fine-grained dashboard sharing across federated organizational entities.','English','Service Feature','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "CloudWatch", "Access Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
@@ -861,7 +861,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/opensource/keeping-
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/opensource/kubernetes-ingress-aws-alb-ingress-controller','aws.amazon.com: Kubernetes Ingress with AWS ALB Ingress Controller','','2021',0,'Covers the deployment and usage architecture of the AWS Application Load Balancer (ALB) Ingress Controller. It shows how the controller interprets Kubernetes Ingress resources to provision physical AWS ALB layers, routing external HTTP traffic directly to backend pods.','YAML','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Ingress Controllers"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/opensource/managing-secrets-deployment-in-kubernetes-using-sealed-secrets','aws.amazon.com: Managing secrets deployment in Kubernetes using Sealed Secrets 🌟','','2021',0,'An AWS technical publication details managing secret deployments via Bitnami Sealed Secrets. Leverages cluster-side controller decryption of `SealedSecret` custom resources, allowing teams to confidently push encrypted assets directly to open Git repositories without risking credential exposure.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Bitnami Sealed Secrets"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/opensource/openshift-4-on-aws-quick-start','OpenShift 4 on AWS Quick Starts 🌟','','2020',0,'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.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Public Cloud", "AWS Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts','Querying AWS at scale across APIs, Regions, and accounts','','2022',0,'Enterprise guide mapping performance configurations designed to query massive multi-account, multi-region AWS environments. Analyzes API latency limitations, concurrency protocols, and security audits utilizing SQL query abstractions.','Go','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Asset Management & Governance", "Cloud Analytics"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "cloud-asset-inventory.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts','Querying AWS at scale across APIs, Regions, and accounts','','2022',0,'Enterprise guide mapping performance configurations designed to query massive multi-account, multi-region AWS environments. Analyzes API latency limitations, concurrency protocols, and security audits utilizing SQL query abstractions.','Go','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Asset Management & Governance", "Cloud Analytics"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "cloud-asset-inventory.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/opensource/realize-policy-as-code-with-aws-cloud-development-kit-through-open-policy-agent','Realize Policy-as-Code with AWS Cloud Development Kit through Open Policy Agent 🌟','','2022',0,'A detailed walk-through demonstrating Policy-as-Code setups within AWS CDK deployment models using Open Policy Agent (OPA). Teaches engineers how to compile cloud infrastructure representations and parse them against Rego policies to catch insecure setups before resource creation.','TypeScript/Rego','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevSecOps", "Policy as Code", "Open Policy Agent"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/opensource/stepping-up-for-a-truly-open-source-elasticsearch','amazon.com: Stepping up for a truly open source Elasticsearch','','2021',0,'AWS''s official announcement and rationale behind driving a community-led fork of Elasticsearch and Kibana. Outlines commitment to preserving open-source software licenses and maintaining Apache 2.0-compliant versions for enterprise developers.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Log Management", "Industry Shifts"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/opensource/why-jenkins-still-continuously-serves-developers','aws.amazon.com/blogs: Why Jenkins still continuously serves developers 🌟','','2020',0,'An AWS technical analysis detailing why Jenkins remains a widely used CI/CD platform. It highlights its plugin ecosystem, massive deployment base, and adaptability within highly customized cloud-native environments.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Industry Standards"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
@@ -898,11 +898,11 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/storage/manage-amaz
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/storage/monitor-amazon-s3-activity-using-s3-server-access-logs-and-pandas-in-python','Monitor Amazon S3 activity using S3 server access logs and Pandas in Python','','2021',0,'Explores the implementation of data-driven security audits and monitoring on Amazon S3. Leveraging Python''s Pandas library, the post walks through parsing raw S3 server access logs to construct structured dataframes. This allows engineers to query access patterns, detect anomalous behaviors, and automate compliance audits with high precision without provisioning complex database engines.','Python','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage", "AWS S3", "Analytics"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/storage/mount-amazon-efs-file-systems-cross-account-from-amazon-eks','aws.amazon.com: Mount Amazon EFS file systems cross-account from Amazon EKS, and utilize AWS Organizations more effectively','','2021',0,'A guide to mounting Amazon Elastic File System (EFS) across separate AWS accounts using AWS Organizations and EKS. Outlines IAM policy delegation and EFS CSI driver setup to enable persistent shared storage across multi-tenant environments.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage", "Amazon EFS"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/blogs/storage/persistent-storage-for-kubernetes','aws.amazon.com: Persistent storage for Kubernetes','','2021',0,'A comprehensive architectural assessment of persistent storage paradigms in AWS-hosted Kubernetes. Contrasts EBS, EFS, and FSx for Lustre, outlining optimal use cases, performance characteristics, and mounting protocols across containerized applications.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Storage", "Persistent Volumes"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/cdk','CDK','','2026',0,'Curator Insight highlights the AWS Cloud Development Kit (CDK) for defining cloud infrastructure using familiar programming languages. Live Grounding confirms AWS CDK v2 is the undisputed standard for modern AWS programmatic provisioning, drastically reducing CloudFormation boilerplate via high-level, reusable constructs.','TypeScript','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS CDK", "Core Platform"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/certification/certification-prep/testing','Schedule an Exam','','2023',0,'Official AWS portal dedicated to scheduling cloud certification exams via Pearson VUE. Provides essential administrative details, policy guidelines, accommodations request forms, and localized testing options.','English','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Administration"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/cli','Amazon CLI Documentation','','2026',0,'The main landing and installation documentation portal for the AWS Command Line Interface. It acts as the definitive source for setting up the CLI across macOS, Linux, and Windows environments. Essential for establishing standard terminal configurations and programmatic environment variables across both developer workstations and CI/CD agents.','N/A','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/cdk','CDK','','2026',0,'Curator Insight highlights the AWS Cloud Development Kit (CDK) for defining cloud infrastructure using familiar programming languages. Live Grounding confirms AWS CDK v2 is the undisputed standard for modern AWS programmatic provisioning, drastically reducing CloudFormation boilerplate via high-level, reusable constructs.','TypeScript','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS CDK", "Core Platform"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/certification/certification-prep/testing','Schedule an Exam','','2023',0,'Official AWS portal dedicated to scheduling cloud certification exams via Pearson VUE. Provides essential administrative details, policy guidelines, accommodations request forms, and localized testing options.','English','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Administration"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/cli','Amazon CLI Documentation','','2026',0,'The main landing and installation documentation portal for the AWS Command Line Interface. It acts as the definitive source for setting up the CLI across macOS, Linux, and Windows environments. Essential for establishing standard terminal configurations and programmatic environment variables across both developer workstations and CI/CD agents.','N/A','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/cloud-adoption-framework','AWS Cloud Adoption Framework (AWS CAF)','','2026',0,'The AWS Cloud Adoption Framework (AWS CAF) defines a structured architectural approach to enterprise cloud migration. Evaluates six primary organizational perspectives to securely de-risk large-scale cloud transformations.','English','Documentation','Advanced',0,'online','manual','91cf5a1db1ab2d0b67528ecbe38fc8a3a5e00d5aa2311358212017dcd995a2c3',100.0,1779130494,1,'2026-05-18T20:54:54.967017+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Enterprise Migration", "Frameworks"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/cloudcontrolapi','AWS Cloud Control API','','2021',0,'Detailed programmatic standard for the Cloud Control API. Unifies CRUDL interactions across hundreds of AWS resource classes and third-party integration schemas, facilitating custom provisioning engine designs.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Infrastructure APIs"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/cloudcontrolapi','AWS Cloud Control API','','2021',0,'Detailed programmatic standard for the Cloud Control API. Unifies CRUDL interactions across hundreds of AWS resource classes and third-party integration schemas, facilitating custom provisioning engine designs.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Infrastructure APIs"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
@@ -913,16 +913,16 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/controltower','aws.amazon
INSERTINTO"resources"VALUES('https://aws.amazon.com/corretto','Amazon Corretto','','2020',0,'Amazon Corretto is a no-cost, multiplatform, production-ready distribution of OpenJDK backed by Amazon AWS. It includes performance optimizations and security patches used internally at Amazon, making it a reliable standard for enterprise Java APIs.','Java','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "JDK Distribution"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/datapipeline','AWS Data Pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b9fae1d0be9296b6fc7d2340f9ab54f90a9525d2133fa56706439edcc2b3272b',100.0,1779034568,0,'2026-05-17T18:16:08.917172+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/glue"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/de/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus','aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus','','2022',0,'Discusses Prometheus instrumentation and query dashboards tailored specifically for evaluating EKS API server health. Analyzes performance bottlenecks, webhook latency, request queues, and resource utilization to maintain high availability.','PromQL','Article','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Observability"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/de/blogs/mt/strategies-for-consolidating-aws-environments','Strategies for consolidating AWS environments','','2023',0,'Details architectural strategies for consolidating multi-account AWS environments. Explores AWS Organizations setups, control tower governance, and billing unification across enterprise structures.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Cloud Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/de/blogs/mt/strategies-for-consolidating-aws-environments','Strategies for consolidating AWS environments','','2023',0,'Details architectural strategies for consolidating multi-account AWS environments. Explores AWS Organizations setups, control tower governance, and billing unification across enterprise structures.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Cloud Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/de/blogs/networking-and-content-delivery/authorizationedge-using-cookies-protect-your-amazon-cloudfront-content-from-being-downloaded-by-unauthenticated-users','aws.amazon.com: Authorization@Edge using cookies: Protect your Amazon CloudFront content from being downloaded by unauthenticated users','','2021',0,'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.','English','blog','advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "CDN", "Edge Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/de/blogs/storage/simplifying-amazon-ebs-volume-migration-and-modification-using-the-ebs-csi-driver','Simplifying Amazon EBS volume migration and modification on Kubernetes using the EBS CSI Driver','','2023',0,'Outlines techniques for non-disruptively scaling, upgrading, and migrating stateful persistent volumes using the advanced AWS Elastic Block Store (EBS) CSI Driver. Focuses on hot-modifying volume sizes, IOPS parameters, and throughput.','N/A','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Storage", "EBS Migration"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/device-farm','AWS Device Farm: Improve the quality of your web and mobile applications by testing across desktop browsers and real mobile devices hosted in the AWS Cloud','','2025',4,'Product brief of AWS Device Farm, an automated application testing service hosting real physical mobile devices and desktop browser stacks for continuous cross-platform validation.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Mobile Testing"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/devops','AWS DevOps 🌟','','2026',0,'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.','N/A','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Ecosystem", "Cloud Services"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md", "aws-devops.md", "devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/devops/-guru',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.999056+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-devops.md"]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/dms/?audit=2019q1','Whitepaper: Migrating Your Databases to AWS','','2019',4,'Curator Insight offers a comprehensive methodology and step-by-step guidance for planning and executing database migrations to AWS. Live Grounding reviews key architectural patterns, conversion tools (AWS SCT), and common anti-patterns. Crucial reading for enterprise modernization and cloud adoption planning.','English','Whitepaper','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Whitepapers"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/dms/?audit=2019q1','Whitepaper: Migrating Your Databases to AWS','','2019',4,'Curator Insight offers a comprehensive methodology and step-by-step guidance for planning and executing database migrations to AWS. Live Grounding reviews key architectural patterns, conversion tools (AWS SCT), and common anti-patterns. Crucial reading for enterprise modernization and cloud adoption planning.','English','Whitepaper','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Whitepapers"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','["aws-databases.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/dms/learn-more','Whitepaper: Migrating Your Databases to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7ac4db73285b65f1f821b683233f8d3e1481d806d3a0bd3f07e610f53ff05139',100.0,1779031576,0,'2026-05-17T17:26:16.496623+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/dms/?audit=2019q1"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/documentation/elastic-beanstalk','AWS Elastic Beanstalk Documentation','','2011',0,'Official reference architecture and deployment guide for AWS Elastic Beanstalk. Simplifies cloud application lifecycle management by handling capacity provisioning, balancing, scaling, and platform patching.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2011-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "PaaS Platform"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/documentation/elastic-beanstalk','AWS Elastic Beanstalk Documentation','','2011',0,'Official reference architecture and deployment guide for AWS Elastic Beanstalk. Simplifies cloud application lifecycle management by handling capacity provisioning, balancing, scaling, and platform patching.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2011-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "PaaS Platform"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/about-aws/whats-new/2015/12/aws-cloudformation-adds-support-for-aws-waf-and-aws-directory-service-for-microsoft-active-directory','AWS CloudFormation Adds Support for AWS WAF and AWS Directory Service for Microsoft Active Directory','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36',100.0,1779032159,0,'2026-05-17T17:35:59.312217+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-aws-cloud-quick-start-reference-deployment','Docker Datacenter on the AWS Cloud: Quick Start Reference Deployment','','2016',0,'Quick Start guide detailing the automated orchestration of Docker Datacenter (now Mirantis Kubernetes Engine) on AWS. It serves as an architectural design reference from the pre-Kubernetes dominance era, describing multi-zone registry configurations, control planes, and Swarm-based container engines.','N/A','Reference','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Legacy Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-aws-cloud-quick-start-reference-deployment','Docker Datacenter on the AWS Cloud: Quick Start Reference Deployment','','2016',0,'Quick Start guide detailing the automated orchestration of Docker Datacenter (now Mirantis Kubernetes Engine) on AWS. It serves as an architectural design reference from the pre-Kubernetes dominance era, describing multi-zone registry configurations, control planes, and Swarm-based container engines.','N/A','Reference','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Legacy Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data-in-a-nosql-database-with-aws-mobile-hub','Easily model your app data in a NoSQL database with AWS Mobile Hub','','N/A',0,'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]','Spanish','Release Announcement','Beginner',0,'online','manual','21f8bb9eda217128301104a7159790fc2f1b33f4d8dc498fb4b1a9c34391a72e',100.0,1779031618,1,'2026-05-17T17:26:58.520511+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Mobile Development", "Legacy Releases"]','["[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/07/aws-schema-conversion-tool-now-supports-conversions-from-oracle-dw-and-teradata-to-amazon-redshift-embedded-code-conversion-and-cloud-native-code-optimization','AWS Schema Conversion Tool now supports conversions from Oracle DW and Teradata to Amazon Redshift, Embedded Code Conversion, and Cloud native Code Optimization','','N/A',0,'Curator Insight announces legacy enhancements to AWS SCT, focusing on target conversions to Amazon Redshift. Live Grounding confirms this enabled automation for migrating complex on-premises data warehouses like Teradata and Oracle DW to modern cloud analytics warehouses. [SPANISH CONTENT]','Spanish','Release Announcement','Advanced',0,'online','manual','ab8d47918e42fe8451e7eb56d8d4786364927e216ff5abba72f85dd1b6ed0eca',100.0,1779032217,1,'2026-05-17T17:36:57.232132+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Legacy Releases"]','["[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/08/amazon-inspector-announces-general-availability-for-windows','Amazon Inspector Announces General Availability for Windows','','2016',0,'Historical announcement outlining Amazon Inspector''s release of vulnerability assessment scanning support on Windows Server instances. While foundational, modern operators should reference later Amazon Inspector v2 capabilities for unified container and EC2 scanning.','Spanish','Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Vulnerability Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/08/backup-and-archive-to-aws-storage-gateway-vtl-with-veeam-backup-and-replication-v9','Backup and archive to AWS Storage Gateway VTL with Veeam Backup & Replication v9','','2016',3,'An AWS announcement detailing integration between Veeam Backup & Replication and the virtual tape library (VTL) functionality of AWS Storage Gateway. Live Grounding highlights how this hybrid solution continues to serve traditional enterprises transitioning to the cloud while maintaining legacy archiving requirements.','English','Release Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "AWS Storage", "Veeam Integration"]','["[LEGACY]"]','[]','["aws-backup.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available','aws.amazon.com: First AWS Certification Study Guide Now Available','','2016',0,'Historical announcement of the first official AWS Certified Solutions Architect - Associate Study Guide. While highly informative on classical concepts, modern practitioners must supplement it with current AWS documentation to address the evolved features of modern cloud services.','English','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available','aws.amazon.com: First AWS Certification Study Guide Now Available','','2016',0,'Historical announcement of the first official AWS Certified Solutions Architect - Associate Study Guide. While highly informative on classical concepts, modern practitioners must supplement it with current AWS documentation to address the evolved features of modern cloud services.','English','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws','EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36',100.0,1779034223,0,'2026-05-17T18:10:23.882681+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/blogs/apn/aws-networking-for-developers','AWS Networking for Developers','','2020',0,'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.','English','blog','beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Networking Concepts"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/blogs/apn/oracle-database-encryption-options-on-amazon-rds','Oracle Database Encryption Options on Amazon RDS','','2018',0,'A technical architectural blog guiding engineers through configuring database security on Amazon RDS. It focuses on integrating Oracle Transparent Data Encryption (TDE) with AWS KMS, ensuring low-latency column and tablespace encryption-at-rest with robust enterprise key separation.','Spanish','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Database Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/blogs/architecture/connect-amazon-s3-file-gateway-using-aws-privatelink-for-amazon-s3','Connect Amazon S3 File Gateway using AWS PrivateLink for Amazon S3','','2022',0,'A security-focused guide detailing how to mount and connect AWS S3 File Gateways securely using AWS PrivateLink endpoints. Eliminates exposure to the public internet by keeping all backup transactions fully routed within local corporate VPC networks.','English','Architecture Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "AWS S3", "Private Connectivity"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-storage.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/blogs/aws-spanish/aws-network-firewall-nuevo-servicio-gestionado-de-firewall-para-vpc','AWS Network Firewall – Nuevo Servicio Gestionado de Firewall para VPC','','2021',4,'Un análisis en español sobre AWS Network Firewall, detallando cómo este servicio gestionado de seguridad perimetral proporciona inspección de paquetes activa, prevención de intrusiones (IPS) y filtrado de URL. Arquitectónicamente, se integra con Transit Gateway para asegurar de manera centralizada el tráfico de entrada y salida a nivel de VPC corporativo.','Spanish','Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Network Security"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion','aws.amazon.com: Exámenes prácticos gratuitos y 100% en español para que obtenga su certificación','','2023',0,'Spanish-language portal by AWS detailing official, free practice certification exams. Designed to help Spanish-speaking engineers evaluate their readiness for Cloud Practitioner and Solutions Architect exams while familiarizing themselves with localized technical vocabulary.','Spanish','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion','aws.amazon.com: Exámenes prácticos gratuitos y 100% en español para que obtenga su certificación','','2023',0,'Spanish-language portal by AWS detailing official, free practice certification exams. Designed to help Spanish-speaking engineers evaluate their readiness for Cloud Practitioner and Solutions Architect exams while familiarizing themselves with localized technical vocabulary.','Spanish','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/blogs/aws/amazon-elasticsearch-service-is-now-amazon-opensearch-service-and-supports-opensearch-10','aws.amazon.com: Amazon Elasticsearch Service Is Now Amazon OpenSearch Service'' and Supports OpenSearch 1.0','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','50e89257bccff5ad33443b08ee3e69bfa8293c698504c504d6d500db995f2130',100.0,1779032977,0,'2026-05-17T17:49:37.326799+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws/announcing-amazon-opensearch-service-which-supports-opensearch-10"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available','Amazon RDS Proxy – Now Generally Available','','N/A',0,'Curator Insight presents Amazon RDS Proxy as a managed solution to handle high database connection concurrency. Live Grounding validates that RDS Proxy multiplexes connections, bypassing the performance degradation caused by high serverless (AWS Lambda) spin-up events. A critical integration pattern for cloud-native microservices. [SPANISH CONTENT]','Spanish','Blog Post','Intermediate',1,'online','manual','bf0c24c2f82da9fadb5e86e0950ef96791ae86c854470897dd544b3ae9b0dbca',100.0,1779030597,1,'2026-05-17T17:09:57.459597+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Serverless Architecture"]','["[DE FACTO STANDARD]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction','aws.amazon.com: Amazon S3 Glacier Price Reduction','','2021',4,'Analyses structural price reductions on S3 Glacier archiving solutions. Evaluates its architectural impact for enterprises storing high-volume data lakes and maintaining long-term historical compliance logs.','English','Technical Article','Intermediate',0,'online','manual','de838d4e4d6256050d8712e060ec0a29730e57d09ef9418b67a61096d1f9ea9a',100.0,1779031720,1,'2026-05-17T17:28:40.165704+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Storage Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
@@ -964,13 +964,13 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/mt/bring-your-ow
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/blogs/security/automatically-block-suspicious-traffic-with-aws-network-firewall-and-amazon-guardduty','Automatically block suspicious traffic with AWS Network Firewall and Amazon GuardDuty','','2021',0,'An active threat-mitigation architectural pattern integrating AWS Network Firewall and Amazon GuardDuty. By leveraging AWS Lambda to parse GuardDuty threat alerts, the architecture dynamically injects stateful IP blocking rules into the Network Firewall, creating an automated self-healing network security perimeter.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Network Security", "Threat Mitigation"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/blogs/security/new-iamctl-tool-compares-multiple-iam-roles-and-policies','New IAMCTL tool compares multiple IAM roles and policies','','2023',0,'Introduces iamctl, a command-line tool designed to query, compare, and diff multi-account AWS IAM role schemas and security profiles. This utility prevents configuration drift and minimizes human error in pipeline-driven IAM updates.','English/Spanish','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/codepipeline/product-integrations','AWS Partner Network - CodePipeline Integrations','','2026',0,'Technical integration matrix detailing partner-supported build, testing, and security scanning extensions available for AWS CodePipeline deployment pipelines.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS CodePipeline"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/documentation/ecr','Amazon EC2 Container Registry Documentation','','2024',0,'Official engineering reference for Amazon ECR, a fully managed OCI-compliant container registry. It covers critical security integrations, image scanning capabilities, cross-region replication configurations, and direct integration with Amazon ECS/EKS to facilitate safe, high-speed container pull actions.','N/A','Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Registries"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/codepipeline/product-integrations','AWS Partner Network - CodePipeline Integrations','','2026',0,'Technical integration matrix detailing partner-supported build, testing, and security scanning extensions available for AWS CodePipeline deployment pipelines.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS CodePipeline"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/documentation/ecr','Amazon EC2 Container Registry Documentation','','2024',0,'Official engineering reference for Amazon ECR, a fully managed OCI-compliant container registry. It covers critical security integrations, image scanning capabilities, cross-region replication configurations, and direct integration with Amazon ECS/EKS to facilitate safe, high-speed container pull actions.','N/A','Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Registries"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/eks/pricing','AWS Kubernetes pricing','','2026',0,'The official pricing directory for AWS Elastic Kubernetes Service (EKS). Outlines hourly control-plane overhead fees alongside integration costs for EC2 worker nodes, AWS Fargate, and localized Outposts. Live grounding establishes EKS pricing as the foundational metric for container hosting calculations.','Spanish','Reference/Pricing','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Managed Kubernetes", "AWS EKS Costs"]','["[COMMUNITY-TOOL]"]','[]','["public-cloud-solutions.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/local/spain','AWS en España','','2023',0,'The landing portal for AWS''s infrastructure operations in Spain, outlining local low-latency clusters, geographical redundancy options, and sovereign data residency frameworks for European enterprise workloads.','None','Reference','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Regional Infrastructure", "Spain"]','["[COMMUNITY-TOOL]"]','[]','["aws-spain.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/premiumsupport/knowledge-center/troubleshoot-service-quotas-cli-commands','How can I troubleshoot errors using the AWS CLI to manage my service quota requests?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f521091844b95e4b498fcddac441a8a8acc3301cd1a71087193764f3e2cfbbea',100.0,1779034173,0,'2026-05-17T18:09:33.668686+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://repost.aws/es/knowledge-center/troubleshoot-service-quotas-cli-commands"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/training/ramp-up-guides','AWS Ramp-Up Guides','','2026',0,'Curated, structured training roadmaps provided by AWS experts to build capability across role-based boundaries (Architect, Developer, DevOps). These paths organize disparate services into digestible, progressive educational units.','N/A','Documentation','Beginner',0,'online','manual','08c9e28d5bdf2e68d3dd77b5c5264a2b489cd8c63862d95a915dac73bfce2229',100.0,1779033750,1,'2026-05-17T18:02:30.768372+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/vmware','VMware Cloud on AWS','','2017',0,'Official architectural landing page for VMware Cloud on AWS. Outlines SDDC framework deployments on bare-metal infrastructure, enabling disaster recovery, capacity bursting, and seamless VM migrations.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Hybrid Cloud"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/es/vmware','VMware Cloud on AWS','','2017',0,'Official architectural landing page for VMware Cloud on AWS. Outlines SDDC framework deployments on bare-metal infrastructure, enabling disaster recovery, capacity bursting, and seamless VM migrations.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Hybrid Cloud"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/events','RESOURCE HUB: Eventos y webinars de AWS','','2025',0,'The main catalog of upcoming and archived AWS training webinars, events, and bootcamps, detailing multi-region strategy patterns, cloud migration best practices, and serverless architectures.','None','Resource Catalog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Education", "Resources"]','["[LEGACY]"]','[]','["aws-spain.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/events/reinvent/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=GSMT%20Only&linkId=950284531','AWS re:Invent Event Portal','The primary learning and announcements portal for Amazon Web Services re:Invent conference.','2026',4,'The primary information repository and registration hub for AWS''s flagship learning event.
INSERTINTO"resources"VALUES('https://aws.amazon.com/getting-started/tutorials/create-mysql-db','AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','721b62b045492c126d7de94e7f61fd1db854bd23c7767798fbcb580df8c76531',100.0,1779031146,0,'2026-05-17T17:19:06.829590+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/glue','AWS Data Pipeline','','2025',5,'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.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ETL"]','["[DE FACTO STANDARD]"]','[]','["aws-data.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/grafana','Amazon Managed Service for Grafana','','2024',0,'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.','N/A','Cloud Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Managed Services", "Grafana"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/iot','aws.amazon.com/en/iot','','2015',0,'Technical documentation for AWS IoT Core, a high-throughput managed broker designed to securely route and map billions of device telemetry streams into cloud databases and analysis applications.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge & IoT", "AWS", "IoT Platforms"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/glue','AWS Data Pipeline','','2025',5,'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.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ETL"]','["[DE FACTO STANDARD]"]','[]','["aws-data.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/grafana','Amazon Managed Service for Grafana','','2024',0,'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.','N/A','Cloud Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Managed Services", "Grafana"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/iot','aws.amazon.com/en/iot','','2015',0,'Technical documentation for AWS IoT Core, a high-throughput managed broker designed to securely route and map billions of device telemetry streams into cloud databases and analysis applications.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge & IoT", "AWS", "IoT Platforms"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/isv/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trk=2b5d5ac0-d7ce-421b-87ac-beedc1d30a35&linkId=953889966','AWS Software and Technology Business Scaling Solutions','The primary landing page for Independent Software Vendors (ISVs) looking to scale, optimize, and market multi-tenant SaaS products utilizing the AWS partner network.','2025',4,'### Curator Insight
ThisAWSportalservesastheprimarygatewayforIndependentSoftwareVendors(ISVs)lookingtoarchitect,deploy,andscaleSaaSproductsonAWS.Itprovidesblueprintsforintegratingmulti-tenantdatabases,achievingthe''Ruleof40''throughcloudgrowth,andaligningwiththeAWSGlobalPassportprogramforglobalexpansion.Softwarearchitectsandproductleaderscanleveragethishubforprovenbusinessandtechnicalgrowthframeworks.','English','DocumentationPortal','Intermediate',0,'online','automatic','5a4a19c413e621ee4426eb9e8e9b68f9267b94964c81001d3c4aba87077d3615',NULL,1780401702,0,'2026-06-02T14:01:42.548994+02:00',NULL,NULL,NULL,'["Amazon Web Services","SaaS Architecture","ISV Scaling"]','["ENTERPRISE-STABLE"]','[]','[]','{}','{"category":"aws-architecture","impact_score":80,"reputation_status":"Vetted","reputation_summary":"Official AWS portal. Holds direct corporate backing and is verified as the central authoritative resource for scaling SaaS and software businesses on AWS infrastructure.","social_preview_url":"","source_provenance":"X.com (awscloud)","suggested_new_category":""}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/lightsail','AWS LightSail','','2026',0,'Curator Insight presents AWS Lightsail as a simplified, cost-predictable virtual private server (VPS) alternative to raw EC2. Live Grounding confirms Lightsail is widely used in 2026 for small-scale projects, staging environments, and rapid WP deployments, offering pre-configured blueprints and straightforward billing.','N/A','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Virtual Private Servers", "AWS Lightsail"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/lightsail','AWS LightSail','','2026',0,'Curator Insight presents AWS Lightsail as a simplified, cost-predictable virtual private server (VPS) alternative to raw EC2. Live Grounding confirms Lightsail is widely used in 2026 for small-scale projects, staging environments, and rapid WP deployments, offering pre-configured blueprints and straightforward billing.','N/A','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Virtual Private Servers", "AWS Lightsail"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/marketplace','AWS Marketplace','','2026',0,'The centralized enterprise portal cataloging certified third-party software, AMI definitions, and SaaS integrations compatible with AWS workloads. It serves as an procurement platform, simplifying image provisioning and licensing configurations.','N/A','Documentation','Beginner',0,'online','manual','5fef63d962aacea02598faf7bb9d03728428a72878ce93fff36b25a821c8c795',100.0,1779033479,1,'2026-05-17T17:57:59.137128+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/marketplace/search/results?searchTerms=tower','AWS Marketplace (AMIs): AWX/Tower','','2024',0,'A curated catalog of Amazon Machine Images (AMIs) featuring pre-configured deployments of Ansible Tower and AWX. This enables fast, turn-key deployment of configuration management control centers within VPC structures on AWS.','N/A','Cloud Catalog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Marketplace"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/migration-and-modernization/partners/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=4dd53e6b-f293-407d-aa10-583d5e116d36&sc_content=Video&trk=4dd53e6b-f293-407d-aa10-583d5e116d36&linkId=951237536','AWS Migration and Modernization partners','Official portal showcasing AWS Partner specialized solutions for migrating and modernizing VMware, SAP, and legacy enterprise workloads.','2026',4,'An official AWS directory cataloging specialized partner integrations and automation solutions designed for deep enterprise migrations.
@@ -996,7 +996,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/migration-and-modernizati
INSERTINTO"resources"VALUES('https://aws.amazon.com/new','aws.amazon.com/new: What''s New with AWS?','','2026',0,'Duplicate stream of AWS release announcements tracking core architecture, security, and developer ecosystem changes across globally distributed infrastructure zones.','N/A','Documentation','Beginner',0,'online','manual','8ef59e9e82b6b0aff0f6b09a107f68758afb256ba6567817f6725f47252179de',100.0,1779029590,1,'2026-05-17T16:53:10.143815+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
@@ -1010,9 +1010,9 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/premiumsupport/knowledge-
INSERTINTO"resources"VALUES('https://aws.amazon.com/products','aws.amazon.com: Network operations with AWS Network Manager','','2019',0,'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.','English','documentation','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Network Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/products/networking/network-operations','aws.amazon.com: Network operations with AWS Network Manager','','N/A',0,'A curated technical resource and architectural guide covering aws.amazon.com: Network operations with AWS Network Manager in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','1b33db45ca8bcf45e0b88a8d4d34385863153a072d81b3ee854ccc395a651c42',100.0,1779033397,0,'2026-05-17T17:56:37.909956+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-networking.md"]','["aws-networking.md"]','{}','{"duplicate_of": "https://aws.amazon.com/products"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/prometheus','Amazon Managed Service for Prometheus','','2026',0,'AWS fully-managed metric service designed around open-source Cortex core architecture. Automatically scales telemetry storage, ingestion, and query resources in secure enterprise environments.','None','Software','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "AWS", "Managed Observability"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/prometheus','Amazon Managed Service for Prometheus','','2026',0,'AWS fully-managed metric service designed around open-source Cortex core architecture. Automatically scales telemetry storage, ingestion, and query resources in secure enterprise environments.','None','Software','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "AWS", "Managed Observability"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/pt/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account','Architecture patterns for consuming private APIs cross-account','','2023',0,'Highlights architectural approaches for routing and consuming private APIs across different AWS accounts. Emphasizes security through AWS PrivateLink, Route 53, and Network Load Balancers.','English','Article','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "API Design"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/q/developer','Amazon CodeWhisperer','','2026',0,'Amazon Q Developer (formerly CodeWhisperer) is AWS''s flagship generative AI-assisted programming agent. It generates real-time, context-aware code suggestions while performing security scanning and structural code upgrades. Live grounding demonstrates its evolution into a highly secure, enterprise-compliant workspace tool with advanced reference tracking mechanisms.','Python','tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Developer Agents", "Amazon Q"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/q/developer','Amazon CodeWhisperer','','2026',0,'Amazon Q Developer (formerly CodeWhisperer) is AWS''s flagship generative AI-assisted programming agent. It generates real-time, context-aware code suggestions while performing security scanning and structural code upgrades. Live grounding demonstrates its evolution into a highly secure, enterprise-compliant workspace tool with advanced reference tracking mechanisms.','Python','tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Developer Agents", "Amazon Q"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/quick/?trk=11d49785-b668-4178-b82a-cc8f673b8c09&sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&linkId=944519510','Amazon Quick - AI Assistant for Work','Amazon''s official multi-tool AI assistant platform for work-based research, BI dashboards, and enterprise automations.','2026',4,'Curator Insight: Amazon Quick represents AWS’s strategic play to democratize enterprise agentic workflows and AI-driven business intelligence. Live Grounding confirms that this tool integrates organizational data with multi-model intelligence to deliver automated research, dashboards, and app integrations. Key features include root and IAM identity provider support, cross-tool workspaces (Slack, Confluence), and customizable pricing tiers tailored to strict enterprise governance structures.','en','document','Intermediate',0,'online','automatic','7252d27094860a9583afc9ce759346312fec4d9e77a3a2985726ad3553650e00',NULL,1780352424,0,'2026-06-02T00:20:24.113285+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Artificial Intelligence", "AI Assistants"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Vetted and officially supported by AWS.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/quick/marketing/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trk=60afbf58-3393-42b1-b54f-039c6a0255b4&linkId=944507053','Amazon Quick for Marketing','An AI-powered assistant designed for marketing teams to unify scattered data, automate campaign generation, personalize customer outreach, and analyze performance metrics in real-time.','2026',4,'Curator Insight: Unifying scattered customer data requires sophisticated integration patterns that do not compromise corporate data boundaries.
@@ -1028,7 +1028,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/quickstart/architecture/s
INSERTINTO"resources"VALUES('https://aws.amazon.com/ru/blogs/aws-cloud-financial-management/aws-cost-explorers-new-ui-and-common-use-cases','AWS Cost Explorer’s New Look and Common Use Cases','','2022',0,'AWS Cost Explorer received a modernized interface and optimized query layouts to aid FinOps analysis. The upgrade simplifies tracking execution costs, identifying anomalies, and reviewing historical cloud expenditure across complex organizational units.','None','Cloud Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps", "Cost Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/s3/faqs','S3 FAQ','','2026',0,'The authoritative FAQ database for Amazon Simple Storage Service (S3). Details critical technical specs, replication topologies, consistency models, and performance ceilings. Essential architectural standard for designing large cloud-native storage systems.','English','Official FAQ','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "AWS S3", "FAQ Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/sdk-for-java','AWS SDK for Java','','2026',0,'The main portal for the AWS SDK for Java, featuring setup guides, performance tuning notes, and integration standards. It is the foundational SDK for Java-based enterprise applications leveraging S3, DynamoDB, or AWS Lambda. Crucial for software engineers designing highly resilient cloud applications using modern async client wrappers.','Java','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Developer SDKs"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/sdk-for-java','AWS SDK for Java','','2026',0,'The main portal for the AWS SDK for Java, featuring setup guides, performance tuning notes, and integration standards. It is the foundational SDK for Java-based enterprise applications leveraging S3, DynamoDB, or AWS Lambda. Crucial for software engineers designing highly resilient cloud applications using modern async client wrappers.','Java','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Developer SDKs"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/security','AWS Security','','2026',0,'Official AWS portal showcasing native infrastructure security solutions. Focuses on physical data center compliance, hypervisor-level boundaries, AWS Shield protection, and global compliance standards (ISO, SOC, and PCI DSS).','English','Product Catalog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/solutions','aws.amazon.com: AWS Quick Start (OpenShift 3.11 on AWS)','','2018',0,'Legacy AWS CloudFormation deployment template for automating OpenShift 3.11 cluster topologies. Serves as an architectural reference for VPC subnet divisions and multi-AZ load-balancer routing in early cloud-native systems.','CloudFormation','IaC/Template','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Infrastructure-as-Code"]','["[LEGACY]"]','[]','["aws-devops.md"]','{}','{"duplicate_of": "https://aws.amazon.com/quickstart/architecture/openshift"}');
@@ -1044,7 +1044,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/solutions/implementations
INSERTINTO"resources"VALUES('https://aws.amazon.com/sports/f1/?sc_channel=sm&sc_campaign=Sports-Marketing&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=GSMT%20Only&linkId=941924374','F1 Insights Powered by AWS','Real-time edge telemetry and predictive race analytics framework running on AWS.','2026',4,'An in-depth corporate case study showcasing Formula 1''s migration and real-time processing of massive racing telemetry (1.1 million data points per second) on AWS. Utilizing high-performance computing (HPC) for Computational Fluid Dynamics (CFD) and Amazon SageMaker for predictive machine learning models, the system delivers real-time race insights, tire wear metrics, and overtaking strategies to global broadcasts. It serves as a prime demonstration of massive-scale real-time IoT ingestion and data analytics architecture.','en','Case Study','Advanced',0,'online','automatic','456539b4d1550dc61741c3f8bae29522936af08464a85c1e143ec11740b3db57',NULL,1780352148,0,'2026-06-02T00:15:48.493986+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Machine Learning", "IoT Telemetry", "High-Performance Computing"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "aws-architecture", "reputation_status": "Vetted", "reputation_summary": "High-profile case study of machine learning and HPC applications in telemetry-intensive environments.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": "case-studies"}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/sqs/faqs','Amazon SQS FAQs','','2025',4,'The official FAQ suite detailing Amazon SQS''s scaling behavior, FIFO queue logic, dead-letter configurations, encryption capabilities, and pricing metrics.','Markdown','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "Messaging Services", "AWS Integration"]','["[ENTERPRISE-STABLE]"]','[]','["aws-messaging.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/sqs/faqs','Amazon SQS FAQs','','2025',4,'The official FAQ suite detailing Amazon SQS''s scaling behavior, FIFO queue logic, dead-letter configurations, encryption capabilities, and pricing metrics.','Markdown','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "Messaging Services", "AWS Integration"]','["[ENTERPRISE-STABLE]"]','[]','["aws-messaging.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/startups','AWS Activate','','2026',0,'AWS Activate platform framework delivering technical resources, infrastructure credits, and active mentorship pathways to startup founders. Promotes rapid prototyping by offloading cloud infrastructure costs and supplying pre-configured template architectures.','English','Program','Beginner',0,'online','manual','2d85222f31d18d20895d661f3222033e4383b5c6147806856a3a890b92df04a8',100.0,1779130494,1,'2026-05-18T20:54:54.963326+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Ecosystem", "Startup Enablement"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/step-functions','AWS Step Functions','','2024',0,'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.','N/A','Cloud Service','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "Orchestration", "AWS Step Functions"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/streaming-data','What is Streaming Data?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ab60a5e9ace0dfed427548c879dc1e467c7af5605e857e0e9de86a3782bb6bc4',100.0,1779030658,0,'2026-05-17T17:10:58.277950+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/what-is/streaming-data"}');
*Developerworkflowsremainunbilledduringlocalidletime,optimizationcompilation,andtestexecutionphases.','en','Product','Intermediate',0,'online','automatic','d785f911250df98b1b9fd1fec5971a0dfa51e9e7e746f68f73a1a86b7bfe81d0',NULL,1780351994,0,'2026-06-02T00:13:14.342762+02:00',NULL,NULL,NULL,'["Public Cloud","AWS","Application Migration"]','["[ENTERPRISE-STABLE]","[EMERGING]"]','[]','[]','{}','{"category":"aws-architecture","reputation_status":"Vetted","reputation_summary":"Official AWS modernization tool integrating agentic AI to tackle enterprise migration and code transformations.","social_preview_url":"","source_provenance":"X.com (awscloud)","suggested_new_category":""}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/waf','AWS WAF - Web Application Firewall','','2015',0,'The cloud-native web application firewall designed to protect web applications and APIs from common web exploits and bots. Integrates directly with CloudFront, Application Load Balancers, and API Gateways, offering robust managed rule sets alongside customizable rate-limiting and custom match conditions.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Network Security", "Web Application Protection"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/well-architected-tool','aws.amazon.com/well-architected-tool: AWS Well-Architected Tool','','2023',0,'Overview of AWS''s native tool designed to assess cloud workloads. Integrates with the Well-Architected Framework to systematically audit infrastructure and highlight configuration risks.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "AWS Well-Architected"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/well-architected-tool','aws.amazon.com/well-architected-tool: AWS Well-Architected Tool','','2023',0,'Overview of AWS''s native tool designed to assess cloud workloads. Integrates with the Well-Architected Framework to systematically audit infrastructure and highlight configuration risks.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "AWS Well-Architected"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/what-is/data-lake',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','4dfe304b6fbf77761b6ba40d38e5a8184586e91f2ecff10961de8b5b59f7ef80',100.0,1779130494,1,'2026-05-18T20:54:54.962464+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-data.md"]','["aws-data.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/what-is/streaming-data','What is Streaming Data?','','2026',0,'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.','English','Concept','Intermediate',0,'online','manual','7eb41fae1c99e472c64ff9694831661ef1c33fee31faa216ab6b828100715f20',100.0,1779130494,1,'2026-05-18T20:54:54.999164+02:00',NULL,NULL,NULL,'["Data Engineering", "Streaming Data", "Architectural Concepts"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.github.io','OpenSource at AWS','','2026',0,'The main portal showcasing AWS''s strategic contributions, governance standards, and active open-source projects. It acts as an architectural guide for platform engineers to align with verified cloud-native upstream projects. Grounding in 2026 verifies its status as a critical reference for production-grade SDK patterns and cloud integrations.','N/A','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Open Source Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.github.io','OpenSource at AWS','','2026',0,'The main portal showcasing AWS''s strategic contributions, governance standards, and active open-source projects. It acts as an architectural guide for platform engineers to align with verified cloud-native upstream projects. Grounding in 2026 verifies its status as a critical reference for production-grade SDK patterns and cloud integrations.','N/A','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Open Source Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.github.io/aws-eks-best-practices','Amazon EKS Best Practices Guide for Security 🌟','','2024',0,'The definitive enterprise guide for hardening EKS clusters against cloud-native threats. It covers network segregation, IAM roles for service accounts (IRSA), secrets encryption, and runtime defense. This is a foundational checklist for any platform engineering team running on AWS.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "EKS Hardening"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md", "kubernetes-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.github.io/aws-eks-best-practices/networking/index','Amazon EKS Best Practices Guide for Networking','','2026',0,'The dedicated guide for networking best practices on Amazon EKS. Focuses heavily on network design, security boundaries, container security, network policies (Calico), and optimizing cluster communication pathways.','Markdown','Documentation','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://aws.github.io/aws-eks-best-practices"}');
INSERTINTO"resources"VALUES('https://aws.plainenglish.io','aws.plainenglish.io','','N/A',0,'A curated technical resource and architectural guide covering aws.plainenglish.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029116,0,'2026-05-17T16:45:16.170427+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
@@ -1078,12 +1078,12 @@ INSERT INTO "resources" VALUES('https://aws.plainenglish.io/terraform-hands-on-p
INSERTINTO"resources"VALUES('https://aws.plainenglish.io/terraform-how-to-deploy-jenkins-ci-cd-pipelines-using-terraform-9ffc086dcd56','aws.plainenglish.io: Terraform: How To Deploy Jenkins CI/CD Pipelines Using'' Terraform','','N/A',0,'A curated technical resource and architectural guide covering aws.plainenglish.io: Terraform: How To Deploy Jenkins CI/CD Pipelines Using'' Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030854,0,'2026-05-17T17:14:14.243763+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.plainenglish.io/the-automation-fellowship-packer-terraform-and-ansible-part-iii-73571ef103e1','aws.plainenglish.io: The Automation Fellowship: Packer, Terraform, and Ansible'' — PART III','','N/A',0,'A curated technical resource and architectural guide covering aws.plainenglish.io: The Automation Fellowship: Packer, Terraform, and Ansible'' — PART III in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033617,0,'2026-05-17T18:00:17.333899+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://awscerts.slack.com','awscerts.slack.com','','2023',0,'A dedicated global Slack community focusing on AWS Certifications. Serves as a peer-to-peer discussion hub where developers and architects share study tips, ask technical questions, and exchange real-world infrastructure experience.','English','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Community Learning"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://awscerts.slack.com','awscerts.slack.com','','2023',0,'A dedicated global Slack community focusing on AWS Certifications. Serves as a peer-to-peer discussion hub where developers and architects share study tips, ask technical questions, and exchange real-world infrastructure experience.','English','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Community Learning"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://awsfundamentals.blogspot.com/2019/12/aws-vpc-fundamental.html','awsfundamentals.blogspot.com: AWS Virtual Private Cloud - VPC','','2019',0,'A high-level introductory guide detailing the core components of Amazon VPCs, including Subnets, Route Tables, Internet Gateways, and Security Groups. Ideal for engineers transitioning from traditional infrastructure to virtualized cloud networks.','English','blog','beginner',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "VPC", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://awsfundamentals.com/blog/aws-lambda-with-terraform','blog.awsfundamentals.com: Mastering AWS Lambda with Terraform: A Comprehensive Guide','','2023',0,'An all-inclusive guide detailing AWS Lambda lifecycle management and API Gateway mappings with Terraform. Deals with local packaging zip configurations, dynamic environments, and fine-grained IAM execution policies.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute & Serverless"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://awsfundamentals.com/blog/aws-organizations-the-key-to-managing-your-cloud-infrastructure-effectively','AWS Organizations: The Key to Managing Your Cloud Infrastructure Effectively','','2024',0,'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.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS", "Governance", "AWS Organizations"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://awsfundamentals.com/blog/aws-s3-rm-removing-files','blog.awsfundamentals.com: Step-By-Step: Emptying S3 Buckets and Directories Using the AWS CLI with S3 RM','','2023',0,'A deep dive tutorial from AWS Fundamentals on how to empty S3 buckets containing millions of objects using the AWS CLI. It highlights the differences between simple deleting, multi-object API commands, and utilizing Lifecycle rules to clean buckets at zero cost. Essential for DevOps engineers avoiding massive API transactional bills.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Storage Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://awsfundamentals.com/blog/aws-s3-rm-removing-files','blog.awsfundamentals.com: Step-By-Step: Emptying S3 Buckets and Directories Using the AWS CLI with S3 RM','','2023',0,'A deep dive tutorial from AWS Fundamentals on how to empty S3 buckets containing millions of objects using the AWS CLI. It highlights the differences between simple deleting, multi-object API commands, and utilizing Lifecycle rules to clean buckets at zero cost. Essential for DevOps engineers avoiding massive API transactional bills.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Storage Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://awsfundamentals.com/blog/aws-s3-sync','blog.awsfundamentals.com: AWS S3 Sync - An Extensive Guide','','2023',0,'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.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Storage Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://awsfundamentals.com/blog/using-s3-with-terraform','blog.awsfundamentals.com: Using S3 with Terraform','','2023',0,'A structural guide explaining how to declare and maintain AWS Simple Storage Service (S3) buckets using Terraform. Focuses on security defaults, bucket access control lists (ACLs), versioning configurations, and cross-region replication strategies.','HCL','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Ecosystem", "AWS S3 Storage"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://awstip.com','AWStip.com','','N/A',0,'A curated technical resource and architectural guide covering AWStip.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030538,0,'2026-05-17T17:08:58.477002+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
@@ -1843,7 +1843,7 @@ INSERT INTO "resources" VALUES('https://blog.lelonek.me/liveness-and-readiness-p
INSERTINTO"resources"VALUES('https://blog.lightspin.io/nginx-custom-snippets-cve-2021-25742','blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742','','N/A',0,'A curated technical resource and architectural guide covering blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031944,0,'2026-05-17T17:32:24.910707+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.linkody.com/guides/google-search-operators-cheatsheet','blog.linkody.com: The Ultimate Google Search Operators Cheatsheet 🌟','','2023',0,'A highly structured, table-driven cheat sheet detailing Google dorking queries. It allows security analysts and systems architects to perform targeted domain audits, trace security leaks, and parse public records with high precision.','None','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Information Retrieval", "OSINT", "Search Optimization"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.logrocket.com/aws-amplify-and-react-native-a-tutorial','blog.logrocket.com: AWS Amplify and React Native: A tutorial','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f4a3d1810a7fe04d0aa7f45d83c37ab77f4bc77c18d1f7b0952f0feea46bfab2',100.0,1779034226,0,'2026-05-17T18:10:26.574237+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples"}');
INSERTINTO"resources"VALUES('https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples','blog.logrocket.com: AWS Amplify and React Native: A tutorial','','2022',0,'Curator Insight steps through the integration of AWS Amplify into React Native projects for seamless mobile backend generation. Live Grounding confirms this setup remains a highly efficient workflow, though development teams in 2026 now focus heavily on Amplify Gen 2, which utilizes TypeScript-first code-first DX.','JavaScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Frontend & Mobile", "AWS Amplify"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples','blog.logrocket.com: AWS Amplify and React Native: A tutorial','','2022',0,'Curator Insight steps through the integration of AWS Amplify into React Native projects for seamless mobile backend generation. Live Grounding confirms this setup remains a highly efficient workflow, though development teams in 2026 now focus heavily on Amplify Gen 2, which utilizes TypeScript-first code-first DX.','JavaScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Frontend & Mobile", "AWS Amplify"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.logrocket.com/build-blockchain-with-go','blog.logrocket.com: How to build a blockchain from scratch with Go','','2022',0,'A guide illustrating how to build a basic blockchain protocol in Go from scratch. Walks through cryptography, hashing, transaction processing, and basic consensus mechanism structures.','en','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Advanced Projects"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["golang.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.logrocket.com/building-simple-app-go-postgresql','blog.logrocket.com: Building a simple app with Go and PostgreSQL','','N/A',0,'A hands-on tutorial on developing a database-backed CRUD application in Go using the PostgreSQL driver. Covers connection pool tuning and safe SQL transaction strategies.','en','Guide','Intermediate',1,'online','manual','90e12b1f72f0b68c3415733ea25675610377d7b0f9e44dc34b4b88e2d21c5a76',100.0,1779030739,1,'2026-05-17T17:12:19.363450+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Storage Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.logrocket.com/django-rest-framework-alternatives','blog.logrocket.com: Django REST framework alternatives','','2020',0,'Comparative analysis of modern Python web frameworks acting as lightweight or performance-centric alternatives to Django REST Framework (DRF). Focuses heavily on the asynchronous design patterns of FastAPI, Flask, and Sanic.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Web", "API Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
@@ -1984,7 +1984,7 @@ INSERT INTO "resources" VALUES('https://blog.px.dev/container-filesystems','blog
INSERTINTO"resources"VALUES('https://blog.px.dev/etcd-6-tips','blog.px.dev: How etcd works and 6 tips to keep in mind','','2021',0,'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.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Etcd", "Performance Tuning"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.px.dev/k8s-operator','blog.px.dev/k8s-operator: 3 Reasons to Use Kubernetes Operators (and 2 Reasons Not To)','','2021',0,'Evaluates the advantages and disadvantages of deploying Operators. It contrasts automation capabilities against increased control-plane pressure and code maintenance costs.','N/A','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resources", "Education", "Trade-off Evaluation", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.rabbitmq.com/posts/2021/07/rabbitmq-streams-first-application','blog.rabbitmq.com: First Application With RabbitMQ Streams','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','14c29a2777e5a6b1611d378fda6c0d6fbe0e629b4e3903f1d4d6d57d1221527c',100.0,1779031552,0,'2026-05-17T17:25:52.802685+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.rabbitmq.com/blog/2021/07/19/rabbitmq-streams-first-application"}');
INSERTINTO"resources"VALUES('https://blog.rackspace.com/patch-and-ami-management-for-windows-on-aws','blog.rackspace.com: Patch and AMI Management for Windows on AWS','','2016',0,'Engineering blog clarifying patch administration, automated AMI construction, and system compliance practices for running legacy or enterprise Windows Server nodes on AWS.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Infrastructure Operations"]','["[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.rackspace.com/patch-and-ami-management-for-windows-on-aws','blog.rackspace.com: Patch and AMI Management for Windows on AWS','','2016',0,'Engineering blog clarifying patch administration, automated AMI construction, and system compliance practices for running legacy or enterprise Windows Server nodes on AWS.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Infrastructure Operations"]','["[LEGACY]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.radwell.codes/2021/05/best-kubernetes-distribution-for-local-environments','blog.radwell.codes: What’s the best Kubernetes distribution for local environments? 🌟','','2021',0,'Analyzes localized Kubernetes distributions from a CPU and memory efficiency standpoint. Helps engineers match custom testing configurations against hardware-constrained developer machines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Local Kubernetes Environments", "Single-Node Clusters", "Evaluation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.radwell.codes/2021/05/provisioning-single-node-kubernetes-cluster-using-kubeadm-on-ubuntu-20-04','blog.radwell.codes: Provisioning Single-node Kubernetes Cluster using kubeadm on Ubuntu 20.04','','2021',0,'A step-by-step workflow focused on configuring a single-node Kubernetes cluster on Ubuntu 20.04 using Kubeadm. Outlines how to untaint the control plane node to enable single-node scheduling for development and resource-constrained test beds.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Ubuntu"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.ratnopamc.com/reduce-cross-az-traffic-costs-on-eks-using-topology-aware-hints','blog.ratnopamc.com: Reduce cross-AZ traffic costs on EKS using topology'' aware hints','','N/A',0,'A curated technical resource and architectural guide covering blog.ratnopamc.com: Reduce cross-AZ traffic costs on EKS using topology'' aware hints in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029565,0,'2026-05-17T16:52:45.298302+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
@@ -2003,7 +2003,7 @@ INSERT INTO "resources" VALUES('https://blog.runx.dev/will-that-kubernetes-v1-22
INSERTINTO"resources"VALUES('https://blog.scaleway.com/how-to-deploy-and-distribute-the-workload-on-a-multi-cloud-kubernetes-environment','==blog.scaleway.com: How to deploy and distribute the workload on a multi-cloud'' Kubernetes environment== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','70e02f3237e2d19e30a467db58f89a3eac0587a286f147482a4ae7528c27a90c',100.0,1779032256,0,'2026-05-17T17:37:36.047301+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.scaleway.com/saas-multi-tenant-vs-multi-instance-architectures','SaaS Solutions - What is the difference between a multi-instance and a multi-tenant architecture','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1d5982314c11696e253ed690609482ee21310325a46be485a1ce97743593f78d',100.0,1779032729,0,'2026-05-17T17:45:29.140550+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md", "docs/scaleway.md"]','[]','{}','{"duplicate_of": "https://www.scaleway.com/en/blog/saas-multi-tenant-vs-multi-instance-architectures"}');
INSERTINTO"resources"VALUES('https://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws','Using Docker Machine with AWS','','2016',0,'Detailed technical blog post showing how to provision and manage remote Docker engines on AWS using the deprecated Docker Machine utility. While valuable for historical debugging and legacy architecture comprehension, live industry alignment dictates migrating to modern Cloud API alternatives (such as AWS CLI, Terraform, or Rancher).','Bash','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Legacy Tooling"]','["[LEGACY]"]','[]','["aws-containers.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws','Using Docker Machine with AWS','','2016',0,'Detailed technical blog post showing how to provision and manage remote Docker engines on AWS using the deprecated Docker Machine utility. While valuable for historical debugging and legacy architecture comprehension, live industry alignment dictates migrating to modern Cloud API alternatives (such as AWS CLI, Terraform, or Rancher).','Bash','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Legacy Tooling"]','["[LEGACY]"]','[]','["aws-containers.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.scottlowe.org/2020/06/16/using-kubectl-via-an-ssh-tunnel','blog.scottlowe.org: Using kubectl via an SSH Tunnel','','2020',0,'Provides step-by-step instructions for establishing secure SSH tunnels to reach private Kubernetes cluster control planes. Solves public exposure issues of the Kubernetes API server using proxy forwarding. (Live Grounding: Standard fallback security access pattern, often replaced by modern Zero Trust Network Access (ZTNA) brokers in larger companies).','Shell','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Kubernetes Core", "Cluster Access Security"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.scrumstudy.com/scrum-and-kanban-alike-or-different-2','blog.scrumstudy.com: Scrum and Kanban, alike or different?','','2020',1,'A structural analysis comparing Scrum iterations and Kanban workflows. Explores trade-offs in velocity, team responsibility, and scheduling mechanics, providing project leaders with strategic decision criteria.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Agile Methodologies", "Scrum vs Kanban"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blog.searce.com/devtron-one-stop-shop-for-all-kubernetes-deployments-6f1c111a7ba1','blog.searce.com: Devtron: One-stop shop for all Kubernetes deployments','','N/A',0,'A curated technical resource and architectural guide covering blog.searce.com: Devtron: One-stop shop for all Kubernetes deployments in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031927,0,'2026-05-17T17:32:07.481251+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops-tools.md"]','["devops-tools.md"]','{}','{}');
@@ -2103,11 +2103,11 @@ INSERT INTO "resources" VALUES('https://blogopenshift.com/full-cluster-capacity-
INSERTINTO"resources"VALUES('https://blogopenshift.com/openshift-authentication-integration-with-argocd','blog.openshift.com: OpenShift Authentication Integration with ArgoCD','','N/A',0,'A curated technical resource and architectural guide covering blog.openshift.com: OpenShift Authentication Integration with ArgoCD in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779031979,0,'2026-05-17T17:32:59.574529+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md", "docs/ocp3.md"]','["gitops.md", "ocp3.md"]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd"}');
INSERTINTO"resources"VALUES('https://blogs.akamai.com/2012/07/spdy-and-websocket-support-at-akamai.html','SPDY and WebSocket Support at Akamai','','N/A',0,'A curated technical resource and architectural guide covering SPDY and WebSocket Support at Akamai in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031440,0,'2026-05-17T17:24:00.046271+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blogs.aws.amazon.com','AWS Official Blog','','2023',0,'The master AWS news platform. Tracks every new feature rollout, managed service launch, operational update, and security announcement from AWS engineering groups.','English','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Design Blueprints"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blogs.aws.amazon.com','AWS Official Blog','','2023',0,'The master AWS news platform. Tracks every new feature rollout, managed service launch, operational update, and security announcement from AWS engineering groups.','English','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Design Blueprints"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blogs.aws.amazon.com/application-management/post/Tx3PE3JTSVJSFI7/AWS-CodeDeploy-Deploying-from-a-Development-Account-to-a-Production-Account',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','42b71b86ba900864161826a636a6e2fa0a1de363644ee49c22321c8f8336c246',100.0,1779030413,1,'2026-05-17T17:06:53.487912+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-devops.md"]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blogs.aws.amazon.com/application-management/post/TxMJROUIFQZ4HS/Setting-Up-the-Jenkins-Plugin-for-AWS-CodeDeploy','Setting Up the Jenkins Plugin for AWS CodeDeploy','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9985b1cbd2149c493c144c55ac2e9fe6985860cdb08bfce86d099d2478dc639d',100.0,1779030348,0,'2026-05-17T17:05:48.371069+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-devops.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/devops/setting-up-the-jenkins-plugin-for-aws-codedeploy"}');
INSERTINTO"resources"VALUES('https://blogs.aws.amazon.com/bigdata','blogs.aws.amazon.com/bigdata','','2025',4,'AWS Big Data blog feed publishing architectural insights, streaming pipeline blueprints, lake house migrations, and optimized resource configurations on top of AWS analytics stacks.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Big Data"]','["[ENTERPRISE-STABLE]"]','[]','["aws-data.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blogs.aws.amazon.com/bigdata','blogs.aws.amazon.com/bigdata','','2025',4,'AWS Big Data blog feed publishing architectural insights, streaming pipeline blueprints, lake house migrations, and optimized resource configurations on top of AWS analytics stacks.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Big Data"]','["[ENTERPRISE-STABLE]"]','[]','["aws-data.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blogs.aws.amazon.com/bigdata/post/Tx2D93GZRHU3TES/Using-Spark-SQL-for-ETL',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','e73371464de29ccf2ad7e794e35ed0d63cb5e19c87dd71cbb4e2e6b175bfaac5',100.0,1779032108,1,'2026-05-17T17:35:08.625148+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-data.md"]','["aws-data.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blogs.aws.amazon.com/security','AWS Security Blog','','2026',0,'The primary industry-standard corporate security blog by Amazon Web Services, offering continuous, authoritative updates on zero-trust implementation, threat remediation, access control patterns, and regulatory cloud compliance alignments.','English','Documentation Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blogs.aws.amazon.com/security/post/Tx14ADBJOCAT9NS/How-to-Record-and-Govern-Your-IAM-Resource-Configurations-Using-AWS-Config',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','1365f1522c105801441e85c44559ea5c3dd870f30dc3b7b630f3a986d265ff0e',100.0,1779032114,1,'2026-05-17T17:35:14.449318+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}');
@@ -2151,7 +2151,7 @@ INSERT INTO "resources" VALUES('https://blogs.vmware.com/vov/2018/08/06/how-to-d
INSERTINTO"resources"VALUES('https://blogs.vmware.com/vsphere/2019/08/introducing-project-pacific.html','blogs.vmware.com: Introducing Project Pacific (vSphere with Kubernetes)','','N/A',0,'The original deep-dive announcement introducing Project Pacific, which natively refactored VMware vSphere 7 around the Kubernetes control plane. Provided the architectural bridge that enables operations teams to provision containerized infrastructure via ESXi hypervisors.','en','article','advanced',0,'online','manual','689ba7cff08abd990c9a8544a843a9b9e79830ba1a9c199231bb8e184e45891e',100.0,1779031559,0,'2026-05-17T17:25:59.545907+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "VMware Tanzu Ecosystem", "Hypervisor Kubernetes"]','["[LEGACY]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blogs.windows.com/msedgedev/2020/10/01/microsoft-edge-tools-vscode','blogs.windows.com: Bringing the browser developer tools to Visual Studio'' Code','','2020',0,'Introduces Microsoft Edge Developer Tools integration directly inside VS Code. This allows engineers to run element inspection, network profiling, and DOM debugging natively in the IDE, reducing context-switching latency during web application development.','JavaScript','Documentation','Intermediate',0,'online','manual','65f6856312bca89409d44de67ee2633b7915ae38c3e0dbfc1bbf04c9832dc12d',100.0,1779034237,0,'2026-05-17T18:10:37.942284+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://bloo.media/blog/producto-minimo-viable-mvp','bloo.media: Producto Mínimo Viable ¿Qué es y cómo crearlo?','','2022',0,'A technical blueprint for defining and launching an MVP, emphasizing cost-efficiency and user-centric prioritization. Outlines processes for building validation loops, avoiding scope creep, and designing feedback architectures to capture early adopter usage.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Product Management", "Methodology", "Minimum Viable Product"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blue-clouds.com/category/study-guide','AWS Certified Solutions Architect Professional – Study Guide','','2023',0,'A high-level technical study guide mapping key architectural domains of the AWS Certified Solutions Architect - Professional (SAP-C02) exam. Focuses on advanced multi-account design, high availability, massive scale migrations, and complex network structures.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://blue-clouds.com/category/study-guide','AWS Certified Solutions Architect Professional – Study Guide','','2023',0,'A high-level technical study guide mapping key architectural domains of the AWS Certified Solutions Architect - Professional (SAP-C02) exam. Focuses on advanced multi-account design, high availability, massive scale migrations, and complex network structures.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://bootcamp.uxdesign.cc/a-quick-win-to-prepare-for-every-meeting-using-templates-d2359c849433','bootcamp.uxdesign.cc: A quick win to prepare for every meeting using templates','','N/A',0,'A curated technical resource and architectural guide covering bootcamp.uxdesign.cc: A quick win to prepare for every meeting using templates in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034030,0,'2026-05-17T18:07:10.855042+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://bootcamp.uxdesign.cc/popular-tech-stack-for-startups-in-2022-f3b53f50c18','bootcamp.uxdesign.cc: Popular Tech Stack for Startups in 2022','','N/A',0,'A curated technical resource and architectural guide covering bootcamp.uxdesign.cc: Popular Tech Stack for Startups in 2022 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032974,0,'2026-05-17T17:49:34.984193+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://boozangfromthetrenches.com/root-cause-analysis-in-test-automation/9','boozangfromthetrenches.com: Root Cause Analysis in Test Automation','','N/A',0,'A curated technical resource and architectural guide covering boozangfromthetrenches.com: Root Cause Analysis in Test Automation in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031181,0,'2026-05-17T17:19:41.294317+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}');
@@ -2749,7 +2749,7 @@ INSERT INTO "resources" VALUES('https://codeburst.io/kubernetes-ckad-weekly-chal
INSERTINTO"resources"VALUES('https://codeburst.io/spinnaker-by-example-part-1-c4de9180d689','codeburst.io: Spinnaker by Example: Part 1','','2019',0,'Curator Insight targets the first installment of a practical multi-part series exploring foundational Spinnaker patterns. Live Grounding points to this series as a highly detailed breakdown of pipelines, stages, and execution models. It is highly recommended for understanding Spinnaker''s state machine execution logic.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Orchestration Concepts"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://codeburst.io/spinnaker-by-example-part-2-6f92a1fdaedf','codeburst.io: Spinnaker by Example: Part 2','','2019',0,'Curator Insight covers the second installment of ''Spinnaker by Example'', shifting focus toward manual judgements and validation triggers. Live Grounding confirms that incorporating human gates into automated delivery pathways is crucial for enterprise governance. The examples remain valuable for compliance-focused teams.','N/A','Documentation','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Orchestration Concepts"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{"duplicate_of": "https://codeburst.io/spinnaker-by-example-part-1-c4de9180d689"}');
INSERTINTO"resources"VALUES('https://codeburst.io/spinnaker-by-example-part-3-c6ed9ac5f8ce','codeburst.io: Spinnaker by Example: Part 3','','2019',0,'Curator Insight details the third installment of the series, showing advanced stage configurations and automated rollback procedures. Live Grounding validates that automated rollback on application health degradation is Spinnaker''s premier capability. This design pattern minimizes production downtime during problematic deployments.','N/A','Documentation','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Orchestration Concepts"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{"duplicate_of": "https://codeburst.io/spinnaker-by-example-part-1-c4de9180d689"}');
INSERTINTO"resources"VALUES('https://codecatalyst.aws/explore','Amazon CodeCatalyst','','2026',0,'Amazon CodeCatalyst is an enterprise-grade cloud development service that streamlines software delivery on AWS. It integrates team collaboration, CI/CD, issue tracking, and cloud development environments (CDEs) under a unified SaaS framework. Crucial for software engineering directors establishing rapid, compliant application delivery loops.','N/A','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://codecatalyst.aws/explore','Amazon CodeCatalyst','','2026',0,'Amazon CodeCatalyst is an enterprise-grade cloud development service that streamlines software delivery on AWS. It integrates team collaboration, CI/CD, issue tracking, and cloud development environments (CDEs) under a unified SaaS framework. Crucial for software engineering directors establishing rapid, compliant application delivery loops.','N/A','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://codeengineered.com/blog/2020/helm-find-charts','codeengineered.com: 4 Places To Find Helm Charts','','2020',0,'A historical landscape overview detailing key public repositories and search indexes for sourcing verified Helm charts. This serves as a foundational reference for understanding the historical transition from disparate registries to modern unified catalogs.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Chart Discovery"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://codefresh.io/about-gitops/applied-gitops-with-kustomize','codefresh.io: Applied GitOps with Kustomize','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ae0c238d46eba463cdda45774b93efa0d0f7aba222e154d930a8c8c08578f8d',100.0,1779032101,0,'2026-05-17T17:35:01.905362+02:00',NULL,NULL,NULL,'[]','[]','["docs/kustomize.md"]','[]','{}','{"duplicate_of": "https://octopus.com/blog/applied-gitops-with-kustomize"}');
@@ -3078,11 +3078,11 @@ INSERT INTO "resources" VALUES('https://dev.to/aurelievache/understanding-kubern
INSERTINTO"resources"VALUES('https://dev.to/aurelievache/understanding-kubernetes-part-48-kubernetes-127-changelog-1alk','dev.to: Understanding Kubernetes: part 48 – Kubernetes 1.27 Changelog','','2023',0,'A detailed technical breakdown of the Kubernetes 1.27 ''Chill Vibes'' release. Focuses on key API graduations, component deprecations, and structural upgrades such as the stable graduation of SeccompDefault, container runtime interface (CRI) refactoring, and security advancements.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Container Orchestration", "Kubernetes Release Notes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tutorials.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/adding-an-ebs-volume-to-a-running-aws-ec2-instance-311l','dev.to: Adding an EBS volume to a running AWS EC2 Instance','','2021',0,'A practical step-by-step guide on dynamically attaching and mounting an Elastic Block Store (EBS) volume to an active Linux EC2 instance. Covers the CLI/Console orchestration, filesystem creation, and mounting adjustments (via fstab) required to safely expand storage capacity without inducing instance downtime.','Bash','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compute", "AWS EC2", "Storage Provisioning"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-storage.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/amazon-vpc-lattice-build-applications-not-networks-59j8','dev.to/aws-builders: Amazon VPC Lattice — Build Applications, Not Networks','','2023',0,'A deep dive into Amazon VPC Lattice, detailing how it decouples service communication networks from low-level VPC configuration constraints. It highlights the use of Lattice to manage traffic policies, authentication, and cross-cluster service-to-service communication with minimal operational overhead.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Service Mesh", "AWS Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/aws-app-runner-how-to-deploy-containerized-applications-using-app-runner-1f7c','dev.to: AWS App Runner : How to deploy containerized applications using App Runner','','2021',0,'Curator Insight details the operational steps for configuring and running Dockerized workloads on AWS App Runner. Live Grounding verifies this as a classic, high-value guide for transitioning traditional VMs to serverless containers without having to manage raw ECS or EKS orchestration.','N/A','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Container Orchestration", "App Runner"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/aws-app-runner-how-to-deploy-containerized-applications-using-app-runner-1f7c','dev.to: AWS App Runner : How to deploy containerized applications using App Runner','','2021',0,'Curator Insight details the operational steps for configuring and running Dockerized workloads on AWS App Runner. Live Grounding verifies this as a classic, high-value guide for transitioning traditional VMs to serverless containers without having to manage raw ECS or EKS orchestration.','N/A','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Container Orchestration", "App Runner"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/aws-waf-web-application-firewall-deep-dive-15bd','dev.to: AWS WAF (Web Application Firewall): Deep Dive','','2023',0,'A comprehensive technical exploration of AWS WAF deployment strategies. It covers rule evaluation order, IP sets, custom response headers, logging architectures to Kinesis Data Firehose, and best practices for configuring rate limiting and Geo-Match restrictions.','None','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Network Security", "Web Application Protection"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{"duplicate_of": "https://aws.amazon.com/waf"}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/best-practices-for-securing-kubernetes-deployments-1jg6','dev.to/aws-builders: Best Practices for Securing Kubernetes Deployments 🌟','','2022',0,'Presents an action-oriented best practice matrix covering cluster configuration and pod safety profiles. Details etcd encryption setups, secure secrets distribution patterns, and implementing standard Pod Security Admission policies. Highly recommended for establishing cluster baselines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cluster Hardening", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/best-practices-when-designing-aws-architecture-4c8d','dev.to: Best Practices When Designing AWS Architecture 🌟🌟','','2026',0,'A deep dive into the operational best practices of the AWS Well-Architected Framework. Key topics include decoupling architectural dependencies, horizontal scaling mechanisms, and programmatic resource orchestration.','N/A','Blog Post','Intermediate',0,'online','manual','0b3ed91b300dc97b96241ed4a089fb7260d0734b0b386735043aab5923dec739',100.0,1779030864,1,'2026-05-17T17:14:24.897039+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Architecture & Guides"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/continuous-integration-and-deployment-on-aws-and-a-wishlist-for-cicd-tools-on-aws-5a13','dev.to: Continuous Integration and Deployment on AWS - and a wishlist for CI/CD Tools on AWS','','2021',0,'A Dev.to article discussing CI/CD architectures within AWS environments, containing a developer wishlist for next-generation pipeline features. It compares CodePipeline, GitHub Actions, and custom runners, detailing trade-offs in execution speeds, artifact management, and IAM-gated controls. Perfect for team leads structuring secure platform automation.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/continuous-integration-and-deployment-on-aws-and-a-wishlist-for-cicd-tools-on-aws-5a13','dev.to: Continuous Integration and Deployment on AWS - and a wishlist for CI/CD Tools on AWS','','2021',0,'A Dev.to article discussing CI/CD architectures within AWS environments, containing a developer wishlist for next-generation pipeline features. It compares CodePipeline, GitHub Actions, and custom runners, detailing trade-offs in execution speeds, artifact management, and IAM-gated controls. Perfect for team leads structuring secure platform automation.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/creating-a-rest-api-with-infrastructure-as-code-terraform-serverless-lambda-python-part-2-cicd-g8h','dev.to: Creating a Rest API with Infrastructure as Code (Terraform) & Serverless (Lambda + Python) - Part 2 CI/CD','','2022',0,'Outlines a modern serverless deployment loop, coupling HashiCorp Terraform with AWS API Gateway and Lambda functions. Part 2 focuses on constructing automated GitHub Actions CI/CD deployment pipelines for infrastructure and application code layers.','HCL','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Serverless Deployment", "Terraform & AWS Lambda"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/creating-an-eks-cluster-and-node-group-with-terraform-1lf6','dev.to: Creating an EKS Cluster and Node Group with Terraform','- [dev.to: Install & Manage Amazon EKS Add-ons with Terraform](https://dev.to/aws-builders/install-manage-amazon-eks-add-ons-with-terraform-2dea)
-AmazonVPCCNI
@@ -3094,12 +3094,12 @@ INSERT INTO "resources" VALUES('https://dev.to/aws-builders/disaster-recovery-ch
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/eks-iam-deep-dive-136d','dev.to: EKS IAM Deep Dive 🌟','','2021',0,'An in-depth exploration of the security layer connecting AWS Identity and Access Management with EKS. Details authentication and authorization, explaining how IAM roles map to Kubernetes groups to achieve a robust security boundary.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security & Compliance", "IAM"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/event-driven-architectures-using-aws-with-example-3d2d','dev.to: Event driven architectures using AWS with example','','2022',0,'Breaks down standard Event-Driven Architecture (EDA) paradigms, demonstrating asynchronous patterns utilizing AWS EventBridge, SQS, and Lambda. Illustrates decoupling domains to achieve maximum system scalability and operational tolerance.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "Event-Driven", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/from-scratch-oidc-providers-252d','dev.to/aws-builders: From Scratch: OIDC Providers','','2022',0,'Examines the configuration of OpenID Connect (OIDC) providers to establish a trust relationship between multi-cloud workloads and AWS IAM. Discusses keyless authentication paradigms and JSON Web Token (JWT) validation without requiring long-lived access keys.','None','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Security", "Identity & Access Management", "OIDC Providers"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/getting-started-with-sns-and-sqs-3m4i','dev.to: Getting started with SNS and SQS','','2023',3,'Provides a practical introduction to setting up AWS Simple Notification Service (SNS) and Simple Queue Service (SQS) patterns, outlining operational configurations for messaging-driven microservices.','Markdown','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "Messaging Services", "AWS Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-messaging.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/getting-started-with-sns-and-sqs-3m4i','dev.to: Getting started with SNS and SQS','','2023',3,'Provides a practical introduction to setting up AWS Simple Notification Service (SNS) and Simple Queue Service (SQS) patterns, outlining operational configurations for messaging-driven microservices.','Markdown','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "Messaging Services", "AWS Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-messaging.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/go-fast-and-reduce-risk-using-cdk-to-deploy-your-serverless-applications-on-aws-2i3k','dev.to: Go fast and reduce risk: using CDK to deploy your serverless applications on AWS','','2022',0,'Explores the advantages of deploying AWS serverless architectures via the AWS Cloud Development Kit (CDK) over classic raw CloudFormation or SAM. Highlights object-oriented constructs, automated IAM policy generation, and multi-environment validation patterns.','TypeScript','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS CDK", "Serverless IaC"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/how-to-automate-aws-ebs-snapshots-54og','dev.to: Best way to Automate AWS EBS Snapshots (without scripts)','','2021',2,'Explains how to configure Amazon Data Lifecycle Manager (DLM) to schedule and automate AWS EBS snapshot generation without script maintenance. Live Grounding indicates DLM as a standard cloud operations practice, eliminating cron-based scripts and reducing compliance failure risk.','English','Blog / Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "AWS Storage", "Automation"]','["[COMMUNITY-TOOL]"]','[]','["aws-backup.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/how-to-deploy-a-serverless-website-with-terraform-5677','dev.to: How to deploy a serverless website with Terraform','','2023',0,'A thorough guide details the process of deploying high-performance serverless static web platforms on AWS using Terraform. Connects CloudFront distributions, S3 hosting buckets, ACM SSL validation, and Route53 DNS zones.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute & Serverless"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/how-to-get-started-with-devops-what-skills-should-we-start-with-5efp','dev.to/aws-builders: How to get started with DevOps? What skills should we start with?','','2023',0,'Curator Insight: A beginner-focused roadmap detailing key technologies to study for AWS DevOps integration. Live Grounding: Recommends mastering basic infrastructure-as-code patterns, CI/CD mechanisms, and AWS core services to implement solid pipeline architectures.','en','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Platforms", "Career Paths", "AWS Pathways"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/how-well-architected-enables-junior-engineers-24j','dev.to: How Well-Architected Enables Junior Engineers','','2023',0,'Examines how the AWS Well-Architected Framework acts as an educational and operational safety net for junior engineers, establishing structured system design patterns across developer teams.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Engineering Culture"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/how-well-architected-enables-junior-engineers-24j','dev.to: How Well-Architected Enables Junior Engineers','','2023',0,'Examines how the AWS Well-Architected Framework acts as an educational and operational safety net for junior engineers, establishing structured system design patterns across developer teams.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Engineering Culture"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/install-manage-amazon-eks-add-ons-with-terraform-2dea','dev.to: Install & Manage Amazon EKS Add-ons with Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','717374a72d37dd853213e3148977bc4f8a0632ec5334c368d592c37de8314e20',100.0,1779031787,1,'2026-05-17T17:29:47.810717+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/introduction-to-aws-sam-serverless-application-model-12oc','dev.to/aws-builders: Introduction to AWS SAM (Serverless Application Model)','','2022',0,'An introduction to the AWS Serverless Application Model (SAM). Demonstrates how this declarative YAML framework extends CloudFormation, drastically simplifying the resource definition of REST APIs, databases, and scheduled execution scripts.','YAML','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS SAM", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/karpenter-the-better-autoscaling-solution-for-kubernetes-part-1-4pd5','dev.to: Karpenter: The Better Autoscaling Solution for Kubernetes- Part'' 1','','2022',3,'The first installment of a tutorial series explaining why Karpenter outperforms traditional autoscaling models. The article details the core operational differences, node-provisioning delays in older architectures, and provides a clear breakdown of Karpenter''s YAML configuration structures.','English','Technical Article','Medium',0,'online','manual','52684b303712c02fba044f9de1e86d423c2661b1ea2e580d270fd480421cf085',100.0,1779034172,1,'2026-05-17T18:09:32.832987+02:00',NULL,NULL,NULL,'["Autoscaling", "Resource Provisioning", "Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
@@ -3111,13 +3111,13 @@ INSERT INTO "resources" VALUES('https://dev.to/aws-builders/my-service-mesh-jour
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/navigating-aws-eks-with-terraform-understanding-vpc-essentials-for-eks-cluster-management-51e3','dev.to/aws-builders: Navigating AWS EKS with Terraform: Understanding VPC Essentials for EKS Cluster Management','','2023',0,'This architectural guide details the creation of secure, high-availability VPC networks tailored for AWS Elastic Kubernetes Service (EKS). It provides systematic designs for public/private subnet distribution, NAT Gateways, and route table controls to achieve optimal isolation. The author emphasizes standard modular Terraform paradigms for constructing multi-AZ network topographies.','HCL','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AWS", "EKS", "Networking"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/platform-engineering-and-internal-developer-platform-3deb','dev.to: Platform Engineering and Internal Developer Platform (IDP)','','2023',0,'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.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Internal Developer Platform", "Cloud Architecture"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/provisioning-aws-infrastructure-using-terraform-and-jenkins-cicd-pgj','dev.to: Provisioning AWS Infrastructure using Terraform and Jenkins CI/CD','','2023',0,'Demonstrates how to build automated deployment pipelines for AWS configurations inside Jenkins. Evaluates Jenkins security bindings, dynamic workspace configurations, and the isolation of run-time states.','Groovy/HCL','Technical Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CI/CD & Automation", "Jenkins"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/sharing-secrets-to-ecs-in-an-aws-multi-account-architecture-5h1i','dev.to: Sharing secrets to ECS in an AWS multi-account architecture','','2022',0,'A technical blueprint for cross-account secret management for Amazon ECS using AWS Secrets Manager and Systems Manager (SSM) Parameter Store. It provides security engineers with an architectural approach to maintain strict separation of concerns, principal-of-least-privilege IAM policies, and cross-account IAM role assumption.','Terraform','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security Practices"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/sharing-secrets-to-ecs-in-an-aws-multi-account-architecture-5h1i','dev.to: Sharing secrets to ECS in an AWS multi-account architecture','','2022',0,'A technical blueprint for cross-account secret management for Amazon ECS using AWS Secrets Manager and Systems Manager (SSM) Parameter Store. It provides security engineers with an architectural approach to maintain strict separation of concerns, principal-of-least-privilege IAM policies, and cross-account IAM role assumption.','Terraform','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security Practices"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/un-modelo-de-eda-event-driven-architectures-4d9f','dev.to/aws-builders: Un Modelo de EDA: Event Driven Architectures','','2023',0,'Una guía detallada sobre cómo implementar arquitecturas dirigidas por eventos (EDA) utilizando servicios nativos de AWS como EventBridge, SNS, SQS y Lambda para lograr un desacoplamiento de componentes de backend robusto.','Spanish','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Patterns", "EDA"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/unleashing-the-power-of-cdk-and-terraform-in-cloud-deployments-5680','dev.to/aws-builders: Unleashing the Power of CDK and Terraform in Cloud Deployments','','2023',3,'An assessment and comparison of Terraform CDKTF versus standard AWS CDK, highlighting architectural hybrid options. Helps organizations leverage multi-cloud platforms using familiar imperative development styles.','TypeScript','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CDK", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/when-to-sns-or-sqs-2aji','dev.to: When to SNS or SQS','','2022',0,'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.','N/A','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Messaging Services"]','["[COMMUNITY-TOOL]"]','[]','["aws-messaging.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-heroes/automatic-api-key-rotation-for-amazon-managed-grafana-2h68','dev.to: Automatic API Key rotation for Amazon Managed Grafana','','2022',0,'Curator Insight details the step-by-step automation of rotating Grafana API keys using AWS Lambda and Secrets Manager. Live Grounding validates this as a vital security standard, preventing persistent credential leaks and enforcing compliance policies across enterprise monitoring setups.','JavaScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Identity & Access", "Secrets Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-builders/when-to-sns-or-sqs-2aji','dev.to: When to SNS or SQS','','2022',0,'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.','N/A','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Messaging Services"]','["[COMMUNITY-TOOL]"]','[]','["aws-messaging.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-heroes/automatic-api-key-rotation-for-amazon-managed-grafana-2h68','dev.to: Automatic API Key rotation for Amazon Managed Grafana','','2022',0,'Curator Insight details the step-by-step automation of rotating Grafana API keys using AWS Lambda and Secrets Manager. Live Grounding validates this as a vital security standard, preventing persistent credential leaks and enforcing compliance policies across enterprise monitoring setups.','JavaScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Identity & Access", "Secrets Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws-heroes/serverless-beyond-the-basics-kom','dev.to: Serverless - Beyond the Basics | Kristi Perreault 🌟','','2021',4,'Delves past initial hello-world templates to address production concerns like advanced testing strategies, strict security configurations, and proper CI/CD pipelines.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Serverless", "Advanced Best Practices"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws/10-new-aws-amplify-features-to-check-out-4291','dev.to: 10 New AWS Amplify Features to Check Out','','2021',0,'Curator Insight catalogues critical feature updates in AWS Amplify to accelerate full-stack delivery. Live Grounding shows that while these specific features laid the foundation, modern Amplify ecosystems have converged around Next.js SSR support and CDK-based extensibility.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Frontend & Mobile", "AWS Amplify"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/aws/10-new-aws-amplify-features-to-check-out-4291','dev.to: 10 New AWS Amplify Features to Check Out','','2021',0,'Curator Insight catalogues critical feature updates in AWS Amplify to accelerate full-stack delivery. Live Grounding shows that while these specific features laid the foundation, modern Amplify ecosystems have converged around Next.js SSR support and CDK-based extensibility.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Frontend & Mobile", "AWS Amplify"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/azure/my-top-5-visual-studio-code-extensions-for-azure-developers-1odo','dev.to: My Top 5 Visual Studio Code extensions for Azure Developers','','2021',0,'Details 5 core extensions for Azure Cloud Architects using VS Code. Outlines features in Azure Functions, Resource Manager (ARM), and App Service extensions to sync local workspaces directly with cloud provisioning pipelines.','N/A','Article','Intermediate',0,'online','manual','2bd85c6273966b32f09bde7333ad65a01396ebc40043f1e158efc7f00cc4a22a',100.0,1779034015,1,'2026-05-17T18:06:55.326691+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Remote Development & Collaborative Coding"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/balwanishivam/data-migration-from-monolith-to-microservice-in-django-5b9m','dev.to: Data Migration from Monolith to Microservice in Django','','2022',0,'An enterprise migration case study detailing the systematic decomposition of a monolith Django database into isolated microservices data structures. Addresses synchronization problems, data integrity pipelines, and schema refactoring strategies.','Python','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Systems Architecture", "Microservices Migration"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/baransel/a-git-cheat-sheet-4mab','dev.to: A Git Cheat Sheet','','2023',3,'Curator Insight: Basic compilation of commands covering stage lifecycle, push hooks, and SSH configuration. Live Grounding: Simplifies common repository initialization tasks and basic credential caching setups for immediate developer onboarding.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
@@ -3163,7 +3163,7 @@ INSERT INTO "resources" VALUES('https://dev.to/devsatasurion/deploying-applicati
INSERTINTO"resources"VALUES('https://dev.to/devteam/how-we-made-the-markdown-toolbar-4f09','dev.to: How we made the __markdown toolbar__','','2020',0,'A deep developer retrospective explaining how the Forem engineering team built their optimized web markdown toolbar. Explores UI/UX constraints, raw JS selection insertion techniques, and accessibility-compliant inputs. Highly valuable for front-end platform architects building internal developer tools.','JavaScript','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Writing Tools", "Web Editors"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/dhirajpatra/how-to-start-with-kubernetes-for-begginer-309e','dev.to: How to start with Kubernetes for begginer','','2021',1,'A simplified learning roadmap for beginners. Details foundational prerequisites like Docker containerization concepts, basic Linux terminal operations, and introductory networking mechanics.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fundamentals", "Introduction", "Entrypoints"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/dhravya/docker-explained-to-a-5-year-old-2cbg','dev.to: Docker: Explained to a 5 year old. 👶🏻','','2021',0,'An analogical introduction to containerization, explaining container isolation and images using the metaphor of a cargo shipping network.','English','Introductory','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Docker", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/dineshrathee12/how-to-copy-a-security-group-with-rules-from-one-aws-account-to-another-account-36mb','dev.to: How to Copy a Security Group with Rules from one AWS Account to Another account','','2022',0,'A practical technical tutorial detailing programmatic patterns to replicate AWS Security Groups and nested rules across separate AWS accounts. It resolves multi-tenant configuration sync issues using Python and the AWS CLI. This is critical for engineers performing tenant migrations or standing up identical staging environments under modern IAM paradigms.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security Group Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/dineshrathee12/how-to-copy-a-security-group-with-rules-from-one-aws-account-to-another-account-36mb','dev.to: How to Copy a Security Group with Rules from one AWS Account to Another account','','2022',0,'A practical technical tutorial detailing programmatic patterns to replicate AWS Security Groups and nested rules across separate AWS accounts. It resolves multi-tenant configuration sync issues using Python and the AWS CLI. This is critical for engineers performing tenant migrations or standing up identical staging environments under modern IAM paradigms.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security Group Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/doabledanny/git-cheat-sheet-50-commands-free-pdf-and-poster-4gcn','dev.to: Git Cheat Sheet 📄 (50 commands + Free PDF and poster)','','2024',3,'Curator Insight: Comprehensive visual compilation of 50 commands accompanied by a custom poster and PDF download. Live Grounding: Highly effective for team offices to keep a standardized visual command map within sight, standardizing commit patterns across the engineering group.','English','Visual Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/docker/9-docker-extensions-every-developer-must-try-1no2','dev.to: 9 Docker Extensions Every Developer Must Try','','2023',0,'Highlights extensions targeting productivity within local development dashboards. Covers structural utilities for Kubernetes visualization, real-time image scanning, and storage volume optimization.','N/A','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Developer Tooling", "Docker Desktop"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/docker/top-200-kubernetes-tools-for-devops-engineer-like-you-3h7e','dev.to: Top 200 Kubernetes Tools for DevOps Engineer Like You','','2023',0,'A comprehensive directory indexing over 200 Kubernetes tools tailored for DevOps and platform engineers. Covers diverse categories including continuous deployment controllers, ingress routing, secret managers, and network policy visualizers.','None','Article','Intermediate',0,'online','manual','f2917385193aab7345388fd9c942a39cdcd78fbab92e33a54cb2186a7ae13416',100.0,1779130494,1,'2026-05-18T20:54:54.969829+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Kubernetes Tooling", "Developer Experience"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
@@ -3189,7 +3189,7 @@ INSERT INTO "resources" VALUES('https://dev.to/fidalmathew/session-based-vs-toke
INSERTINTO"resources"VALUES('https://dev.to/fkurz/detecting-kubernetes-api-deprecations-with-pluto-3g2m','==dev.to: Detecting Kubernetes API Deprecations with pluto==','','2026',0,'This technical tutorial demonstrates how to use Fairwinds Pluto to detect deprecated API versions across Kubernetes YAML manifests, Helm charts, and live clusters. It outlines practical methods for identifying out-of-date resource definitions prior to initiating major cluster upgrades. Incorporating this guide into continuous delivery pipelines prevents deployment failures caused by deprecated resource types.','Markdown','Documentation','Intermediate',0,'online','manual','daf162f8d40c4fc0b5f25e6b43e6871a2fb1595eaa15fd6a5382fb9d19609d9d',100.0,1779030957,1,'2026-05-17T17:15:57.682752+02:00',NULL,NULL,NULL,'["Upgrade Path", "API Deprecations", "Static Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/fllstck/rapid-api-creation-with-aws-amplify-3c8i','dev.to: Rapid API Creation with AWS Amplify','','2020',0,'A developer-focused tutorial outlining how to provision and deploy serverless GraphQL and REST endpoints using AWS Amplify. Leverages AWS AppSync, DynamoDB, and Cognito for swift, scalable web/mobile backends.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Serverless APIs"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["api.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/francescoxx/java-crud-rest-api-using-spring-boot-hibernate-postgres-docker-and-docker-compose-5cln','dev.to/francescoxx: Java CRUD Rest API using Spring Boot, Hibernate, Postgres, Docker and Docker Compose','','2022',4,'A practical tutorial illustrating the deployment of a classic Spring Boot CRUD application integrated with PostgreSQL and automated locally via Docker Compose. It serves as an excellent starting template for setting up standard developer sandboxes. Modern platforms in 2026 often replace this flow with Testcontainers for local testing, but Docker Compose remains a solid base for local multi-service orchestration.','Java','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Spring Boot", "Local Development"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["java_frameworks.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/franciscogm/aws-cli-sso-made-easy-3bh9','dev.to/franciscogm: AWS CLI SSO made easy','','2022',0,'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.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Identity Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/franciscogm/aws-cli-sso-made-easy-3bh9','dev.to/franciscogm: AWS CLI SSO made easy','','2022',0,'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.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Identity Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/francoislp/post-mortem-1h30-downtime-on-a-saturday-morning-5af0','dev.to/francoislp: Post-mortem: 1h30 downtime on a Saturday morning','','2021',0,'Real-world operational post-mortem detailing high-severity production downtime triggered by a silent failure in a Helm upgrade. Explains the critical importance of dry-runs, strict testing, and canary stages for chart deployment.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Reliability", "Post-Mortems", "Deployment Failures"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/g_abud/advanced-git-reference-1o9j','dev.to: Git Concepts I Wish I Knew Years Ago 🌟','','2020',0,'Examines the underlying architecture of Git, explaining blobs, commits, trees, and refs, helping developers troubleshoot merge conflicts with a conceptual understanding of data storage.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Git Workflows"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/gabrielbiasi/automatic-sso-in-kubernetes-workloads-using-a-sidecar-container-3752','dev.to/gabrielbiasi: Automatic SSO in Kubernetes workloads using a sidecar container','','2022',0,'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.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "IAM", "SSO"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
@@ -3231,7 +3231,7 @@ INSERT INTO "resources" VALUES('https://dev.to/javinpaul/5-best-java-frameworks-
INSERTINTO"resources"VALUES('https://dev.to/javinpaul/5-books-and-courses-to-learn-object-oriented-programming-in-depth-4kff','dev.to: 5 Books and Courses to Learn Object Oriented Programming in Depth','','2021',0,'Reviews five industry-standard courses and manuals targeting deep Object-Oriented Programming (OOP) architectures, clean design principles (SOLID), and enterprise domain-driven modeling patterns.','Java/C++','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Fundamentals", "Object-Oriented Programming"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/javinpaul/7-api-tools-for-rest-developers-and-testers-n67','dev.to: 7 API Tools for REST Developers and Testers','','2021',0,'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.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "API Management", "Testing"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/javinpaul/7-free-courses-to-learn-microsoft-azure-cloud-platform-bg4','dev.to/javinpaul: 7 Free Courses to Learn Microsoft Azure Cloud Platform','','2023',0,'A educational review showcasing free training tracks for Azure core technologies. Provides resources for mastering identity infrastructure, storage provisioning, cloud networking, and security configurations.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "Microsoft Azure", "Education"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/javinpaul/how-to-become-a-certified-aws-solution-architect-in-2022-35ad','dev.to: How to become a Certified AWS Solution Architect in 2022','','2022',0,'A detailed learning pathway on Dev.to detailing how to clear the AWS Certified Solutions Architect Associate (SAA-C03) exam. Recommends courses, study tips, and hands-on scenarios to build well-architected framework design principles.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/javinpaul/how-to-become-a-certified-aws-solution-architect-in-2022-35ad','dev.to: How to become a Certified AWS Solution Architect in 2022','','2022',0,'A detailed learning pathway on Dev.to detailing how to clear the AWS Certified Solutions Architect Associate (SAA-C03) exam. Recommends courses, study tips, and hands-on scenarios to build well-architected framework design principles.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/javinpaul/my-favorite-free-courses-to-learn-docker-and-containers-in-2023-1ldo','dev.to/javinpaul: My Favorite Free Courses to Learn Docker and Containers in 2023','','2023',0,'A curated index of learning pathways and hands-on laboratory environments engineered to onboard technical staff into standard OCI registry management, CLI diagnostic loops, and Docker configurations.','N/A','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Docker Basics", "Educational Resources"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/javinpaul/why-developers-should-learn-docker-and-kubernetes-in-2023-4hof','dev.to: Why Developers Should Learn Docker and Kubernetes in 2023 🌟','','2023',0,'An industry-focused piece advocating for developer mastery of containerization and orchestration. Highlights the paradigm shift toward cloud-native microservices, demonstrating why containerization and declarative API competency have become standard prerequisites for modern backend engineering positions.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career Development", "Skill Alignment", "Container Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dev.to/jburroughs/1-tip-to-double-your-productivity-using-postman-3bdm','dev.to: 1 Tip to Double Your Productivity in Postman','','2026',0,'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.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Testing", "API Testing", "Productivity"]','["[COMMUNITY-TOOL]"]','[]','["postman.md"]','{}','{}');
@@ -4123,7 +4123,7 @@ INSERT INTO "resources" VALUES('https://dockerlabs.collabnix.com/docker/cheatshe
INSERTINTO"resources"VALUES('https://dockerlabs.collabnix.com/kubernetes/cheatsheets/kubectl.html','dockerlabs.collabnix.com: Cheatsheet - Kubectl 🌟','','2024',3,'A collaborative tutorial reference detailing standard kubectl execution sequences. Designed for cloud-native learners mapping Docker concepts directly onto operational Kubernetes paradigms.','HTML','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://dockerlabs.collabnix.com/kubernetes/kubetools','Awesome kubetools','','2023',0,'A curated handbook cataloging CLI-level tools, visual interfaces, and monitoring integrations for Kubernetes clusters. This repository serves as a catalog of terminal enhancements like k9s and kubectx to streamline manual control of multiple namespaces.','Markdown','Awesome List','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Kubernetes Tools"]','["[COMMUNITY-TOOL]"]','[]','["other-awesome-lists.md"]','{}','{"is_special": true}');
INSERTINTO"resources"VALUES('https://dockerlux.github.io/pdf/cheat-sheet-v2.pdf','dockerlux.github.io: Docker Cheat Sheet 🌟','','2023',3,'A comprehensive visual and syntactical reference tracking container manipulation commands. Organizes instructions logically from image builds and container runtime parameters to network mapping and persistent storage configurations.','PDF','Cheat Sheet','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Virtualization & Containers", "Docker", "CLI Reference"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://github.com/wsargent/docker-cheat-sheet"}');
INSERTINTO"resources"VALUES('https://docs.amplify.aws/javascript/build-a-backend/auth/set-up-auth','docs.amplify.aws: Set up Amplify Auth','','2026',0,'Curator Insight provides a guided reference for setting up secure Cognito authentication in JS applications via Amplify. Live Grounding validates this as the standard security integration method for frontend architectures, offering seamless token management, MFA, and federated identity providers out of the box.','JavaScript','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Frontend & Mobile", "AWS Amplify"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.amplify.aws/javascript/build-a-backend/auth/set-up-auth','docs.amplify.aws: Set up Amplify Auth','','2026',0,'Curator Insight provides a guided reference for setting up secure Cognito authentication in JS applications via Amplify. Live Grounding validates this as the standard security integration method for frontend architectures, offering seamless token management, MFA, and federated identity providers out of the box.','JavaScript','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Frontend & Mobile", "AWS Amplify"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.ansible.com','docs.ansible.com','','2025',0,'The definitive technical documentation portal for Ansible. It includes playbooks, modules, inventories, and advanced execution patterns. Engineers refer to this manual for building scalable configuration management and infrastructure-as-code deployments.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure as Code", "Ansible"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_module.html','docs.ansible.com: kubernetes.core.helm module – Manages Kubernetes packages'' with the Helm package manager','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f33f8d4b81a7e26d6bb655ee94964513c94c7c41da723b39eb3adb5ed4bcfe76',100.0,1779034262,0,'2026-05-17T18:11:02.805071+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/helm_module.html"}');
@@ -4157,7 +4157,7 @@ INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/AWSSimpleQueueServic
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-quotas.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735875,0,'2026-06-18T00:37:55.879142+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-messaging.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/AmazonECR/latest/userguide',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735875,0,'2026-06-18T00:37:55.899918+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/AmazonECR/latest/userguide/ECR_GetStarted.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','01a959416ae4144fc8e1c21a95ef06c2afbcdb02de8dd147f66ee727f9a4a2be',100.0,1779029989,1,'2026-05-17T16:59:49.012650+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-containers.md"]','["aws-containers.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-optimized_AMI.html','Amazon ECS-optimized AMI','','2024',0,'Reference manual for the AWS-engineered Amazon Machine Image (AMI) preconfigured with the ECS agent, Docker runtime, and optimal container configurations. Utilizing this specialized OS image ensures maximum orchestration performance, reliable telemetry, and security compliance out of the box.','N/A','Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Compute"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-optimized_AMI.html','Amazon ECS-optimized AMI','','2024',0,'Reference manual for the AWS-engineered Amazon Machine Image (AMI) preconfigured with the ECS agent, Docker runtime, and optimal container configurations. Utilizing this specialized OS image ensures maximum orchestration performance, reliable telemetry, and security compliance out of the box.','N/A','Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Compute"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/CHAP_Tutorials.RestoringFromSnapshot.html','Tutorial: Restoring a DB Instance from a DB Snapshot','','2026',4,'Official Amazon RDS guide for restoring database environments from snapshots. Details parameter group mappings, VPC/Subnet target assignments, and DB engine storage allocation shifts during reconstruction.','English','Documentation','Intermediate',0,'online','manual','9482b0ef2fc4efc95f36f73e536571818ac29cb9349424153ff77507b3ee0245',100.0,1779033421,0,'2026-05-17T17:57:01.744943+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Amazon RDS"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateDBInstance.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735875,0,'2026-06-18T00:37:55.870337+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateOracleInstance.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','76848e362badc26d301e750b0c58487a09b4be5f72baed2df1b974c8eabfb2cf',100.0,1779031782,1,'2026-05-17T17:29:42.374948+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
@@ -4169,13 +4169,13 @@ INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/IAM/latest/UserGuide
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735875,0,'2026-06-18T00:37:55.956789+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide/CHAP_SchemaConversionTool.Converting.CreateProject.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','cf75bb2e1ce78c81f6df53a942fa15566bef4edf2d1da8e162b80ded1cecb3ea',100.0,1779031615,1,'2026-05-17T17:26:55.396039+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/apigateway/latest/developerguide/create-api-using-import-export-api.html','Create an API Using the Swagger Specification and the API Gateway Extensions','','2026',0,'A core developer guide illustrating how to design, build, and deploy high-performance endpoints in Amazon API Gateway using OpenAPI/Swagger specs. Details custom AWS extensions for integrating REST interfaces with backend Lambda and VPC endpoints.','English','Documentation','Advanced',1,'online','manual','8ccce5a261d1792faafcd31f22e5989ef8832353f26bfe10fb50263f1f2bd766',100.0,1779033040,1,'2026-05-17T17:50:40.844793+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Application Integration", "API Management"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/application-discovery/latest/userguide/what-is-appdiscovery.html','AWS Application Discovery Service','','2016',0,'AWS service that inventories and parses physical and virtual systems inside legacy on-premises environments. Maps active server dependencies and gathers CPU, RAM, and network utilization profiles to plan cloud migrations.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Cloud Migration"]','["[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/application-discovery/latest/userguide/what-is-appdiscovery.html','AWS Application Discovery Service','','2016',0,'AWS service that inventories and parses physical and virtual systems inside legacy on-premises environments. Maps active server dependencies and gathers CPU, RAM, and network utilization profiles to plan cloud migrations.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Cloud Migration"]','["[LEGACY]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/awsconsolehelpdocs/latest/gsg/getting-started.html','Working with the AWS Management Console','','2026',0,'Reference manual outlining browser-based navigation and administrative management via the AWS Management Console. Focuses on IAM session configuration, visual resource tracking, and dashboard personalization.','English','Documentation','Beginner',0,'online','manual','793312f1f190abdbe38ce8fc76ecadc974aa4a78aef4938aea9e346301226fc3',100.0,1779032179,1,'2026-05-17T17:36:19.907021+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Services", "Management Tools"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/cli/latest/index.html','AWS CLI Command Reference','','2026',0,'The comprehensive command reference index for the AWS CLI, documenting syntax, options, and output JSON schemas for all AWS cloud services. It is the primary reference resource for writing deterministic bash and shell scripts for infrastructure automation. Updated dynamically in 2026 to reflect the newest cloud-native service models.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/cli/latest/reference/codepipeline/index.html','New usage examples have been added to the CLI for CodePipeline API Reference','','2023',0,'An official update to the AWS CLI CodePipeline reference docs, introducing detailed usage examples for programmatic execution of multi-stage pipelines. It simplifies scripting for custom deployment transitions and emergency pipeline approvals. A necessary reference for platform architects building custom release coordination gates.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/cli/latest/reference/service-quotas/get-service-quota.html','AWS API: get-service-quota','','2026',0,'Curator Insight describes the AWS CLI reference for auditing specific service limits. Live Grounding highlights its mandatory use in modern GitOps and IaC (Terraform/Pulumi) pipelines to preemptively validate account thresholds before executing large-scale resource provisioning.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Operations", "Service Quotas"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/cloud-map/latest/api/API_HealthCheckCustomConfig.html','Custom Health Check: HealthCheckCustomConfig','','2022',0,'Official reference guide for Cloud Map API''s custom health checks. Explains dynamic service discovery patterns for serverless workloads where traditional load balancer health checks are inapplicable.','N/A','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Discovery", "AWS Cloud Map", "Health Checks"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/data-pipeline','AWS Data Pipeline Documentation','','2025',2,'Classic developer documentation for AWS Data Pipeline. Details the scheduling of batch workflows across EC2 and EMR resources (largely superseded by modern AWS Glue and Step Functions setups).','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ETL"]','["[COMMUNITY-TOOL]"]','[]','["aws-data.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/cli/latest/index.html','AWS CLI Command Reference','','2026',0,'The comprehensive command reference index for the AWS CLI, documenting syntax, options, and output JSON schemas for all AWS cloud services. It is the primary reference resource for writing deterministic bash and shell scripts for infrastructure automation. Updated dynamically in 2026 to reflect the newest cloud-native service models.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/cli/latest/reference/codepipeline/index.html','New usage examples have been added to the CLI for CodePipeline API Reference','','2023',0,'An official update to the AWS CLI CodePipeline reference docs, introducing detailed usage examples for programmatic execution of multi-stage pipelines. It simplifies scripting for custom deployment transitions and emergency pipeline approvals. A necessary reference for platform architects building custom release coordination gates.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/cli/latest/reference/service-quotas/get-service-quota.html','AWS API: get-service-quota','','2026',0,'Curator Insight describes the AWS CLI reference for auditing specific service limits. Live Grounding highlights its mandatory use in modern GitOps and IaC (Terraform/Pulumi) pipelines to preemptively validate account thresholds before executing large-scale resource provisioning.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Operations", "Service Quotas"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/cloud-map/latest/api/API_HealthCheckCustomConfig.html','Custom Health Check: HealthCheckCustomConfig','','2022',0,'Official reference guide for Cloud Map API''s custom health checks. Explains dynamic service discovery patterns for serverless workloads where traditional load balancer health checks are inapplicable.','N/A','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Discovery", "AWS Cloud Map", "Health Checks"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/data-pipeline','AWS Data Pipeline Documentation','','2025',2,'Classic developer documentation for AWS Data Pipeline. Details the scheduling of batch workflows across EC2 and EMR resources (largely superseded by modern AWS Glue and Step Functions setups).','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ETL"]','["[COMMUNITY-TOOL]"]','[]','["aws-data.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/data-pipeline/index.html','AWS Data Pipeline Documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','51bad39648418f870cc7bf6ffb620590197ca607b0923977477f809627aae418',100.0,1779033398,0,'2026-05-17T17:56:38.380241+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/data-pipeline"}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html','Amazon Web Services: EKS Cluster Autoscaler','- [eksworkshop.com: Configure Cluster Autoscaler (CA)](https://eksworkshop.com/scaling/deploy_ca)','2024',0,'Official AWS documentation for implementing Cluster Autoscaler on Amazon Elastic Kubernetes Service (EKS). Integrates with AWS Auto Scaling Groups (ASGs) to scale compute instances dynamically, providing optimal resource scheduling and EC2 cost management.','Go','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Cluster Autoscaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/eks/latest/userguide/calico.html ','Calico in EKS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','92dc5d2a435b305fe917252b3b0dcd9345c2e1fc22c4f4c3735457cef6021f1b',100.0,1779030577,0,'2026-05-17T17:09:37.996951+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/cni-network-policy.html"}');
@@ -4186,13 +4186,13 @@ INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html','aws.amazon.com: Deploy a kubernetes application','','2021',0,'Official AWS documentation presenting core application deployment workflows on Amazon EKS. Walks through basic VPC considerations, creating standard manifests, exposing application services, and utilizing classic dynamic volume provisioning.','YAML','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Foundational"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/eks/latest/userguide/sec-group-reqs.html','Security Group Rules EKS','','2024',0,'Official AWS configuration documentation detailing the network security boundaries for Amazon EKS clusters. It defines minimal requirements for control-plane-to-node communication over secure ports. This ensures highly restrictive ingress/egress patterns in security groups.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "AWS EKS Network"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/eks/latest/userguide/update-managed-node-group.html','Updating a managed node group','','2023',0,'Complete operational reference for rolling out Kubernetes version updates and AMI revisions across AWS Managed Node Groups. Focuses on graceful drain orchestration and node surge strategies to maintain active service availability.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Cluster Lifecycle", "Node Updates"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/create_deploy_PHP_eb.html','Creating and Deploying PHP Applications on AWS Elastic Beanstalk','','2016',0,'Step-by-step developer guide for compiling, structuring, and launching robust PHP packages on AWS Beanstalk. Documents configuring system environment files and customized runtime settings.','English','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Application Deployment"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/environments-cfg-applicationloadbalancer.html','Configuring an Application Load Balancer','','2016',0,'Operational guide detailing how to declare, scale, and tune target parameters and routing policies on Application Load Balancers inside active Elastic Beanstalk projects.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Load Balancing"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/php-ha-tutorial.html','Deploying a High-Availability PHP Application with an External Amazon RDS Database to Elastic Beanstalk','','2016',0,'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.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "PaaS Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/create_deploy_PHP_eb.html','Creating and Deploying PHP Applications on AWS Elastic Beanstalk','','2016',0,'Step-by-step developer guide for compiling, structuring, and launching robust PHP packages on AWS Beanstalk. Documents configuring system environment files and customized runtime settings.','English','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Application Deployment"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/environments-cfg-applicationloadbalancer.html','Configuring an Application Load Balancer','','2016',0,'Operational guide detailing how to declare, scale, and tune target parameters and routing policies on Application Load Balancers inside active Elastic Beanstalk projects.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Load Balancing"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/php-ha-tutorial.html','Deploying a High-Availability PHP Application with an External Amazon RDS Database to Elastic Beanstalk','','2016',0,'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.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "PaaS Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/elasticloadbalancing/latest/userguide/what-is-load-balancing.html','docs.aws.amazon.com: What Is Elastic Load Balancing?','','2020',0,'The official guide detailing the operational mechanics of Application, Network, Gateway, and Classic load balancers. Details targets, health checks, and cross-zone routing configurations. This represents the primary blueprint for modern ingress systems.','English','documentation','beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Load Balancing", "Documentation"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/general/latest/gr/glos-chap.html','AWS Glossary','','2006',0,'Official reference guide compiling definitions of all key AWS vocabulary, services, and structural acronyms, ensuring team-wide alignment when designing cloud environments.','None','Documentation','Beginner',0,'online','manual','0b64126f6fa10100a14fa578ef09e1d90e7f16f705a91f2742e63fb0f33acf4f',100.0,1779032578,1,'2026-05-17T17:42:58.762515+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Documentation"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html','AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS','','2026',4,'A beginner-to-intermediate hands-on tutorial for launching a MySQL DB instance inside AWS RDS. Walks through security group access policies, DB engine parameters, and application tier connectivity patterns.','English','Documentation','Basic',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Amazon RDS"]','["[ENTERPRISE-STABLE]"]','[]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/iot/latest/developerguide/what-is-aws-iot.html','What Is AWS IoT?','','2026',0,'Curator Insight maps AWS IoT as the entry point for connecting physical devices to AWS cloud services. Live Grounding confirms it has evolved into a robust suite of services (Core, Greengrass, Device Defender) handling billions of messages daily. It provides secure, bi-directional communication with MQTT/HTTPS and acts as the foundational layer for enterprise IoT data ingestion.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "IoT & Edge", "AWS IoT Core"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html','AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS','','2026',4,'A beginner-to-intermediate hands-on tutorial for launching a MySQL DB instance inside AWS RDS. Walks through security group access policies, DB engine parameters, and application tier connectivity patterns.','English','Documentation','Basic',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Amazon RDS"]','["[ENTERPRISE-STABLE]"]','[]','["aws-databases.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/iot/latest/developerguide/what-is-aws-iot.html','What Is AWS IoT?','','2026',0,'Curator Insight maps AWS IoT as the entry point for connecting physical devices to AWS cloud services. Live Grounding confirms it has evolved into a robust suite of services (Core, Greengrass, Device Defender) handling billions of messages daily. It provides secure, bi-directional communication with MQTT/HTTPS and acts as the foundational layer for enterprise IoT data ingestion.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "IoT & Edge", "AWS IoT Core"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/kinesis','AWS Kinesis','','2026',4,'AWS Kinesis is a fully-managed proprietary real-time streaming alternative to Apache Kafka, tightly integrated with the AWS serverless ecosystem. It abstracts partition management and storage architectures, serving as an attractive choice for engineering groups prioritizing low-overhead operations.','N/A','SaaS Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Streaming", "Managed Services", "Cloud Alternatives"]','["[ENTERPRISE-STABLE]"]','[]','["message-queue.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/wellarchitected/latest/framework/welcome.html','AWS Well Architected Framework','','2023',0,'The official documentation framework outlining six fundamental cloud architectural pillars: operational excellence, security, reliability, performance, cost optimization, and sustainability.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "AWS Well-Architected"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/wellarchitected/latest/framework/welcome.html','AWS Well Architected Framework','','2023',0,'The official documentation framework outlining six fundamental cloud architectural pillars: operational excellence, security, reliability, performance, cost optimization, and sustainability.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "AWS Well-Architected"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/wellarchitected/latest/security-pillar/application-security.html','docs.aws.amazon.com: Application security','','2024',0,'Part of the AWS Well-Architected Framework, this section outlines fundamental standards for securing codebases and application delivery models. Focuses on setting up automated continuous security scanning (SAST/DAST), secrets tracking, container execution boundaries, and secure package curation.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/whitepapers/latest/aws-best-practices-ddos-resiliency/configuring-route53-for-cost-protection-from-nxdomain-attacks.html','Configuring Route 53 for cost protection from NXDOMAIN attacks','','2022',0,'Examines security blueprints to mitigate Route 53 billing anomalies caused by NXDOMAIN flood attacks. Demonstrates Route 53 Resolver query logging, caching, and CloudFront-to-Route53 integrations. Essential for enterprise architectural planning to protect cloud budgets from DDoS vectors.','English','documentation','advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security", "DDoS Resiliency"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://docs.aws.amazon.com/whitepapers/latest/microservices-on-aws/microservices-on-aws.html','Implementing Microservices on AWS 🌟','','2026',0,'The premier AWS whitepaper defining the patterns, architectures, and execution strategies for deploying microservices. It covers decomposition patterns, decentralized data management, domain-driven boundaries, service discovery, and inter-service messaging schemes.','N/A','Documentation','Advanced',1,'online','manual','cc3f889b485723b1576aba7d98e9fc806561a908e929c5e8de1b112a886c325c',100.0,1779030326,1,'2026-05-17T17:05:26.953954+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Architecture & Guides"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
@@ -8193,7 +8193,7 @@ INSERT INTO "resources" VALUES('https://itnext.io/argocd-secret-management-with-
INSERTINTO"resources"VALUES('https://itnext.io/argocd-users-access-and-rbac-ddf9f8b51bad','itnext.io: ArgoCD: users, access, and RBAC','','2021',3,'Details the configuration of user management, local accounts, and role-based access control (RBAC) in ArgoCD. Guides platform engineers through restricting access to specific applications, projects, or clusters using fine-grained policies.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "ArgoCD", "Security & Compliance", "RBAC"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["argo.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://itnext.io/automating-system-updates-for-kubernetes-clusters-using-ansible-94a70f4e1972','itnext.io: Automating System Updates for Kubernetes Clusters using Ansible','','2021',0,'A technical guide detailing the orchestration of OS-level patch management across Kubernetes worker and control-plane nodes using Ansible playbooks. It presents safe operational practices, including automated draining and unscheduling of nodes prior to updates, followed by post-update validation and uncordoning. It minimizes workload disruptions through structured, serial host rolling-reboots.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Configuration Management", "Ansible"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://itnext.io/autoscaling-ingress-controllers-in-kubernetes-c64b47088485','itnext.io: Autoscaling Ingress Controllers in Kubernetes (Daniele Polencic)','','2021',0,'An operations guide detailing strategies for scaling ingress controllers automatically using Horizontal Pod Autoscalers (HPA) and Prometheus-sourced custom traffic metrics.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Operations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://itnext.io/aws-cdk-for-eks-handling-helm-charts-aa002afedde4','itnext.io: AWS CDK for EKS — Handling Helm Charts','','2021',0,'Curator Insight provides architectural guidelines on embedding Helm releases directly inside CDK-managed Amazon EKS clusters. Live Grounding validates this approach for combining platform-level AWS IaC with Kubernetes-native package management, streamlining cluster provisioning pipelines.','TypeScript','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS CDK", "EKS & Kubernetes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://itnext.io/aws-cdk-for-eks-handling-helm-charts-aa002afedde4','itnext.io: AWS CDK for EKS — Handling Helm Charts','','2021',0,'Curator Insight provides architectural guidelines on embedding Helm releases directly inside CDK-managed Amazon EKS clusters. Live Grounding validates this approach for combining platform-level AWS IaC with Kubernetes-native package management, streamlining cluster provisioning pipelines.','TypeScript','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS CDK", "EKS & Kubernetes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://itnext.io/aws-elastic-kubernetes-service-rbac-authorization-via-aws-iam-and-rbac-groups-7b70ded144b5','itnext.io: AWS Elastic Kubernetes Service: RBAC Authorization via AWS IAM and RBAC Groups','','2023',0,'Deep technical review of orchestrating native Kubernetes Role-Based Access Control (RBAC) securely mapped to AWS IAM roles. Details operational best practices for mapping IAM identities into the aws-auth ConfigMap or using EKS Access Entries.','N/A','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Security & Hardening", "RBAC Mapping"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://itnext.io/backup-and-restore-of-kubernetes-stateful-application-data-with-csi-volume-snapshots-14ce9e6f3778','itnext.io: Backup and Restore of Kubernetes Stateful Application Data with CSI Volume Snapshots','','2021',4,'Deals with the practical deployment patterns for volume snapshot controllers inside high-density Kubernetes setups. Provides instructions for mapping persistent storage instances to multi-cloud topologies.','Markdown','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "CSI Integration"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://itnext.io/benchmark-results-of-kubernetes-network-plugins-cni-over-10gbit-s-network-updated-august-2020-6e1b757b9e49','itnext.io: Benchmark results of Kubernetes network plugins (CNI) over 10Gbit/s network (Updated: August 2020)','','2020',0,'A deep architectural performance analysis measuring major Kubernetes Container Network Interface (CNI) plugins over a dedicated 10Gbit/s network interface. It systematically contrasts network latency, throughput, and CPU utilization overhead across options like Calico, Cilium, Flannel, and Weave. The study details how overlay encapsulation methods (VXLAN/Geneve) introduce significant processing taxes compared to native BGP/host-gw direct routing topologies.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "CNI", "Benchmarks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
@@ -8698,7 +8698,7 @@ INSERT INTO "resources" VALUES('https://k21academy.com/ansible/ansible-for-begin
INSERTINTO"resources"VALUES('https://k21academy.com/ansible/day2-live-session-review-and-q-a','k21academy.com: Ansible for Beginners Day2 Live Session Review and Q/A 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f97600d979a6a836f3cb8b113bdf10f389fef64ef38c88befad15f3b2e2fd893',100.0,1779029274,0,'2026-05-17T16:47:54.957482+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}');
INSERTINTO"resources"VALUES('https://k21academy.com/ansible/terraform-vs-ansible','k21academy.com: Terraform vs Ansible: Working, Difference, Provisioning'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5a63354e882b0091df9096a4cc43aead87d6a7be128b3a2236ea557fa7e58cd3',100.0,1779031089,0,'2026-05-17T17:18:09.707133+02:00',NULL,NULL,NULL,'[]','[]','["docs/iac.md"]','[]','{}','{"duplicate_of": "https://k21academy.com/devops/terraform-vs-ansible"}');
INSERTINTO"resources"VALUES('https://k21academy.com/aws-cloud/aws-devops-vs-azure-devops','k21academy.com: AWS DevOps Vs. Azure DevOps','','2021',0,'Comparative structural analysis pitting the AWS DevOps suite against Microsoft Azure DevOps, evaluating build pricing, third-party integrations, and native Kubernetes support configurations.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://k21academy.com/aws-cloud/aws-devops-vs-azure-devops','k21academy.com: AWS DevOps Vs. Azure DevOps','','2021',0,'Comparative structural analysis pitting the AWS DevOps suite against Microsoft Azure DevOps, evaluating build pricing, third-party integrations, and native Kubernetes support configurations.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://k21academy.com/aws-cloud/aws-secrets-manager','k21academy.com: AWS Secrets Manager','','2021',0,'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.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Secrets Management", "Lifecycle Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://k21academy.com/azure-cloud/azure-rbac-vs-azure-policies-vs-azure-blueprints','k21academy.com: Azure RBAC Vs Azure Policies Vs Azure Blueprints','','2021',0,'A structured breakdown of the core pillars of cloud governance, contrasting Azure Role-Based Access Control (RBAC), Azure Policy, and Azure Blueprints. Demonstrates how to organize identity-based permission structures, enforce systemic compliance frameworks, and orchestrate environment baselines to maintain continuous security across enterprise tenants.','English','Technical Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Governance & Management", "Enterprise Governance", "Compliance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://k21academy.com/azure-data/azure-data-lake','k21academy.com: Azure Data Lake Overview For Beginners','','2021',0,'Comprehensive primer on Azure Data Lake Storage (ADLS) Gen2. Outlines the architectural mechanics of its hierarchical namespace, POSIX-compliant Access Control Lists (ACLs), and deep native integration with compute engines such as Azure Databricks and Synapse. Essential reading for architects designing modern, scalable data platforms.','English','Technical Overview','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Storage", "Data Analytics", "Data Lake"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
@@ -9089,7 +9089,7 @@ INSERT INTO "resources" VALUES('https://leaddev.com/technical-direction/how-brea
INSERTINTO"resources"VALUES('https://leanpub.com/kubernetes-101','Kubernetes 101','','2020',0,'An introductory technical book designed to bridge the knowledge gap for software developers transitioning to orchestrator-driven architectures. It breaks down critical components like Pods, Deployments, Services, and ingress resources, offering simple, step-by-step command patterns to build confidence with kubectl.','English','Book','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Training", "Books", "Beginner"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://luminousmen.com/post/kubernetes-101"}');
INSERTINTO"resources"VALUES('https://leanpub.com/the-devops-2-6-toolkit','Book: The DevOps 2.6 Toolkit: Jenkins X','','2020',0,'A highly technical book outlining the implementation of automated, Kubernetes-native workflows using Jenkins X. Details advanced patterns using Helm, Tekton, and Prow, providing solid strategies for robust continuous delivery.','English','Book','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD Platforms", "Kubernetes-Native CI"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://learn.gitkraken.com/courses/git-foundations','==learn.gitkraken.com/courses/git-foundations: Foundations of Git - Certification'' Course | Enroll for free==','','N/A',0,'A curated technical resource and architectural guide covering ==learn.gitkraken.com/courses/git-foundations: Foundations of Git - Certification'' Course | Enroll for free== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735940,0,'2026-06-18T00:39:00.056355+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
@@ -11905,7 +11905,7 @@ INSERT INTO "resources" VALUES('https://portal.cloud.hashicorp.com/vagrant/disco
INSERTINTO"resources"VALUES('https://portal.cloud.hashicorp.com/vagrant/discover/krlex/centos-awx','vagrant: centos-awx','','2021',0,'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.','Ruby','Box Config','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Virtualization", "Vagrant", "Sandboxing"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://portal.dev','portal.dev','','N/A',0,'A curated technical resource and architectural guide covering portal.dev in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030975,0,'2026-05-17T17:16:15.527984+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://portal.kubevious.io','Kubevious SaaS: portal.kubevious.io','','N/A',0,'A curated technical resource and architectural guide covering Kubevious SaaS: portal.kubevious.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031450,0,'2026-05-17T17:24:10.860318+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://portal.tutorialsdojo.com/product-category/aws/aws-digital-courses-2','portal.tutorialsdojo.com: AWS Digital Courses (free)','','2022',0,'Features free, highly rated, detailed AWS digital courses hosted on Tutorials Dojo. Renowned for realistic exam simulations, conceptual cheat sheets, and deep architecture breakdowns that help engineers pass AWS Associate and Professional certifications.','English','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://portal.tutorialsdojo.com/product-category/aws/aws-digital-courses-2','portal.tutorialsdojo.com: AWS Digital Courses (free)','','2022',0,'Features free, highly rated, detailed AWS digital courses hosted on Tutorials Dojo. Renowned for realistic exam simulations, conceptual cheat sheets, and deep architecture breakdowns that help engineers pass AWS Associate and Professional certifications.','English','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://porter.sh','Porter','','2018',5,'Porter is an open-source tool built around the Cloud Native Application Bundle (CNAB) specification. By bundling Helm charts, Terraform configurations, and raw bash scripts into a single OCI-compliant registry artifact, it provides standardized enterprise installer flows.','Go','Packaging CLI','Advanced',0,'online','manual','e42516cff238c3b07fa77b7d1158bdf80be5aa95913be24ea8b594313a80a3f5',100.0,1779031341,1,'2026-05-17T17:22:21.856052+02:00',NULL,NULL,NULL,'["GitOps & Delivery", "Application Promotion", "Packaging Formats"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://portswigger.net','portswigger.net: Introducing vAPI – an open source lab environment to learn about API security','','2023',4,'vAPI is a self-hosted, intentionally vulnerable API environment designed to educate developers and security teams on the OWASP API Security Top 10 vulnerabilities.','JavaScript','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Security", "Testing", "Lab"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://portswigger.net/daily-swig/introducing-vapi-an-open-source-lab-environment-to-learn-about-api-security','portswigger.net: Introducing vAPI – an open source lab environment to learn'' about API security','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d85fc80de493313ace77dc75debeb3dd721c864a082b14638e63b03deaf8780e',100.0,1779031694,0,'2026-05-17T17:28:14.735897+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"duplicate_of": "https://portswigger.net"}');
@@ -12205,7 +12205,7 @@ INSERT INTO "resources" VALUES('https://repl.it','Repl.it','','N/A',0,NULL,NULL,
INSERTINTO"resources"VALUES('https://replit.com','Repl.it','','2016',0,'An interactive, collaborative cloud workspace supporting over fifty languages. Replit incorporates instant deployment engines, hosting layers, and AI pairing models to democratize software construction.','Polyglot','SaaS Platform','Beginner',1,'online','manual','4db5893859040e1e9f5c825e6cb72e1ade936b2a8e1d29007ebb44c50ab72ab4',100.0,1779130494,1,'2026-05-18T20:54:54.945131+02:00',NULL,NULL,NULL,'["Development Environments", "Cloud IDEs", "Online Sandboxes"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://repost.aws','AWS Forums','','2023',3,'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.','English','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Community Resources", "Forums"]','["[LEGACY]"]','[]','["newsfeeds.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://repost.aws/es/knowledge-center/troubleshoot-service-quotas-cli-commands','How can I troubleshoot errors using the AWS CLI to manage my service quota requests?','','2025',0,'Curator Insight targets the diagnostics and troubleshooting workflows for managing AWS service quotas programmatically. Live Grounding points to this as a vital operational playbook for SRE teams, helping avoid throttling and deployment blocks during dynamic scaling by automating quota requests via CLI and API.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Operations", "Service Quotas"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://repost.aws/es/knowledge-center/troubleshoot-service-quotas-cli-commands','How can I troubleshoot errors using the AWS CLI to manage my service quota requests?','','2025',0,'Curator Insight targets the diagnostics and troubleshooting workflows for managing AWS service quotas programmatically. Live Grounding points to this as a vital operational playbook for SRE teams, helping avoid throttling and deployment blocks during dynamic scaling by automating quota requests via CLI and API.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Operations", "Service Quotas"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://repost.aws/knowledge-center','How do I transfer a domain to AWS from another registrar?','','2021',0,'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.','English','documentation','beginner',0,'online','manual',NULL,NULL,1781735877,0,'2026-06-18T00:37:57.813076+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "DNS & Domain Management", "Route 53"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://repost.aws/knowledge-center/create-and-activate-aws-account','How do I create and activate a new Amazon Web Services account?','','2026',0,'AWS Knowledge Center guide outlining the prerequisite multi-step verification, billing enablement, and security configurations required to bootstrap a brand-new AWS root account. Explains the foundational processes necessary to activate core global regions safely.','English','Documentation','Beginner',0,'online','manual','350d4d0b01fad006279c1a81e67b8f4d979864f102cc32e51f80b428b7badfb0',100.0,1779130494,1,'2026-05-18T20:54:54.933118+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Identity & Access", "Account Administration"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://repost.aws/knowledge-center/eks-plan-upgrade-cluster','repost.aws: How do I plan an upgrade strategy for an Amazon EKS cluster?','','2023',0,'An operational walkthrough guiding cluster operators through step-by-step diagnostic and execution checklists for upgrading an EKS control plane and worker nodes while verifying structural API compatibility.','N/A','Troubleshooting FAQ','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Cluster Lifecycle", "Upgrade Strategy"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
@@ -12452,7 +12452,7 @@ INSERT INTO "resources" VALUES('https://skamille.medium.com/an-incomplete-list-o
INSERTINTO"resources"VALUES('https://skamille.medium.com/how-new-managers-fail-individual-contributors-839a13bda1c5','skamille.medium.com: How New Managers Fail Individual Contributors','','N/A',0,'A curated technical resource and architectural guide covering skamille.medium.com: How New Managers Fail Individual Contributors in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032834,0,'2026-05-17T17:47:14.775138+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://skamille.medium.com/make-boring-plans-9438ce5cb053','skamille.medium.com: Make Boring Plans','','N/A',0,'A curated technical resource and architectural guide covering skamille.medium.com: Make Boring Plans in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031341,0,'2026-05-17T17:22:21.297942+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://skildops.medium.com/backup-an-entire-kubernetes-cluster-using-velero-to-aws-s3-73d76d51d4bc','skildops.medium.com: Backup an entire Kubernetes cluster using Velero to'' AWS S3','','N/A',0,'A curated technical resource and architectural guide covering skildops.medium.com: Backup an entire Kubernetes cluster using Velero to'' AWS S3 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031651,0,'2026-05-17T17:27:31.931120+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://skillbuilder.aws','explore.skillbuilder.aws/learn: AWS Skill Builder 🌟','','2023',0,'The official AWS digital learning portal offering over 600 free and paid cloud training courses. Provides comprehensive, hands-on labs, game-based learning (Cloud Quest), and official certification exam preparation tracks maintained directly by AWS engineering teams.','English','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Official Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://skillbuilder.aws','explore.skillbuilder.aws/learn: AWS Skill Builder 🌟','','2023',0,'The official AWS digital learning portal offering over 600 free and paid cloud training courses. Provides comprehensive, hands-on labs, game-based learning (Cloud Quest), and official certification exam preparation tracks maintained directly by AWS engineering teams.','English','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Official Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://skillbuilder.aws/course/external/view/elearning/7854/aws-technical-essential-spanish-from-latin-america','explore.skillbuilder.aws: AWS Skill Builder - Introducción a AWS Data Pipeline (Español Latinoamérica) | AWS Technical Essentials (Spanish from Latin America)'' - Free','','2021',3,'Official localized AWS Skill Builder path delivering fundamental architectural and Data Pipeline instructions in Spanish. [SPANISH CONTENT]','Spanish','Interactive Course','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Training", "AWS Official"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://skilledfield.com.au/monitoring-kubernetes-and-docker-container-logs','skilledfield.com.au: Monitoring Kubernetes and Docker Container Logs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','52198432ca323827ac8c97a44f623ffd9d20da96c5bfb8ee72e924c305410143',100.0,1779034577,0,'2026-05-17T18:16:17.574546+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://skillfield.com.au/blog/monitoring-kubernetes-and-docker-container-logs"}');
@@ -12579,7 +12579,7 @@ INSERT INTO "resources" VALUES('https://sre.google/resources/practices-and-proce
INSERTINTO"resources"VALUES('https://sre.google/sre-book/evolving-sre-engagement-model','sre.google: sre-book - The Evolving SRE Engagement Model','','2016',0,'Core chapter from Google''s SRE Book defining the Service Engagement Model. Outlines operational boundaries, launch-readiness reviews, service onboarding criteria, and the programmatic handback of unstable systems to development teams.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Google SRE Book"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://sre.google/sre-book/monitoring-distributed-systems','Monitoring Distributed Systems - Google SRE Book','','2016',5,'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.','English','Book Chapter','Expert',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Site Reliability Engineering", "Observability", "Monitoring Theory", "Distributed Systems"]','["[DE FACTO STANDARD]"]','[]','["sre.md", "kubernetes-monitoring.md", "monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://sst.dev/blog/moving-away-from-cdk','sst.dev: Moving away from CDK: CDK doesn’t create the infrastructure you define','','2024',0,'Curator Insight captures the SST team''s pivotal decision to transition from AWS CDK to Pulumi/Terraform engines (SST Ion) due to performance bottlenecks and CloudFormation limits. Live Grounding in 2026 highlights this article as a milestone in the serverless community, validating the growing adoption of highly optimized, engine-agnostic IaC tools.','TypeScript','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Alternative IaC", "SST"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://sst.dev/blog/moving-away-from-cdk','sst.dev: Moving away from CDK: CDK doesn’t create the infrastructure you define','','2024',0,'Curator Insight captures the SST team''s pivotal decision to transition from AWS CDK to Pulumi/Terraform engines (SST Ion) due to performance bottlenecks and CloudFormation limits. Live Grounding in 2026 highlights this article as a milestone in the serverless community, validating the growing adoption of highly optimized, engine-agnostic IaC tools.','TypeScript','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Alternative IaC", "SST"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://sst.dev/blog/moving-away-from-cdk.html','==sst.dev: Moving away from CDK: CDK doesn’t create the infrastructure you'' define==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','61cc618a0698c5c486c007ad725b35c46eedc6adb6d30cb9c529ffe87c4deaaf',100.0,1779030561,0,'2026-05-17T17:09:21.736853+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}');
INSERTINTO"resources"VALUES('https://stackify.com/function-as-a-service-serverless-architecture','stackify.com: What Is Function-as-a-Service? Serverless Architectures Are Here!','','2021',3,'An analysis of Function-as-a-Service, reviewing ephemeral runtimes, stateless code execution requirements, trigger events, and fundamental observability paradigms.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "FaaS Basics", "Definitions"]','["[COMMUNITY-TOOL]"]','[]','["serverless.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://stackify.com/kubernetes-docker-deployments','stackify.com: The Advantages of Using Kubernetes and Docker Together','','2021',0,'An industry report analyzing the concrete business and performance benefits of leveraging containerized execution standards alongside automated distributed resource schedulers.','N/A','Technical Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Fundamentals", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -12644,7 +12644,7 @@ INSERT INTO "resources" VALUES('https://static.sched.com/hosted_files/kccncna20/
INSERTINTO"resources"VALUES('https://staticnat.com/setting-up-python-on-osx','Setting up Python on OSX: UPDATED','','2014',0,'System administration guide documenting Homebrew integration, pyenv setups, and environment path configurations on macOS. (Note: Primarily historical compared to modern 2026 container-based local architectures).','Bash','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Workspace Optimization", "OSX Setup"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://stats.jenkins.io','stats.jenkins.io 🌟','','2026',0,'Live landing dashboard presenting global aggregated usage statistics of the Jenkins ecosystem. Tracks monthly active installations, plugin adoption counts, OS distributions, and version trends across the community.','English','Webpage','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Telemetry"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://status.aws.amazon.com','status.aws.amazon.com: Service Health Dashboard','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779033949,0,'2026-05-17T18:05:49.779456+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://health.aws.amazon.com/health/status"}');
INSERTINTO"resources"VALUES('https://steampipe.io','steampipe','','2026',0,'An extensible open-source command-line framework that translates APIs and cloud inventories into virtual SQL tables. Enables DevOps engineers to construct real-time dashboards and audit configuration profiles on multi-cloud hosts.','Go','Library','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Asset Management & Governance", "Cloud Analytics"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "cloud-asset-inventory.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://steampipe.io','steampipe','','2026',0,'An extensible open-source command-line framework that translates APIs and cloud inventories into virtual SQL tables. Enables DevOps engineers to construct real-time dashboards and audit configuration profiles on multi-cloud hosts.','Go','Library','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Asset Management & Governance", "Cloud Analytics"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "cloud-asset-inventory.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://steampipe.io/blog/github-security-tips','steampipe.io: Top 3 ways to improve GitHub org security','','2022',0,'Examines methodologies for auditing and improving GitHub organization configurations using Steampipe. Synthesizes query scripts to dynamically monitor third-party OAuth access, MFA compliance, and excessive repository administration rights.','SQL','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Access Control", "Organization Governance"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://steampunk.si/blog/let-us-give-ansible-a-rest','steampunk.si: Let us give Ansible a REST','','2022',0,'Examines advanced patterns of REST API orchestration. Discusses robust exception-handling, rate-limiting, and state-reconciliation when interacting with distributed microservice control planes.','English','blog_post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Integration", "API Automation"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://steampunk.si/blog/managing-infrastructure-using-ansible-tower','steampunk.si: Managing infrastructure using Ansible Tower','','2021',0,'A workflow guide focusing on using Ansible Tower/AWX for infrastructure management. It demonstrates practical orchestration patterns such as job templates, dynamic inventory syncing, notification webhooks, and Role-Based Access Control (RBAC) definitions.','N/A','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Enterprise Control"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
@@ -13048,8 +13048,8 @@ INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/t5/startups-
INSERTINTO"resources"VALUES('https://techcommunity.microsoft.com/t5/windows-powershell/an-example-why-powershell-is-so-important/m-p/3041748','techcommunity.microsoft.com: An example why PowerShell is so important!','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bf4892a2992dc43d3c0bf6406c52b03c8bb0a5b8ddff81c4bb7fbb15f7d09f34',100.0,1779029312,0,'2026-05-17T16:48:32.323880+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why-powershell-is-so-important/3041748"}');
INSERTINTO"resources"VALUES('https://techcommunity.microsoft.com/t5/windows-server-for-it-pro/use-powershell-to-search-for-accounts-in-active-directory-that/m-p/3585934','techcommunity.microsoft.com: Use PowerShell to search for accounts in Active'' Directory that have gone stale!','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dccf877ae88b92999792567f262b0ceff944b80e7c243cc9219d03d441657225',100.0,1779033810,0,'2026-05-17T18:03:30.467074+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://techcommunity.microsoft.com/discussions/windowsserver/use-powershell-to-search-for-accounts-in-active-directory-that-have-gone-stale/3585934"}');
INSERTINTO"resources"VALUES('https://techcommunity.microsoft.com/tag/marketplace%20ai%20apps%20%26%20agents?nodeid=board%3Amarketplace-blog','Tag: "marketplace ai apps and agents" | Microsoft Community Hub','A curated feed of posts, articles, and guides focused on building, publishing, securing, and scaling commercial AI apps and agents on Microsoft Marketplace.','2026',4,'The Microsoft Community Hub''s marketplace AI apps and agents series offers end-to-end guidance for software companies looking to build, publish, and sell AI agents on Microsoft Azure. It addresses critical architectural decisions, including multi-tenancy models, secure data boundaries, performance optimization frameworks, and custom SaaS metered billing. By leveraging these architectural best practices, publishers can safely package, deploy, and scale autonomous cognitive solutions in compliant enterprise environments.','en','documentation','intermediate',0,'online','automatic','6f9cb9cfe14b6e3872bd9a7d3b6a7ed0e627c16e8e47b979fb1c153b48567f5f',NULL,1780352454,0,'2026-06-02T00:20:54.119831+02:00',NULL,NULL,NULL,'["Public Cloud", "Azure", "SaaS Marketplace", "AI Agent Distribution"]','["[GUIDE]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "Official Microsoft community hub covering production-ready architecture, billing models, compliance, and deployment pipelines for commercial AI agents.", "social_preview_url": "https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/themes/customTheme1/favicon-1730836271365.png?time=1730836274203", "source_provenance": "X.com (Azure)", "suggested_new_category": ""}');
INSERTINTO"resources"VALUES('https://techcrunch.com/2020/12/15/aws-introduces-new-chaos-engineering-as-a-service-offering','techcrunch.com: AWS introduces new Chaos Engineering as a Service offering','','2020',0,'Curator Insight documents the launch of AWS Fault Injection Simulator (FIS) to facilitate managed chaos engineering. Live Grounding demonstrates that FIS has transitioned from a new offering to a deeply integrated resilience tool in 2026, standardizing controlled failure injection across EC2, EKS, and RDS clusters.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Testing & Chaos", "Chaos Engineering", "AWS FIS"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://techcrunch.com/2021/01/12/vantage-makes-managing-aws-easier','techcrunch.com: Vantage makes managing AWS easier','','2021',0,'A TechCrunch feature analyzing how Vantage simplifies AWS cost tracking and optimization, offering deep contrast to complex cloud bills. The article highlights Vantage''s rise as an essential interface for development organizations navigating fine-grained container pricing and resource usage. Key reading for CFOs and cloud finance architects.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://techcrunch.com/2020/12/15/aws-introduces-new-chaos-engineering-as-a-service-offering','techcrunch.com: AWS introduces new Chaos Engineering as a Service offering','','2020',0,'Curator Insight documents the launch of AWS Fault Injection Simulator (FIS) to facilitate managed chaos engineering. Live Grounding demonstrates that FIS has transitioned from a new offering to a deeply integrated resilience tool in 2026, standardizing controlled failure injection across EC2, EKS, and RDS clusters.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Testing & Chaos", "Chaos Engineering", "AWS FIS"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://techcrunch.com/2021/01/12/vantage-makes-managing-aws-easier','techcrunch.com: Vantage makes managing AWS easier','','2021',0,'A TechCrunch feature analyzing how Vantage simplifies AWS cost tracking and optimization, offering deep contrast to complex cloud bills. The article highlights Vantage''s rise as an essential interface for development organizations navigating fine-grained container pricing and resource usage. Key reading for CFOs and cloud finance architects.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://techcrunch.com/2021/02/24/google-cloud-puts-its-kubernetes-engine-on-autopilot','techcrunch.com: Google Cloud puts its Kubernetes Engine on autopilot','','2021',0,'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.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Google Kubernetes Engine (GKE)", "Industry Analysis"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://techcrunch.com/2021/11/30/aws-launches-karpenter-an-open-source-autoscaler-for-kubernetes-clusters','techcrunch.com: AWS launches Karpenter, an open source autoscaler for Kubernetes'' clusters','','2021',2,'TechCrunch''s launch coverage of Karpenter, detailing AWS''s strategic move to address Kubernetes Autoscaler inefficiencies. The article outlines Karpenter''s direct EC2 provisioning architecture, positioning it as an open-source, vendor-agnostic tool designed to improve cluster scaling speed and cost-efficiency.','English','Article','Low',0,'online','manual','b51d8e8b4aa4db8591ed719d5b84fa0328906da1e726e6e7ae3c358ff8e753ad',100.0,1779032519,1,'2026-05-17T17:41:59.277527+02:00',NULL,NULL,NULL,'["Autoscaling", "Resource Provisioning", "Industry News"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://techcrunch.com/2021/12/02/aws-to-launch-over-30-new-local-zones-starting-in-2022','techcrunch.com: AWS to launch over 30 new Local Zones internationally starting in 2022','','2021',3,'Outlines AWS''s international expansion of Local Zones to provide low-latency edge computing, storage, and database services in metropolitan areas globally. This addresses strict residency laws and provides sub-10ms performance targets for localized financial systems or real-time gaming backends. Architecturally, it extends public cloud boundaries directly to metropolitan data centers.','English','Infrastructure Feature','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Edge Compute", "Local Zones"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}');
@@ -13202,7 +13202,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/asyncapi-could-be-the-def
INSERTINTO"resources"VALUES('https://thenewstack.io/automate-user-satisfaction-with-this-gitops-friendly-spec-for-service-level-objectives','thenewstack.io: Automate User Satisfaction with This GitOps-Friendly Spec for Service Level Objectives','','2022',0,'Explores using GitOps mechanics to track reliability definitions. Outlines managing SLO declarations as declarative code in Git repository workflows to programmatically configure observability tools.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Service Level Objectives", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/automating-retry-for-failed-terraform-launches','thenewstack.io: Automating Retry for Failed Terraform Launches','','2023',3,'Addresses structural solutions for handling intermittent cloud provider API timeouts and throttling failures through automated retry mechanisms. Evaluates how runner environments and CI pipelines can safely retry specific phases without corrupting locks. Live grounding reinforces the importance of using robust, error-tolerant wrappers to maximize pipeline reliability in large-scale deployments.','HCL','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "CI/CD & Linting"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/automation-is-no-silver-bullet-3-keys-for-scaling-success','thenewstack.io: Automation Is No Silver Bullet: 3 Keys for Scaling Success','','2023',0,'Curator Insight: Warns that blindly automating chaotic systems produces automated bottlenecks. Live Grounding: Highlights that automation of broken or inefficient workflows only accelerates operational failures, demanding robust systems analysis before coding pipelines.','en','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Platforms", "Automation", "Architecture Strategy"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/avoid-the-5-most-common-amazon-web-services-misconfigurations-in-build-time','thenewstack.io: Avoid the 5 Most Common Amazon Web Services Misconfigurations in Build-Time','','2021',0,'Focuses on build-time CloudFormation and Terraform configuration errors. Outlines practical strategies for shifting infrastructure security check operations left into standard CI/CD pipelines.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/avoid-the-5-most-common-amazon-web-services-misconfigurations-in-build-time','thenewstack.io: Avoid the 5 Most Common Amazon Web Services Misconfigurations in Build-Time','','2021',0,'Focuses on build-time CloudFormation and Terraform configuration errors. Outlines practical strategies for shifting infrastructure security check operations left into standard CI/CD pipelines.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/avoiding-the-pitfalls-of-multitenancy-in-kubernetes','thenewstack.io: Avoiding the Pitfalls of Multitenancy in Kubernetes','','2022',0,'Addresses the architectural failure modes of poorly isolated multi-tenant clusters. Outlines mitigation paths for noisy neighbors, CPU-throttled namespaces, and leaky container workloads.','Go','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Anti-Patterns"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/aws-open-sources-security-tools','thenewstack.io: AWS Open Sources Security Tools','','2021',0,'This reference maps multiple open-source utilities released by AWS to assist cloud security operations. It covers tools for IAM privilege boundary auditing, configuration drift tracking, and automated resource compliance verification. These tools help maintain cloud-native best practices across large-scale AWS cluster deployments.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "AWS Tools Portfolio"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/azure-kubernetes-service-replaces-docker-with-containerd','thenewstack.io: Azure Kubernetes Service Replaces Docker with containerd','','2021',0,'Technical deep dive into the deprecation of Docker-shim in Azure Kubernetes Service (AKS) in favor of the containerd container runtime. This architectural shift eliminates runtime abstraction layers, drastically reducing node CPU and memory footprint overhead. Real-world implementation details confirm improved container launch latencies and optimal alignment with CNCF runtime specifications.','English','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute & Containers", "Kubernetes", "AKS Engine"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
@@ -13457,7 +13457,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/locking-down-kubernetes-c
INSERTINTO"resources"VALUES('https://thenewstack.io/log-management-for-red-hat-openshift','thenewstack.io: Log Management for Red Hat OpenShift','','2023',0,'An analytical piece describing the transition from classic Elasticsearch configurations toward lightweight Loki and Vector agents for high-volume logs.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Ops", "Log Management", "Vector & Loki"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/low-code-for-pro-coders','thenewstack.io: Low Code for Pro Coders','','2022',3,'A review of hybrid development models where professional developers utilize low-code frameworks for boilerplate UI creation while injecting traditional code for complex logic, API integrations, and low-latency workloads.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Development Paradigms", "Low Code"]','["[COMMUNITY-TOOL]"]','[]','["lowcode-nocode.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/make-a-gitops-workflow-using-influxdb-templates','thenewstack.io: Make a GitOps Workflow Using InfluxDB Templates','','2021',0,'Demonstrates how to manage InfluxDB templates inside a GitOps continuous deployment pipeline. Highlights automated testing, version control, and validation of monitoring components via declarative mechanisms.','YAML','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Storage", "InfluxDB"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/making-kubernetes-serverless-and-global-with-aws-fargate-on-eks-and-admiralty','thenewstack.io: Making Kubernetes Serverless and Global with AWS Fargate on EKS and Admiralty','','2021',0,'Investigative analysis showcasing how Admiralty can coordinate with AWS Fargate serverless containers in an EKS environment to deploy globally distributed applications with low operational overhead.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Multi-Cluster & Edge", "Cluster Federation", "Serverless Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/making-kubernetes-serverless-and-global-with-aws-fargate-on-eks-and-admiralty','thenewstack.io: Making Kubernetes Serverless and Global with AWS Fargate on EKS and Admiralty','','2021',0,'Investigative analysis showcasing how Admiralty can coordinate with AWS Fargate serverless containers in an EKS environment to deploy globally distributed applications with low operational overhead.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Multi-Cluster & Edge", "Cluster Federation", "Serverless Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/manage-multicluster-kubernetes-with-operators','thenewstack.io: Manage Multicluster Kubernetes with Operators','','2022',0,'Investigates deployment techniques using Kubernetes Operators to automate global configurations. Explores fleet-wide policy synchronization, drift detection, and multi-tenant control plane patterns.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "Multi-Cluster", "Management"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/managing-kubernetes-secrets-with-aws-secrets-manager','thenewstack.io: Managing Kubernetes Secrets with AWS Secrets Manager 🌟','','2021',0,'A guide to implementing AWS Secrets Manager inside EKS environments. Evaluates native AWS CSI secrets providers and External Secrets Operator integrations, explaining fine-grained pod IAM identification using IAM Roles for Service Accounts (IRSA) and automated secrets rotation flows.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "AWS Secrets Manager"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/managing-secrets-in-your-devops-pipeline','thenewstack.io: Managing Secrets in Your DevOps Pipeline','','2022',4,'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.','N/A','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "CI/CD Pipelines"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{}');
@@ -13534,7 +13534,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/red-hat-launches-an-opens
INSERTINTO"resources"VALUES('https://thenewstack.io/red-hat-offers-a-complete-kubernetes-stack-with-openshift-platform-plus','thenewstack.io: Red Hat Offers a ‘Complete Kubernetes Stack’ with OpenShift Platform Plus 🌟','','2021',3,'A press review of OpenShift Platform Plus, highlighting the deployment convenience of securing distributed enterprise Kubernetes footprints using Quay, RHACS, and RHACM from a single console.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Platform Packaging", "Enterprise Security"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/red-hat-openshift-4-8-adds-serverless-functions-pipelines-as-code','thenewstack.io: Red Hat OpenShift 4.8 Adds Serverless Functions, Pipelines-As-Code','','2021',4,'Details key features in OpenShift 4.8, focusing on serverless deployments built on Knative, pipelines-as-code models integrated with Tekton, and the orchestration of sandboxed runtimes for increased host security.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Release Diagnostics", "Serverless & CI/CD"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/reduce-kubernetes-costs-using-autoscaling-mechanisms','thenewstack.io: Reduce Kubernetes Costs Using Autoscaling Mechanisms','','2022',0,'An analysis of how organizations employ automated scaling algorithms to control cloud spending. Focuses on dynamic pod scheduling, rightsizing CPU constraints, and avoiding expensive compute over-provisioning cycles.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Cost Optimization", "FinOps Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/remote-debugging-in-aws-the-missing-link-in-your-debugging-toolset','thenewstack.io: Remote Debugging in AWS: The Missing Link in Your Debugging Toolset','','2021',0,'Curator Insight exposes methodologies for live-debugging cloud-hosted microservices without causing disruption. Live Grounding tracks the evolution of these techniques into sophisticated cloud-native debugging proxies and observability integrations (like OpenTelemetry and Telepresence), bridging local IDEs with remote VPC resources.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Testing & Chaos", "Debugging", "AWS Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/remote-debugging-in-aws-the-missing-link-in-your-debugging-toolset','thenewstack.io: Remote Debugging in AWS: The Missing Link in Your Debugging Toolset','','2021',0,'Curator Insight exposes methodologies for live-debugging cloud-hosted microservices without causing disruption. Live Grounding tracks the evolution of these techniques into sophisticated cloud-native debugging proxies and observability integrations (like OpenTelemetry and Telepresence), bridging local IDEs with remote VPC resources.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Testing & Chaos", "Debugging", "AWS Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/removing-the-roadblock-to-continuous-performance-testing','thenewstack.io: Removing the Roadblock to Continuous Performance Testing','','2020',4,'Presents options for automating continuous load and performance tests inside active pipelines. Looks at scaling out containerized, ephemeral mock testing endpoints to mimic production conditions.','English','Technical Article','Intermediate',0,'online','manual','6d5f9a2746e69e33d3bf76f0cbab79f0f0bdf14259a6b5d37ce8850cb6cc19e7',100.0,1779030330,1,'2026-05-17T17:05:30.066372+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "Performance Testing"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/repatriation-or-cloud-what-we-need-is-control','thenewstack.io: GitOps and the Cheap Cloud Myth','','2021',0,'Critiques the assumption that cloud migration and GitOps automatically lower costs. Focuses on the real value: gaining architectural control, system predictability, and operational efficiency over raw resource discount optimizations.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "FinOps", "Cloud Economics"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://thenewstack.io/scaling-microservices-on-kubernetes','thenewstack.io: Scaling Microservices on Kubernetes 🌟','- Horizontally scaling a monolith is much more difficult; and we simply can’t independently scale any of the “parts” of a monolith. This isn’t ideal, because it might only be a small part of the monolith that causes the performance problem. Yet, we would have to vertically scale the entire monolith to fix it. Vertically scaling a large monolith can be an expensive proposition.
@@ -14102,7 +14102,7 @@ INSERT INTO "resources" VALUES('https://wbhegedus.me/running-podman-on-wsl2','wb
INSERTINTO"resources"VALUES('https://wbhegedus.me/understanding-kubernetes-cpu-limits','wbhegedus.me: Demystifying Kubernetes CPU Limits (and Throttling)','','2022',0,'Demystifies the inner workings of CPU limits, CFS periods, and subsequent application throttling.
INSERTINTO"resources"VALUES('https://wblinks.com/notes/aws-tips-i-wish-id-known-before-i-started','AWS Tips I Wish I''d Known Before I Started (Feb 2014)','','2014',0,'A collection of fundamental AWS operational constraints including early patterns in IAM, billing, and VPC configuration. Although dated, it outlines core architectural traps teams still solve using Control Tower.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://wblinks.com/notes/aws-tips-i-wish-id-known-before-i-started','AWS Tips I Wish I''d Known Before I Started (Feb 2014)','','2014',0,'A collection of fundamental AWS operational constraints including early patterns in IAM, billing, and VPC configuration. Although dated, it outlines core architectural traps teams still solve using Control Tower.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://web-check.xyz','Web-Check','','N/A',0,'A curated technical resource and architectural guide covering Web-Check in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030028,0,'2026-05-17T17:00:28.749302+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops-tools.md", "docs/kubernetes-tools.md", "docs/securityascode.md"]','["devops-tools.md", "kubernetes-tools.md", "securityascode.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://web.archive.org/web/20240204010037/http://www.michaelburge.us/2017/09/10/injecting-shellcode-to-speed-up-amazon-redshift.html','Injecting a Chess Engine into Amazon Redshift','A masterclass deep dive detailing how to execute raw x64 shellcode in Redshift by utilizing untrusted PL/Python database extensions and locally compiled binaries.','2017',4,'* **Curator Insight**: Explores database sandboxing weaknesses and system-level boundaries. It shows how compiled C execution paths can bypass AWS file system and network blocks via Python User Defined Functions (UDFs).
@@ -14507,7 +14507,7 @@ INSERT INTO "resources" VALUES('https://www.canva.com','canva.com','','N/A',0,'A
INSERTINTO"resources"VALUES('https://www.canva.dev/blog/engineering/supporting-gpu-accelerated-machine-learning-with-kubernetes-and-nix','canvatechblog.com: Supporting GPU-accelerated Machine Learning with Kubernetes and Nix','','2023',0,'An in-depth engineering review from Canva detailing their architectural transition to using Nix for managing complex, GPU-accelerated machine learning workloads inside Kubernetes. It addresses the limits of typical container images by relying on Nix to guarantee deterministic and highly reproducible C-library and CUDA dependencies.','Nix','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "GPU Orchestration", "Nix Package Manager"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.catapultsystems.com/blogs/introducing-the-third-of-three-microsoft-clouds-azure','Introducing the third of three Microsoft Clouds: Azure','','2018',0,'Historical analysis mapping Microsoft Azure’s strategic evolution alongside Microsoft 365 and Dynamics 365. Establishes the architectural foundation of the unified Microsoft Enterprise Cloud suite. While curator insights present this as a foundational introduction, modern cloud engineering systems in 2026 view this as an archival reference that documented the early convergence of SaaS, PaaS, and IaaS solutions.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Fundamentals", "Azure Ecosystem", "Core Services"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.cbui.dev/every-company-has-an-old-production-aws-account','cbui.dev: Every company has an "old" production AWS account','','2022',0,'Explores patterns for managing single legacy production accounts containing unmapped dependencies. Details modernization pathways using AWS Organizations and VPC peering strategies.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Legacy Systems"]','["[LEGACY]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.cbui.dev/every-company-has-an-old-production-aws-account','cbui.dev: Every company has an "old" production AWS account','','2022',0,'Explores patterns for managing single legacy production accounts containing unmapped dependencies. Details modernization pathways using AWS Organizations and VPC peering strategies.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Legacy Systems"]','["[LEGACY]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.centos.org/cl-vs-cs','centos.org: Comparing Centos Linux and CentOS Stream','','2021',3,'Official architectural matrix contrasting legacy CentOS Linux (downstream build of RHEL) with CentOS Stream (upstream pipeline of RHEL), highlighting the shift in release cycles and patch distribution strategies.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Operating Systems", "Linux Distributions"]','["[LEGACY]"]','[]','["linux.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.cequence.ai/blog/owasp-api-security-top-10-from-a-real-world-perspective','cequence.ai: The OWASP API Security Top 10 From a Real-World Perspective','','2022',0,'A real-world retrospective analysis showing how bad actors exploit common API-centric structural flaws. Highlights credentials stuffing attacks, automated shadow API hunting, and logical bypass vulnerabilities, emphasizing why legacy outer-perimeter firewalls (WAF) struggle to halt context-aware logic exploits.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Mitigation Standards", "API Security"]','["[LEGACY]"]','[]','["devsecops.md"]','{}','{}');
@@ -14759,7 +14759,7 @@ INSERT INTO "resources" VALUES('https://www.computerworld.com/article/3663674/ho
INSERTINTO"resources"VALUES('https://www.computing.co.uk/news/4015423/rancher-labs-launches-free-training-course-meet-surging-demand-kubernetes','Rancher Labs launches free training course to meet surging demand for Kubernetes skills','','2020',1,'News coverage highlighting Rancher Labs'' release of free structural training academies designed to meet surging market demands for cloud-native orchestration and DevSecOps tooling expertise.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Education", "Training"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.computing.co.uk/news/4020521/cloudbees-busy-security-visibility-control-devops-evolves','computing.co.uk: CloudBees gets busy with security, visibility and control as DevOps evolves','','2020',1,'Examines corporate initiatives aimed at embedding security validations and automated pipeline compliance directly within Jenkins-based and unified enterprise orchestration systems.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Security Policy"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md", "devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.computing.es/mundo-digital/opinion/1129764046601/retos-del-outsourcing-de-servicios-it-espana.1.html','computing.es: Retos del outsourcing de servicios IT en España','','N/A',0,'Analyzes the evolving challenges and strategic patterns of IT service outsourcing in Spain. Outlines critical risk mitigation strategies, Service Level Agreement (SLA) optimizations, and how modern organizations are balancing internal engineering capabilities with vendor-delivered services. [SPANISH CONTENT]','Spanish','Article','Advanced',0,'duplicate','manual','ecf565ec35052957c7e650ebde44b6a5b6a1f44d1d9d3024245dd07b54dafbfc',100.0,1779030305,0,'2026-05-17T17:05:05.505998+02:00',NULL,NULL,NULL,'["Engineering Leadership & Career Dynamics", "Organizational Design & Leadership Systems", "Corporate Governance"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{"duplicate_of": "https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-espana"}');
INSERTINTO"resources"VALUES('https://www.conceptdraw.com/examples/application-architecture','AWS application-architecture','','2023',0,'An architecture drafting resource providing standard AWS application design templates, components, and layout blocks. Essential for mapping out multi-tier cloud services.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Design Blueprints"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.conceptdraw.com/examples/application-architecture','AWS application-architecture','','2023',0,'An architecture drafting resource providing standard AWS application design templates, components, and layout blocks. Essential for mapping out multi-tier cloud services.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Design Blueprints"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.conduktor.io','conduktor.io 🌟','','2026',4,'Conduktor stands as the premier developer and enterprise GUI ecosystem for Kafka data governance and troubleshooting. Providing deep visual insight into consumer lag, topic state, schema registry configurations, and message payloads, it is critical for managing scale in event-driven systems.','N/A','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Streaming", "Kafka Tooling", "Enterprise GUIs"]','["[ENTERPRISE-STABLE]"]','[]','["message-queue.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.conduktor.io/kafka','==conduktor.io/kafka: Learn Apache Kafka like never before==','','2024',5,'Curator Insight points to Conduktor''s exhaustive learning guides. Live Grounding verifies this is one of the premier visually-driven educational portals for understanding Apache Kafka cluster topologies, consumers, and partition strategies. An absolute standard reference.','English','Portal','Intermediate',1,'online','manual','66b266634a4b233c33745cb7757041d39b92b5ccca365716d5791e6ecfe4ab89',100.0,1781736090,0,'2026-06-18T00:41:30.953114+02:00',NULL,NULL,NULL,'["Event Streaming", "Apache Kafka", "Learning Resources"]','["[DE FACTO STANDARD]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.conduktor.io/kafka/what-is-apache-kafka','==conduktor.io: What is Apache Kafka?==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','66b266634a4b233c33745cb7757041d39b92b5ccca365716d5791e6ecfe4ab89',100.0,1779030742,0,'2026-05-17T17:12:22.575385+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.conduktor.io/kafka"}');
@@ -15153,7 +15153,7 @@ INSERT INTO "resources" VALUES('https://www.edx.org/course/introduction-to-kuber
INSERTINTO"resources"VALUES('https://www.eficode.com/blog/the-future-of-kubernetes-and-why-developers-should-look-beyond-kubernetes-in-2022','eficode.com: The future of Kubernetes – and why developers should look beyond Kubernetes in 2022','','2022',4,'Investigates the evolutionary curve of Kubernetes, arguing that developers should interface with high-level platform abstractions rather than direct cluster resources. Focuses on tools that simplify the developer workflow, keeping Kubernetes in the background as a dedicated execution runtime.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & Kubernetes Core", "Container Orchestration", "Future Outlook"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.eksworkshop.com','eksworkshop.com 🌟','','2026',0,'The official Amazon EKS Workshop, serving as the industry''s premier hands-on guide for EKS architecture. Updated consistently to reflect modern AWS paradigms, it leads operators through provisioning, networking (VPC CNI), security (IRSA), observability, and GitOps.','Go','Interactive Guide','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Interactive Learning"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://eksworkshop.com"}');
INSERTINTO"resources"VALUES('https://www.elastic.co/blog/elastic-and-aws-accelerate-your-cloud-migration-journey','elastic.co: Elastic and AWS: Accelerating the cloud migration journey','','2022',0,'Explores integrations between Elastic Cloud and AWS native logging solutions. Facilitates high-velocity log ingest, distributed tracing across container environments, and simplified security event monitoring across cloud instances.','N/A','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Enterprise Observability", "Elastic Stack"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.elastic.co/blog/elastic-and-aws-accelerate-your-cloud-migration-journey','elastic.co: Elastic and AWS: Accelerating the cloud migration journey','','2022',0,'Explores integrations between Elastic Cloud and AWS native logging solutions. Facilitates high-velocity log ingest, distributed tracing across container environments, and simplified security event monitoring across cloud instances.','N/A','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Enterprise Observability", "Elastic Stack"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.elastic.co/blog/monitoring-java-applications-and-getting-started-with-the-elastic-apm-java-agent','Monitoring Java applications with Elastic: Getting started with the Elastic'' APM Java Agent','','2021',0,'Duplicate entry of the Elastic APM Java agent setup tutorial. The guide covers bytecode manipulation, agent configuration, and tracing across JVM boundaries. Modern 2026 architectural baselines combine this agent with modern Java virtual thread instrumentation.','Java','Blog','Intermediate',1,'online','manual','c3495e22ff2aaf683edb9d469ff230e4a49c40bf903be40cb03ed48c9034cb30',100.0,1779032971,1,'2026-05-17T17:49:31.546132+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Elastic APM"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.elastic.co/blog/using-elastic-apm-java-agent-on-kubernetes-k8s','elastic.co: Using the Elastic APM Java Agent on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c3495e22ff2aaf683edb9d469ff230e4a49c40bf903be40cb03ed48c9034cb30',100.0,1779034479,0,'2026-05-17T18:14:39.424870+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://www.elastic.co/blog/monitoring-java-applications-and-getting-started-with-the-elastic-apm-java-agent"}');
INSERTINTO"resources"VALUES('https://www.elastic.co/docs/solutions/observability/apm','Elastic APM Server','','2024',0,'The architectural pipeline middleware component that receives telemetry from Elastic APM agents, validates schemas, processes events, and indexes performance metrics into Elasticsearch.','en','Documentation','Advanced',1,'online','manual','fb141ccc6a77408d5965d0ef0d1f14c4689756b22c3e6bafb0655dbbb0aabc08',100.0,1779130495,0,'2026-05-18T20:54:55.022996+02:00',NULL,NULL,NULL,'["Observability", "APM & Logging", "Elastic APM Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
@@ -15222,7 +15222,7 @@ INSERT INTO "resources" VALUES('https://www.eximiaco.tech/en/2020/06/03/3-facts-
INSERTINTO"resources"VALUES('https://www.expansion.com/expansion-empleo/desarrollo-de-carrera/2022/01/28/61f40e29e5fdea61738b45aa.html','expansion.com: El ''amiguismo'' en las relaciones de trabajo','','2022',0,'An analysis of the risks of cronyism and nepotism within corporate organizational structures. It highlights how subjective advancement systems damage psychological safety, alienate top-tier engineers, and disrupt delivery.','Spanish','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Architecture", "Corporate Culture", "Nepotism"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.experfy.com/training/courses/effective-jenkins-continuous-delivery-and-continuous-integration','experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous'' Integration','','N/A',0,'A curated technical resource and architectural guide covering experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous'' Integration in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','c8b66ae1277fb535830047dcb2061cac144abd52f351700466afb109a55fded0',100.0,1779029190,0,'2026-05-17T16:46:30.565963+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"duplicate_of": "https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration"}');
INSERTINTO"resources"VALUES('https://www.exploratorium.edu/exhibits/a-sip-of-conflict','A Sip of Conflict - Exploratorium','Play with the tension between logic and emotion as you drink from a water fountain fashioned from an actual (but unused) toilet.','2007',4,'A brief overview of the Exploratorium''s ''A Sip of Conflict'' interactive exhibit. Designed in collaboration with cognitive scientists, the exhibit serves as a physical demonstration of cognitive bias and emotional dissonance, prompting visitors to examine how psychological heuristics influence direct physical actions.','English','website','Beginner',0,'online','automatic','N/A',NULL,1780352581,0,'2026-06-02T00:23:01.792450+02:00',NULL,NULL,NULL,'["Human Factors", "Cognitive Bias", "Museum Exhibits"]','["[CASE STUDY]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Official page of a permanent, famous educational exhibit at San Francisco''s Exploratorium.", "social_preview_url": "", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": "cognitive-science-bias"}');
INSERTINTO"resources"VALUES('https://www.f5.com/company/blog','threatstack.com: 50 Best AWS CloudWatch Tutorials','','2021',0,'A comprehensive directory linking to performance tuning guides, log group configurations, and real-time dashboard design patterns inside Amazon CloudWatch. Evaluates fundamental metric generation techniques.','N/A','Directory/Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "CloudWatch", "Guides Collection"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.f5.com/company/blog','threatstack.com: 50 Best AWS CloudWatch Tutorials','','2021',0,'A comprehensive directory linking to performance tuning guides, log group configurations, and real-time dashboard design patterns inside Amazon CloudWatch. Evaluates fundamental metric generation techniques.','N/A','Directory/Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "CloudWatch", "Guides Collection"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.f5.com/products/distributed-cloud-services','Threat Stack','','2026',0,'Originally Threat Stack, now operationalized within F5''s Distributed Cloud Services. Provides host intrusion detection (HIDS), real-time behavioral monitoring, and compliance metrics. Combines endpoint system telemetry and application traffic insight to enable rapid detection of advanced persistent threats.','N/A','Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "Telemetry & Observability"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.f5.com/products/nginx','nginx.com: Automating Multi-Cluster DNS with NGINX Ingress Controller','','2022',0,'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.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Multi-Cluster", "DNS"]','["[COMMUNITY-TOOL]"]','[]','["web-servers.md", "ansible.md", "faq.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.f5.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'review_required','manual',NULL,64.0,1779130495,0,'2026-05-18T20:54:55.002727+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/web-servers.md"]','["web-servers.md"]','{}','{"review_metadata": {"original_url": "https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:55.002729"}}');
@@ -15288,7 +15288,7 @@ INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/ace-your-deep-
INSERTINTO"resources"VALUES('https://www.freecodecamp.org/news/apache-kafka-handbook','freecodecamp.org: The Apache Kafka Handbook – How to Get Started Using Kafka 🌟','','2022',0,'An extensive fundamental handbook detailing the core anatomy of Apache Kafka. Explains topics, partitions, replication models, offsets, producer/consumer client configurations, and cluster admin scripts with hands-on code examples.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Learning Resources"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.freecodecamp.org/news/args-and-kwargs-in-python','freecodecamp.org: How to Use *args and **kwargs in Python','','2022',0,'Curator Insight: Covers unpacking structures and flexible argument assignments in Python.
INSERTINTO"resources"VALUES('https://www.freecodecamp.org/news/aws-cdk-v2-three-tier-serverless-application','freecodecamp.org: AWS CDK v2 Tutorial – How to Create a Three-Tier Serverless Application','','2023',0,'Curator Insight is a comprehensive, hands-on tutorial for constructing API Gateway, Lambda, and DynamoDB stacks via CDK v2. Live Grounding proves this three-tier serverless pattern remains the gold standard blueprint for robust, scalable web services in AWS.','TypeScript','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS CDK", "Serverless Applications"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.freecodecamp.org/news/aws-cdk-v2-three-tier-serverless-application','freecodecamp.org: AWS CDK v2 Tutorial – How to Create a Three-Tier Serverless Application','','2023',0,'Curator Insight is a comprehensive, hands-on tutorial for constructing API Gateway, Lambda, and DynamoDB stacks via CDK v2. Live Grounding proves this three-tier serverless pattern remains the gold standard blueprint for robust, scalable web services in AWS.','TypeScript','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS CDK", "Serverless Applications"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.freecodecamp.org/news/azure-fundamentals-certification-az-900-exam-course','freecodecamp.org: Azure Fundamentals Certification (AZ-900) – Pass the Exam With This Free 8-Hour Course','','2023',0,'An intensive, free 8-hour preparation course designed to guide students through the fundamental principles of the Azure cloud platform. Key areas of focus include basic tenant setups, cloud architecture models, pricing strategies, and security baselines.','None','Course','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Education", "Learning Paths", "Certifications"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.freecodecamp.org/news/best-colorful-vscode-extensions-for-productivity','freecodecamp.org: Best Colorful VSCode Extensions – How to Personalize Your'' Editor','','2022',0,'Assesses visual customization extensions in VS Code, analyzing the correlation between structured semantic highlighters, high-contrast editor themes, and the mitigation of developer cognitive fatigue.','N/A','Article','Beginner',0,'online','manual','8f2df1e21d7a97e3997e296bc62dbebf9a5e37e323cc2cce5462281e0088cd33',100.0,1779033342,1,'2026-05-17T17:55:42.591639+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.freecodecamp.org/news/build-consume-and-document-a-rest-api','freecodecamp.org: The REST API Handbook – How to Build, Test, Consume, and Document REST APIs','','2023',5,'A complete, deep-dive reference manual covering the development, OpenAPI/Swagger specification, mocking, testing, and continuous security evaluation of RESTful API contracts in modern software pipelines.','Agnostic','Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "REST", "Implementation"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}');
@@ -15481,7 +15481,7 @@ INSERT INTO "resources" VALUES('https://www.genbeta.com/actualidad/red-hat-enter
INSERTINTO"resources"VALUES('https://www.genbeta.com/actualidad/reuniones-trabajo-nos-agotan-videollamada-se-sabe-que-pasa-se-eliminan-usamos-chats','genbeta.com: Las reuniones laborales por videollamada nos agotan: esto es lo que pasa si se eliminan y cambian por chats','','2022',4,'Analyzes the psychological and operational impact of video-conferencing fatigue in software engineering teams. Documents the benefits of replacing real-time sync calls with asynchronous chat platforms, collaborative document pipelines, and clear ticket comments, highlighting the improvement in deep focus and deployment rates.','es','Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Developer Productivity", "Asynchronous Collaboration"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.genbeta.com/actualidad/twitter-quiere-contratar-a-ingenieros-microsoft-asi-prueba-que-les-hacen-pasar-antes-nada-incluso-a-senior','genbeta.com: Twitter quiere contratar a ingenieros de Microsoft: así es la prueba que les hacen pasar antes de nada, incluso a los senior','','2022',0,'Curator Insight: Chronicles hiring strategies and rigorous tests applied to senior engineers during corporate restructuring events. Live Grounding: Explores real-world technical screening processes, demonstrating how architectural competency and system design are prioritized during high-profile corporate restructuring events.','es','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Practice", "Recruiting", "Hiring Standards"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.genbeta.com/desarrollo/32-000-desarrolladores-responden-plataformas-lenguajes-programacion-javascript-aws-github-windows-usados','genbeta.com: 32.000 desarrolladores responden sobre plataformas y lenguajes de programación: JavaScript, AWS, GitHub y Windows, los más usados','','2022',0,'Presents empirical results from a comprehensive survey of 32,000 developers mapping out global development trends. Synthesizes adoption patterns for languages, cloud environments, and operating systems, detailing the persistent dominance of JavaScript, AWS, and Windows platforms in the enterprise ecosystem.','Spanish','Report','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Insights", "Surveys", "Developer Ecosystem"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.genbeta.com/desarrollo/amazon-lanza-codewhisperer-su-propia-alternativa-a-github-copilot-que-no-insertara-codigo-licenciado-avisar','genbeta.com: Amazon lanza CodeWhisperer, su propia alternativa a GitHub Copilot… que no insertará código ya licenciado sin avisar','','2022',0,'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.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.genbeta.com/desarrollo/amazon-lanza-codewhisperer-su-propia-alternativa-a-github-copilot-que-no-insertara-codigo-licenciado-avisar','genbeta.com: Amazon lanza CodeWhisperer, su propia alternativa a GitHub Copilot… que no insertará código ya licenciado sin avisar','','2022',0,'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.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.genbeta.com/desarrollo/ciberseguridad-llamas-presion-actual-grande-que-mitad-expertos-sufren-ansiedad-quieren-renunciar','genbeta.com: Ciberseguridad en llamas: la presión actual es tan grande que la mitad de los expertos sufren ansiedad y quieren dimitir','','2023',0,'Curator Insight: Exposes the psychological pressure and anxiety levels prompting cybersecurity experts to consider resigning. Live Grounding: Highlights how the relentless pace of zero-day exploits, legacy technical debt, and continuous delivery pipelines have elevated mental health issues into a critical operational security risk.','es','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Practice", "Security", "Developer Wellness"]','["[LEGACY]"]','[]','["recruitment.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.genbeta.com/desarrollo/cinco-repositorios-github-buenos-que-imprescindibles-estas-aprendiendo-te-dedicas-a-programar-1','genbeta.com/a-fondo: Cinco repositorios de GitHub tan buenos que son imprescindibles si estás aprendiendo o te dedicas a programar','','2023',0,'Recopila cinco repositorios de GitHub esenciales para el aprendizaje continuo de programación. Incluye recursos interactivos sobre algoritmos, patrones de diseño, hojas de ruta de desarrollo y arquitecturas de sistemas.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Methodology", "Development", "Learning Resources"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.genbeta.com/desarrollo/hace-20-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps','genbeta.com: Hace 20 años, este correo de Jeff Bezos en Amazon cambió para'' siempre la forma en que programamos apps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','12c2d90b01a5fea9c72da42a8eca4141f77661e27719b14febda1ffee255474f',100.0,1779030605,0,'2026-05-17T17:10:05.059422+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"duplicate_of": "https://www.genbeta.com/desarrollo/hace-22-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps"}');
@@ -15884,8 +15884,8 @@ INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/10/kubernetes-ch
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2020/11/2020-devops-report','infoq.com: Puppet Releases Its 2020 State of DevOps Report 🌟','','2020',2,'Deconstructs the 2020 State of DevOps report. Highlights operational plateaus in mid-stage organizational structures, arguing for self-service automation and infrastructure abstraction models.','N/A','Report','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Industry Metrics", "Puppet Reports"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2020/12/data-mesh-architecture','infoq.com: Data Mesh Principles and Logical Architecture Defined','','2020',0,'An analytical synthesis of the core tenets of logical Data Mesh architectures. It reviews decentralized data management strategies, illustrating how organizations can enforce federated policy controls while treating internal analytics streams as high-value, self-describing products.','N/A','Guide','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Data Mesh", "Syntheses"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{"duplicate_of": "https://martinfowler.com/articles/data-mesh-principles.html"}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2020/12/k0s-kubernetes-distribution','infoq.com: Mirantis Announces k0s, a New Kubernetes Distribution','','2020',0,'A retrospective announcement of Mirantis'' launch of k0s. Highlighted its zero-friction approach, multi-master architectural patterns with a decentralized control plane, and its capability to run isolated control planes separate from application workload nodes.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Edge & IoT"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2021/01/aws-devops-guru','infoq.com: AWS Launches Amazon DevOps Guru','','2021',0,'Technical product announcement introducing Amazon DevOps Guru, an ML-driven operations assistant that parses CloudWatch metrics and traces to proactively alert operators to system anomalies.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "Observability", "AWS DevOps Guru"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2021/01/aws-grafana-prometheus','infoq.com: AWS Introduces Amazon Managed Service for Grafana and Amazon Managed Service for Prometheus','','2021',0,'Architectural breakdown of AWS''s entry into cloud-native managed open-source telemetry tools. Reviews integration advantages, storage strategies, and price efficiencies compared to self-hosted instances on EC2.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Managed Services", "Announcements"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2021/01/aws-devops-guru','infoq.com: AWS Launches Amazon DevOps Guru','','2021',0,'Technical product announcement introducing Amazon DevOps Guru, an ML-driven operations assistant that parses CloudWatch metrics and traces to proactively alert operators to system anomalies.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "Observability", "AWS DevOps Guru"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2021/01/aws-grafana-prometheus','infoq.com: AWS Introduces Amazon Managed Service for Grafana and Amazon Managed Service for Prometheus','','2021',0,'Architectural breakdown of AWS''s entry into cloud-native managed open-source telemetry tools. Reviews integration advantages, storage strategies, and price efficiencies compared to self-hosted instances on EC2.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Managed Services", "Announcements"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs','infoq.com: AWS Transfer Family Introduces Support for EFS','','2021',0,'Explains the native integration between AWS Transfer Family (SFTP/FTPS/FTP) and Amazon Elastic File System (EFS). This architectural capability enables secure file exchanges directly from external trading partners into a managed, distributed NFS backend. It simplifies data ingestion pipelines and removes the administrative burden of running custom FTP gateway VMs.','Agnostic','News Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Data Integration", "AWS Transfer Family"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2021/01/docker-jfrog-partnership','infoq.com: Docker Hub and JFrog Partnership Removes Image Pull Limits for Artifactory Users','','2021',0,'Covers the historic strategic partnership between Docker and JFrog designed to bypass Docker Hub''s anonymous pull rate limits. Resolves high-frequency CI/CD pipeline blocking for enterprise organizations leveraging Artifactory SaaS instances.','English','News','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Artifact Registry", "Docker Hub"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes','infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File'' System','','2021',4,'Introduces the Amazon Elastic File System (EFS) One Zone storage class, offering cost-optimized options for shared storage. Cuts storage expenses by up to 47% compared to regional replication variants.','English','Technical Article','Intermediate',0,'online','manual','3789c75685921fe314c8609d12f432965ff7c765ba59c1c1d390792ad2cd47f4',100.0,1779031648,1,'2026-05-17T17:27:28.151501+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Storage Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
@@ -15925,7 +15925,7 @@ INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/09/terraform-sim
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2023/02/aws-deployment-pipelines','infoq.com: AWS Publishes Reference Architecture and Implementations for'' Deployment Pipelines','','2026',0,'Analysis of the official AWS deployment pipeline reference architecture. Illustrates continuous delivery models for multi-environment propagation using standard GitOps patterns, automated integration suites, and strict deployment validation loops.','N/A','Article','Advanced',0,'online','manual','56b58bc27813266c87c26022235abe47eb7dea66d1f5ec48bd823a5feef6d8d8',100.0,1779032682,1,'2026-05-17T17:44:42.453020+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "CI/CD & DevOps"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2023/03/aks-edge-essentials-ga','infoq.com: Microsoft Brings Kubernetes to the Edge with AKS Edge Essentials','','2023',0,'Reviews the release of AKS Edge Essentials, Microsoft''s lightweight managed Kubernetes distribution optimized for resource-constrained edge machines and industrial OT setups. Outlines how this strategy extends cloud-native operations directly to factory floors.','Markdown','News Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategic Strategy", "Ecosystem News", "Edge Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2023/03/kwok-kubernetes','infoq.com: Kwok, a Tool to Spin up Kubernetes Nodes in a Second','','2023',0,'An insightful InfoQ technical review detailing the architecture of KWOK (Kubernetes WithOut Kubelet). It highlights how virtualizing node control loops allows developers to simulate high-scale environments with extremely low compute footprint, facilitating fast controller tuning.','Markdown','News Article','Intermediate',0,'online','manual','31523cf0a8a5bfbac84432eeb71c4d14ef46ff71b8b4ec11a84d193efc3c56e0',100.0,1779032106,1,'2026-05-17T17:35:06.356096+02:00',NULL,NULL,NULL,'["Testing", "Simulation & Emulation", "Cluster Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2023/04/aws-well-architected-framework','infoq.com: AWS Updates the Well-Architected Framework','','2023',0,'Analyzes key revisions to the AWS Well-Architected Framework. Reviews shifts in security baseline configurations, serverless deployment guidelines, and the sustainability assessment pillar.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "AWS Well-Architected"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2023/04/aws-well-architected-framework','infoq.com: AWS Updates the Well-Architected Framework','','2023',0,'Analyzes key revisions to the AWS Well-Architected Framework. Reviews shifts in security baseline configurations, serverless deployment guidelines, and the sustainability assessment pillar.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "AWS Well-Architected"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2023/04/cdk-terraform-convert','infoq.com: CDK for Terraform Improves HCL Conversion and Terraform Cloud Interactions','','2023',4,'Reports on progress in Cloud Development Kit for Terraform (CDKTF), showcasing enhanced capabilities to convert standard HCL files to programming languages like Python, TypeScript, and Go. Evaluates how this bridges the divide between pure software development and systems engineering. Live grounding points out that CDKTF is increasingly favored by application developers seeking programmatic multi-tier infrastructure provisioning.','TypeScript','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "CDK & Alternative Languages"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2023/04/patcher-iac-upgrade','infoq.com: Patcher, a Tool to Keep Updating Infrastructure as a Code','','2023',0,'Patcher automates updates for infrastructure-as-code modules by analyzing code syntax and applying safe upgrades across repositories. It addresses maintenance debt by automating dependencies, ensuring platform layers remain secure and current.','N/A','Article/Feature','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Dependency Management", "Upgrade Automation"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.infoq.com/news/2023/11/azure-well-architected-framework','infoq.com: Microsoft Refreshes its Well-Architected Framework','','2023',0,'An industry review highlighting Microsoft''s updates to the Well-Architected Framework (WAF) to better support modern cloud-native systems. Key improvements emphasize granular workload guides, prescriptive technical patterns, and streamlined cost optimization techniques. The refresh ensures the framework evolves alongside rapid shifts in containerization and modern distributed patterns.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Frameworks", "Well-Architected Framework (WAF)"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
@@ -16481,7 +16481,7 @@ INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/look-before-you-l
INSERTINTO"resources"VALUES('https://www.linkedin.com/pulse/microservices-testable-isolation-chris-richardson','linkedin.com: Microservices are testable in isolation 🌟','','2020',0,'A microservices testing article written by architectural expert Chris Richardson. Outlines why testing services in isolation using mocks and contract checks improves development agility and stability.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Microservices Architecture", "Component Testing"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.linkedin.com/pulse/passed-aws-certified-solutions-architect-level-harshit-agarwal','Tips on Passing AWS Certified Solutions Architect - Professional Level','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0823bb558a838bdb557aa73c31faf468c6ede39510708337b1b68e7799b26f7a',100.0,1779034229,0,'2026-05-17T18:10:29.278506+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-training.md"]','[]','{}','{"duplicate_of": "https://www.linkedin.com/pulse/automatizaci%C3%B3n-de-procesos-con-prometheus-grafana-y-v%C3%ADctor-vela-l%C3%B3pez-1e"}');
INSERTINTO"resources"VALUES('https://www.linkedin.com/pulse/selenium-4-grid-integration-kubernetes-rishi-khanna','linkedin.com: Selenium 4 and Grid Integration with Kubernetes 🌟','','2022',5,'Presents a cloud-native architecture for running Selenium 4 Grid at scale within Kubernetes clusters. Details how to deploy the Selenium Event Bus, Router, Distributor, Session Queue, and dynamic, autoscaling browser nodes as Kubernetes Pods. This setup drastically optimizes resource utilization in large-scale concurrent testing environments.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Orchestration", "Kubernetes Grid Deployment"]','["[DE FACTO STANDARD]"]','[]','["test-automation-frameworks.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.linkedin.com/pulse/sharing-my-top-10-resources-use-while-preparing-aws-exams-semaan','linkedin: Sharing My Top 10 resources to use while preparing for AWS Certification Exams','','2022',0,'A curated checklist on LinkedIn highlighting ten top-tier learning resources for passing AWS certifications. Evaluates official documentation, third-party sandboxes, video bootcamps, and practice test platforms to optimize self-directed study schedules.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.linkedin.com/pulse/sharing-my-top-10-resources-use-while-preparing-aws-exams-semaan','linkedin: Sharing My Top 10 resources to use while preparing for AWS Certification Exams','','2022',0,'A curated checklist on LinkedIn highlighting ten top-tier learning resources for passing AWS certifications. Evaluates official documentation, third-party sandboxes, video bootcamps, and practice test platforms to optimize self-directed study schedules.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.linkedin.com/pulse/so-you-think-youre-associate-level-solutions-adrian-cantrill','linkedin.com/pulse: So, you think you''re an associate level Solutions Architect?','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','af8b6b316c92dfc4ba534b6da49b9b6290a0728a78acdcc77ecdc0d2ec95c65b',100.0,1779033089,1,'2026-05-17T17:51:29.292167+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-training.md"]','[]','{}','{}');
INSERTINTO"resources"VALUES('https://www.linkedin.com/pulse/sre-key-insights-done-right-way-shankar-muniyappa','linkedin.com: SRE: Key Insights-"Done the right way”','','2022',0,'Outlines foundational SRE principles emphasizing the alignment of software engineering practices with operations. Discusses error budgets, blameless postmortems, and building self-healing systems as pillars to avoid organizational friction.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.linkedin.com/pulse/test-automation-how-build-cicd-pipeline-using-pytest-nir-tal','linkedin: Test Automation - How To Build a CI/CD Pipeline Using Pytest and GitHub Actions','','2022',0,'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.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Automated Testing", "Pytest & GitHub Actions"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
@@ -16538,7 +16538,7 @@ INSERT INTO "resources" VALUES('https://www.llamaindex.ai/blog/building-a-financ
INSERTINTO"resources"VALUES('https://www.llamaindex.ai/blog/liteparse-v2-0-runs-everywhere','Up to 100x Fast Parsing with LiteParse v2.0 and Rust','LlamaIndex introduces LiteParse v2.0, a high-speed, local document parser written in Rust that operates without LLMs and compiles to WASM.','2026',4,'A deep dive into LiteParse v2.0, an open-source, lightweight layout parser rewritten from TypeScript into Rust for optimal performance in RAG systems.
*DistributesasnativebindingsforRust,Node,Python,andWebAssembly,enablingzero-cloud-dependencyparsingonresource-constrainededgeenvironments.','en','article','intermediate',0,'online','automatic','14e000f7e3b1e3ba6e360d1ae946a04ae4db70146143f425208e86a7f6db8901',NULL,1780352686,0,'2026-06-02T00:24:46.744617+02:00',NULL,NULL,NULL,'["Artificial Intelligence","Document Processing","Data Pipelines","Local-First Architecture"]','["EMERGING","COMMUNITY-TOOL"]','[]','[]','{}','{"category":"ai-agents-mcp","reputation_status":"Vetted","reputation_summary":"The release has generated significant positive momentum among developer pipelines, praised for enabling high-speed local PDF parsing without requiring cloud-based APIs.","social_preview_url":"https://cdn.sanity.io/images/7m9jw85w/production/d333fbe9c39009c23a3c9aa6424261d65e7694dc-2400x1352.png","source_provenance":"X.com (llama_index)","suggested_new_category":"document-parsing"}');
INSERTINTO"resources"VALUES('https://www.localstack.cloud','localstack.cloud','','2026',0,'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.','Python','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Testing & Chaos", "Local Emulation", "AWS Emulation"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.localstack.cloud','localstack.cloud','','2026',0,'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.','Python','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Testing & Chaos", "Local Emulation", "AWS Emulation"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.logicworks.net/blog/2016/01/aws-lambda-echo-cloud-automation','AWS Lambda, Echo, and the Future of Cloud Automation','','2016',0,'A historical analysis of voice automation and early event-driven serverless architectures using AWS Lambda alongside smart devices. Serves as a reference for evolutionary IoT and API integration models.','None','Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Serverless Architecture", "AWS Lambda"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.lucidchart.com/blog/agile-vs-waterfall-vs-kanban-vs-scrum','lucidchart.com: Agile vs. Waterfall vs. Kanban vs. Scrum: What’s the Difference?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','078237a51c6db96434b6d4bdc8c5d057cc7dd6a9bf48a686066fab910eb22207',100.0,1779034015,0,'2026-05-17T18:06:55.572274+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://lucid.co/blog/agile-vs-waterfall-vs-kanban-vs-scrum"}');
@@ -16999,7 +16999,7 @@ INSERT INTO "resources" VALUES('https://www.percona.com/blog/performance-of-vari
INSERTINTO"resources"VALUES('https://www.percona.com/blog/postgresql-14-database-monitoring-and-logging-enhancements','percona.com: PostgreSQL 14 Database Monitoring and Logging Enhancements','','2021',0,'An analytical exploration of PostgreSQL 14''s native database monitoring and logging enhancements. Details performance insights via pg_stat_activity, session tracking improvements, and query-level analysis. Highly recommended for DBAs designing robust production observability pipelines.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "PostgreSQL", "Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.percona.com/blog/should-i-create-an-index-on-foreign-keys-in-postgresql','percona.com: Should I Create an Index on Foreign Keys in PostgreSQL?','','2021',0,'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.','SQL','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "PostgreSQL", "Database Administration"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.percona.com/blog/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github','percona.com: Storing Kubernetes Operator for Percona Server for MongoDB Secrets in Github','','2021',0,'Demonstrates security pipelines for managing MongoDB database credentials inside GitHub. Automates deployment configurations securely through GitOps, injecting secrets directly to Percona Kubernetes Operator instances.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "Secrets Management"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.percona.com/blog/the-benefits-of-amazon-rds-for-mysql','percona.com: The Benefits of Amazon RDS for MySQL','','2021',3,'Curator Insight emphasizes Percona''s neutral evaluation of the trade-offs of hosting MySQL on Amazon RDS. Live Grounding confirms the study analyzes management convenience against limitations in configuration flexibility and performance tuning. Highly useful for database administrators comparing DIY cloud hosting with managed services.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Managed MySQL"]','["[COMMUNITY-TOOL]"]','[]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.percona.com/blog/the-benefits-of-amazon-rds-for-mysql','percona.com: The Benefits of Amazon RDS for MySQL','','2021',3,'Curator Insight emphasizes Percona''s neutral evaluation of the trade-offs of hosting MySQL on Amazon RDS. Live Grounding confirms the study analyzes management convenience against limitations in configuration flexibility and performance tuning. Highly useful for database administrators comparing DIY cloud hosting with managed services.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Managed MySQL"]','["[COMMUNITY-TOOL]"]','[]','["aws-databases.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes','percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes Operator for XtraDB Cluster)','','2021',4,'A technical case study using GKE CSI Volume Snapshots alongside the Percona Operator for MySQL XtraDB. Outlines mechanisms for zero-downtime database point-in-time synchronization and replication strategies.','Markdown','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "Database Snapshots"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.percona.com/community-blog/2020/10/01/database-schema-management-via-liquibase','percona: Database Schema Management Via Liquibase','','N/A',0,'A technical blog post by Percona illustrating step-by-step database schema version control using Liquibase. It highlights integration patterns with enterprise relational databases (MySQL, PostgreSQL) and demonstrates rollback strategies to ensure zero-downtime database upgrades.','English','Article','Intermediate',1,'duplicate','manual','dbb25546db06223519968cfca5009ca622bed4bfe9c42fcd7c4d324cb870fd38',100.0,1779033310,0,'2026-05-17T17:55:10.568534+02:00',NULL,NULL,NULL,'["Software Architecture", "Database Design", "Migration Patterns"]','["[COMMUNITY-TOOL]"]','["docs/liquibase.md"]','["liquibase.md"]','{}','{"duplicate_of": "https://percona.community/blog"}');
INSERTINTO"resources"VALUES('https://www.percona.com/doc/kubernetes-operator-for-pxc/index.html','Percona.com: Percona Kubernetes Operator for Percona XtraDB Cluster','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3fd43de075bbccc98595954eea6b7956469dd9c9d5af2da88d8016348f9f7bca',100.0,1779030482,0,'2026-05-17T17:08:02.375003+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://docs.percona.com/percona-operator-for-mysql/pxc/index.html"}');
@@ -17756,7 +17756,7 @@ INSERT INTO "resources" VALUES('https://www.returngis.net/2023/05/exponer-apis-e
INSERTINTO"resources"VALUES('https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops','Install Java 23 in an Azure DevOps Pipeline','','2025',3,'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.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud DevOps", "CI-CD Pipelines", "Build Environments", "Runtime Configuration"]','["[COMMUNITY-TOOL]"]','[]','["java_app_servers.md", "azure.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops','Dependabot Version Updates in Azure DevOps','','2025',0,'A configuration guide describing the implementation of automated Dependabot scanning mechanisms inside Azure DevOps repositories to detect and secure third-party dependencies.','YAML','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Security & Supply Chain", "Dependabot"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md", "azure.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.reuters.com/article/us-ibm-divestiture/ibm-to-break-up-109-year-old-company-to-focus-on-cloud-growth-idUSKBN26T1TZ','reuters.com: IBM to break up 109-year old company to focus on cloud growth'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering reuters.com: IBM to break up 109-year old company to focus on cloud growth'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032734,0,'2026-05-17T17:45:34.148052+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ibm_cloud.md"]','["ibm_cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.revenuecat.com/blog/engineering/replicating-a-postgresql-cluster-to-redshift','revenuecat.com: Replicating a postgresql cluster to redshift','','2020',4,'Curator Insight presents RevenueCat''s engineering experience replicating high-throughput transactional Postgres databases into AWS Redshift. Live Grounding evaluates the trade-offs of AWS DMS, custom streaming code, and data synchronization patterns. Offers real-world insights on scale, column-mapping issues, and operational bottlenecks.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Data Warehousing", "ELT Pipeline"]','["[ENTERPRISE-STABLE]"]','[]','["aws-databases.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.revenuecat.com/blog/engineering/replicating-a-postgresql-cluster-to-redshift','revenuecat.com: Replicating a postgresql cluster to redshift','','2020',4,'Curator Insight presents RevenueCat''s engineering experience replicating high-throughput transactional Postgres databases into AWS Redshift. Live Grounding evaluates the trade-offs of AWS DMS, custom streaming code, and data synchronization patterns. Offers real-world insights on scale, column-mapping issues, and operational bottlenecks.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Data Warehousing", "ELT Pipeline"]','["[ENTERPRISE-STABLE]"]','[]','["aws-databases.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.revenuecat.com/blog/replicating-a-postgresql-cluster-to-redshift','revenuecat.com: Replicating a postgresql cluster to redshift','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','07e47084b744cd02817de2f7a666ae03ebff46db63a3d32911f22f154cf41f94',100.0,1779030719,0,'2026-05-17T17:11:59.165400+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{"duplicate_of": "https://www.revenuecat.com/blog/engineering/replicating-a-postgresql-cluster-to-redshift"}');
INSERTINTO"resources"VALUES('https://www.revistacloudcomputing.com/2020/09/los-mejores-proveedores-de-kubernetes','revistacloudcomputing.com: Los mejores proveedores de Kubernetes','','2020',0,'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.','Spanish','Review','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Managed Offerings", "Provider Comparison"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.rexegg.com/regex-tricks.php','rexegg.com: Regex Syntax Tricks','','2022',0,'A comprehensive deep dive into advanced regular expression mechanics, detailing lookarounds, capture groups, and backreferences. Indispensable for creating fine-tuned, complex parsing expressions for server logs, configurations, and raw telemetry data.','Regex','Reference Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Linux", "Text Processing", "Regex"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
@@ -18187,7 +18187,7 @@ INSERT INTO "resources" VALUES('https://www.tecmint.com/watchman-monitor-file-ch
INSERTINTO"resources"VALUES('https://www.telekom-mms.com/blog','Ansible Let''s Encrypt Collection','','2022',0,'A specialized Ansible Collection designed to automate the lifecycle of Let''s Encrypt TLS/SSL certificates. It leverages the ACME protocol to orchestrate automated domain validation, certificate issuance, renewal, and web server configuration reloading across infrastructure.','Python','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Security Automation"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.telerik.com/blogs/your-first-microservice-dotnet-6','telerik.com: Your First Microservice in .NET 6','','2021',4,'A hands-on guide to building a microservice using ASP.NET Core 6 Minimal APIs. Demonstrates how to write lightweight, highly optimized web APIs with minimal boilerplate code, perfect for deployment within containerized clusters.','C#','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", ".NET Framework", "Microservices Design"]','["[ENTERPRISE-STABLE]"]','[]','["dotnet.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.tenable.com/blog/access-undenied-on-aws','ermetic.com: Access Undenied on AWS','','2023',0,'The introductory technical blog post outlining the implementation of Access Undenied on AWS. It explains how parsing multi-layered IAM restrictions (such as Permission Boundaries, Service Control Policies, and Session Policies) helps platform teams resolve frustrating ''implicit deny'' errors. Essential reading for operations engineers transitioning to strict zero-trust IAM governance.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.tenable.com/blog/access-undenied-on-aws','ermetic.com: Access Undenied on AWS','','2023',0,'The introductory technical blog post outlining the implementation of Access Undenied on AWS. It explains how parsing multi-layered IAM restrictions (such as Permission Boundaries, Service Control Policies, and Session Policies) helps platform teams resolve frustrating ''implicit deny'' errors. Essential reading for operations engineers transitioning to strict zero-trust IAM governance.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.tenable.com/cloud-security/products/cnapp','accurics.com: Terraform Security: Improving IaC Scans with Terraform Plan Output','','2022',0,'Analyzes how importing serialized Terraform plan files (tfplan.json) into static analysis engines (now part of Tenable CNAPP) delivers far more precise security scans than analyzing static HCL files alone, thereby reducing false-positive rates.','English','Technical Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security & Identity", "Compliance Auditing"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.tenable.com/cloud-security/solutions/iac','terrascan 🌟','','2025',4,'An advanced static analysis framework for Infrastructure as Code. Scan Helm, Terraform, and Docker configurations for critical vulnerability flags, configuration flaws, and structural security compliance failures.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Security", "Static Analysis"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.terraform-best-practices.com','terraform-best-practices.com 🌟','','2025',0,'The comprehensive industry reference manual outlining community-validated coding styles, state file segmenting strategies, remote locking configurations, and automated enterprise pipeline architectures.','English','Best Practices Book','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{"duplicate_of": "https://github.com/antonbabenko/terraform-best-practices"}');
@@ -18277,7 +18277,7 @@ INSERT INTO "resources" VALUES('https://www.theodo.com/en-fr/blog/kubernetes-tec
INSERTINTO"resources"VALUES('https://www.theodo.com/en-fr/blog/openshift-what-templates-should-you-use-helm-or-openshift','Templating on OpenShift: should I use Helm templates or OpenShift templates? 🌟','','2019',0,'A comparative analysis contrasting OpenShift native templates with Helm charts. Outlines how Helm''s global community, revision tracking, and subchart structures provide a superior template solution for complex microservice environments.','Yaml','Comparative Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["App Development", "Packaging", "Helm Charts"]','["[EMERGING]", "[GUIDE]"]','[]','["ocp3.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.theodo.com/en-fr/blog/what-is-finops-and-what-are-its-best-practices','padok.fr: FinOps, or the Culture of Cloud Cost Optimization','','2022',0,'An educational article explaining the cultural and operational shifts of FinOps. Outlines key engineering methodologies like rightsizing, continuous monitoring, auto-scaling, and utilizing spot instances within Kubernetes to drive efficient unit economics.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Financial Operations", "FinOps", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["finops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.theodo.com/expertise/cloud',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.theodo.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1779130495,0,'2026-05-18T20:54:55.002429+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.theregister.co.uk/2016/07/13/trainline_dumps_oracle_microsoft_goes_full_aws_cto_interview','Trainline.com dumps Oracle and Microsoft, gulps AWS Kool-Aid','','2016',0,'Curator Insight records Trainline''s radical migration from legacy on-prem Oracle and Microsoft SQL/Windows monoliths to AWS. Live Grounding notes this historical case study illustrates the industry''s massive mid-2010s migration pattern, proving that legacy modernization directly unlocks operational agility and cloud scalability.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Migration Journeys", "Trainline"]','["[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.theregister.co.uk/2016/07/13/trainline_dumps_oracle_microsoft_goes_full_aws_cto_interview','Trainline.com dumps Oracle and Microsoft, gulps AWS Kool-Aid','','2016',0,'Curator Insight records Trainline''s radical migration from legacy on-prem Oracle and Microsoft SQL/Windows monoliths to AWS. Live Grounding notes this historical case study illustrates the industry''s massive mid-2010s migration pattern, proving that legacy modernization directly unlocks operational agility and cloud scalability.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Migration Journeys", "Trainline"]','["[LEGACY]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.theregister.co.uk/2020/04/08/docker_opens_up_compose_specification','theregister.co.uk: Compose yourselves – Docker has published multi-container'' app spec, needs contributors to help maintain and develop it','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','42b4a85b414136d23b36d91cdbc0477fe310d8396a655e059be5d8814b6cf824',100.0,1779034231,0,'2026-05-17T18:10:31.562652+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2020/04/08/compose-yourselves-docker-has-published-multi-container-app-spec-needs-contributors-to-help-maintain-and-develop-it/311866"}');
INSERTINTO"resources"VALUES('https://www.theregister.com/2020/09/21/diffblue_let_ai_code_unit_tests','theregister.com: Coding unit tests is boring. Wouldn''t it be cool if an'' AI could do it for you? That''s where Diffblue comes in','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3bbd46c382ed9b495d1d7bf7203c88d97a15677cfc55c12e49cfa179ae0a9589',100.0,1779034154,0,'2026-05-17T18:09:14.792664+02:00',NULL,NULL,NULL,'[]','[]','["docs/testops.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2020/09/21/coding-unit-tests-is-boring-wouldnt-it-be-cool-if-an-ai-could-do-it-for-you-thats-where-diffblue-comes-in/318634"}');
INSERTINTO"resources"VALUES('https://www.theregister.com/2020/09/22/microservices_talk_gotopia','theregister.com: Microservices guru says think serverless, not Kubernetes:'' You don''t want to manage ''a towering edifice of stuff','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2b84590347e5453dfb8d33b333d752bb0bd783eed465a3cc63d234367b311f28',100.0,1779030326,0,'2026-05-17T17:05:26.988189+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2020/09/22/microservices-guru-says-think-serverless-not-kubernetes-you-dont-want-to-manage-a-towering-edifice-of-stuff/353334"}');
@@ -18391,7 +18391,7 @@ INSERT INTO "resources" VALUES('https://www.tutorialspoint.com/openshift/index.h
INSERTINTO"resources"VALUES('https://www.tutorialworks.com/difference-docker-containerd-runc-crio-oci','tutorialworks.com: The differences between Docker, containerd, CRI-O and runc','','2021',4,'A technical comparison of the modern containerization layer. Clarifies the historical shift from standard Docker daemons to high-performance low-level runtimes like containerd and CRI-O via the Container Runtime Interface (CRI).','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Container Runtime", "OCI Standards"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.tutorialworks.com/podman-systemd','tutorialworks.com: How to Start Containers Automatically, with Podman and Systemd','','2021',0,'A deep dive into container auto-start architectures utilizing systemd unit files synthesized via `podman generate systemd`. This approach leverages native Linux init systems for container lifecycle orchestration, service restart policies, dependency tracking, and journald telemetry without requiring daemon overhead.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Service Orchestration", "Systemd Integration"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.twitch.tv/acloudguruofficial','twitch.tv/acloudguruofficial','','2022',0,'Interactive live streaming channel by A Cloud Guru. Features technical walkthroughs, Q&A sessions, real-time live-labs, and exam prep discussions, serving as a live community resource for DevOps engineers and cloud architects.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "Training", "Community Learning"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.twitch.tv/acloudguruofficial','twitch.tv/acloudguruofficial','','2022',0,'Interactive live streaming channel by A Cloud Guru. Features technical walkthroughs, Q&A sessions, real-time live-labs, and exam prep discussions, serving as a live community resource for DevOps engineers and cloud architects.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "Training", "Community Learning"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.twitch.tv/redhatopenshift','twitch.tv/redhatopenshift','','2026',3,'Interactive Twitch channel showing weekly live engineering sessions, cluster debugging, and community architecture discussions. Allows platform engineers to interact directly with Red Hat designers, offering a unique venue for informal, high-fidelity technical Q&A.','English','Live Stream','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Community & Collaboration", "Media & Streaming"]','["[COMMUNITY-TOOL]"]','[]','["openshift.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.typescriptlang.org','docs.microsoft.com: Build JavaScript applications using TypeScript','','2026',0,'Official guides outlining TypeScript integration for scalable JavaScript apps. Discusses compile-time interfaces, strong typing decorators, modular configurations, and class structures optimized for reliable cloud deployment.','TypeScript','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Languages", "TypeScript"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.uber.com/us/en/blog/modernizing-artifact-storage','Modernizing Artifact Storage at Uber','How Uber transitioned from an on-premise custom cluster to a modernized, managed cloud storage system to handle global monorepo dependencies.','2026',4,'Curator Insight: A classic systems engineering case study showing how large monorepo developer workflows can be optimized by migrating build-time dependency resolution to managed cloud storage. Live Grounding (MCP): Production evaluations detail Uber''s decade-long on-prem legacy architecture and the hybrid multi-region cloud deployment that replaced it, achieving robust SLA guarantees while significantly reducing cluster operational overhead.','English','article','Advanced',0,'online','automatic','N/A',NULL,1780352705,0,'2026-06-02T00:25:05.314541+02:00',NULL,NULL,NULL,'["DevOps and SRE", "Artifact Lifecycle Management", "Hybrid Infrastructure"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "cicd-kubernetes-plugins", "reputation_status": "Vetted", "reputation_summary": "Regarded as a highly informative, production-proven architectural reference for massive monorepo scaling and build system optimization.", "social_preview_url": "", "source_provenance": "X.com (UberEng)", "suggested_new_category": ""}');
@@ -18444,7 +18444,7 @@ INSERT INTO "resources" VALUES('https://www.valuecoders.com/blog/devops/devops-f
INSERTINTO"resources"VALUES('https://www.valuecoders.com/blog/technology-and-apps/why-should-you-adopt-devops-to-deliver-business-value-rapidly','valuecoders.com: Why Should You Adopt DevOps To Deliver Business Value Rapidly?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','69d68e5ed9f0e9e266490863c10b062815149eedfd6e41a4d7f1c86459c0406c',100.0,1779032820,0,'2026-05-17T17:47:00.168067+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{"duplicate_of": "https://www.valuecoders.com/blog/devops/devops-for-enterprises-growth"}');
INSERTINTO"resources"VALUES('https://www.vamsitalkstech.com/architecture/a-deepdive-into-kubernetes-multitenancy-1-2','vamsitalkstech.com: Introduction to Kubernetes Multi-tenancy..(1/2)','','2021',0,'Part one of a multi-tenancy deep dive introducing isolation concepts. Examines the baseline challenges of tenant workloads on shared control planes and hypervisor-driven isolation schemes.','Go','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Core Architecture"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.vamsitalkstech.com/architecture/kubernetes-multitenancy-best-practices-architecture-models-2-2','vamsitalkstech.com: Kubernetes Multi-tenancy Best Practices & Architecture Model..(2/2)','','2021',0,'Part two of a multi-tenancy deep dive comparing logical soft multi-tenancy to hard isolated virtualization layers. Analyzes the financial and security profiles of disparate cluster design approaches.','Go','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Architectural Models"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.vantage.sh','vantage.sh','','2026',0,'Vantage.sh is a modern cloud cost management (FinOps) platform providing deep visibility into AWS, Snowflake, and Kubernetes expenditures. It aggregates resource usage metrics to recommend automated saving policies, RI purchasing, and spot transitions. Grounding confirms its role as a premier enterprise tool to manage complex multi-cloud financial posture.','N/A','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.vantage.sh','vantage.sh','','2026',0,'Vantage.sh is a modern cloud cost management (FinOps) platform providing deep visibility into AWS, Snowflake, and Kubernetes expenditures. It aggregates resource usage metrics to recommend automated saving policies, RI purchasing, and spot transitions. Grounding confirms its role as a premier enterprise tool to manage complex multi-cloud financial posture.','N/A','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.varinsights.com/doc/parallel-system-validation-the-end-of-devops-0001','softwarebusinessgrowth.com: Parallel System Validation – The End Of DevOps','','2021',0,'A strategic discussion surrounding ''Parallel System Validation'', exploring how real-time replication of production traffic to test stages replaces older, sequential Dev-Test-Deploy loops with continuous assurance environments.','Markdown','Article','Advanced',1,'online','manual','5915c597db52bbb75978a05bb57ffb1d5c0bd2e6a4cc0ced583c546bd6d8258e',100.0,1779130494,1,'2026-05-18T20:54:54.935413+02:00',NULL,NULL,NULL,'["Development Methodology", "DevOps", "Validation"]','["[COMMUNITY-TOOL]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.varnish-cache.org/installation/redhat','varnish-cache.org: Installation on RedHat','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9c783895f617ffb07864a3f74b5b16cd11e775762735203c0c8690b8e9fa8faf',100.0,1779030173,0,'2026-05-17T17:02:53.194646+02:00',NULL,NULL,NULL,'[]','[]','["docs/caching.md"]','[]','{}','{"duplicate_of": "https://vinyl-cache.org/docs/trunk/installation/index.html"}');
@@ -18556,7 +18556,7 @@ INSERT INTO "resources" VALUES('https://www.welivesecurity.com/es/recursos-herra
INSERTINTO"resources"VALUES('https://www.welivesecurity.com/la-es/2021/12/16/que-deben-saber-lideres-empresas-sobre-log4shell','welivesecurity.com: Lo que todo líder de una empresa debe saber sobre Log4Shell','','2021',0,'A Spanish-language security guide that explains the strategic implications of the Log4Shell vulnerability for business leaders. It outlines steps for mapping organizational risk exposure, coordinating IT teams, and auditing third-party software vendors. This guide provides valuable insights for aligning compliance goals with technical remediation efforts.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Spanish Technical Advisory"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.whizlabs.com','Whizlabs','','2026',4,'Professional certification training platform offering detailed exam preparation simulations for CKA, CKAD, and CKS. Combines structured video guides with cloud-based sandboxes to test real-world debugging capabilities, container engineering, and system security practices.','English','Training Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Certifications", "Cloud & DevOps"]','["[ENTERPRISE-STABLE]"]','[]','["elearning.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.whizlabs.com/blog/google-cloud-platform','whizlabs.com: Introduction To Google Cloud Platform','','2026',0,'A comprehensive introductory article mapping out GCP foundational structures, virtual machine instances, VPC networking, storage classes, and certification paths for beginners.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Public Cloud", "Training"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.whizlabs.com/blog/kinesis-vs-kafka','whizlabs.com: AWS Kinesis vs Kafka Apache','','2021',4,'Comparative architectural review between AWS Kinesis and Apache Kafka. Analyzes data retention policies, throughput capabilities, scaling overheads, and total cost of ownership (TCO) profiles.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Event Streaming", "Comparison"]','["[ENTERPRISE-STABLE]"]','[]','["aws-data.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.whizlabs.com/blog/kinesis-vs-kafka','whizlabs.com: AWS Kinesis vs Kafka Apache','','2021',4,'Comparative architectural review between AWS Kinesis and Apache Kafka. Analyzes data retention policies, throughput capabilities, scaling overheads, and total cost of ownership (TCO) profiles.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Event Streaming", "Comparison"]','["[ENTERPRISE-STABLE]"]','[]','["aws-data.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.wildfly.org','WildFly','','2026',4,'The project homepage for WildFly, Red Hat''s open-source application server executing modern Jakarta EE specifications. Live Grounding highlights WildFly as a high-performance, modular system featuring fast startup and low memory usage, heavily favored for container deployments.','English','Website','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "WildFly"]','["[ENTERPRISE-STABLE]"]','[]','["java_app_servers.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.wired.co.uk/article/great-resignation-quit-job','wired.co.uk: The Great Resignation is here and no one is prepared','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','548b3e30425ae4de1adb674d0c024f4d20e7de886ad36ea05d8e2dba30b0e058',100.0,1779030444,0,'2026-05-17T17:07:24.015108+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{"duplicate_of": "https://www.wired.com/story/great-resignation-quit-job"}');
INSERTINTO"resources"VALUES('https://www.wired.com/story/calendly-google-calendar-appointment-schedule','wired.com: Google Calendar''s ‘Appointment Schedule’ Is Good, Not Great','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3aeb1741de2047f28aca8ac3460ea7d9ef37dee20194e4d0042d252ad21a35f3',100.0,1779034155,1,'2026-05-17T18:09:15.902698+02:00',NULL,NULL,NULL,'[]','[]','["docs/appointment-scheduling.md"]','[]','{}','{}');
@@ -18983,7 +18983,7 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Hg-YsUITnck','yo
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=HinwLb2lpLQ','AWS Summit Series 2016 | London: Deep Dive on Elastic Load Balancing','','2016',0,'A detailed architectural retrospective on AWS ELB, tracing its path from Classic Load Balancer (CLB) to specialized Application (ALB) and Network (NLB) balancers. While archived, it provides unmatched technical insights into early AWS software-defined networking design.','English','video','advanced',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Load Balancing", "Deep Dive"]','["[LEGACY]"]','[]','["aws-networking.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=INv-VCZvM_o','DevOps with Azure, Kubernetes, and Helm','','2022',0,'Integration guide demonstrating the deployment of multi-tier applications onto Azure Kubernetes Service (AKS) using Helm. Clarifies Managed Identity setups and DevOps pipelines optimized for cloud-native workloads.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Cloud Platforms", "Azure AKS", "Helm Integration"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=IORvnr4u8z8','youtube: Transforma tu EMPRESA con Terraform: Catálogo de Servicios | Nito Moreno','','2023',3,'A Spanish-language technical resource focusing on shifting enterprise IT from manual ticketing workflows to a self-service infrastructure catalog powered by Terraform. Discusses how pre-approved configurations can align with security protocols and automated budgets. Live grounding highlights that catalog-driven provisioning drastically increases velocity while enforcing enterprise guardrails.','HCL','Video','Intermediate',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"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=IUvUmqu1MBQ','London DevOps - Trainline, A DevOps Journey - Chris Turvil','','2016',0,'Curator Insight tracks the cultural and technical journey of Trainline’s DevOps transition during their full AWS migration. Live Grounding points to this talk as a textbook cultural reference, showing that microservices and infrastructure modernization fail without a parallel shift in organizational communication and delivery practices.','N/A','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Migration Journeys", "Trainline"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=IUvUmqu1MBQ','London DevOps - Trainline, A DevOps Journey - Chris Turvil','','2016',0,'Curator Insight tracks the cultural and technical journey of Trainline’s DevOps transition during their full AWS migration. Live Grounding points to this talk as a textbook cultural reference, showing that microservices and infrastructure modernization fail without a parallel shift in organizational communication and delivery practices.','N/A','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Migration Journeys", "Trainline"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=Icnv1DDAQOg','GitHub Actions desde CERO: automatiza tus proyectos como un PRO','En este vídeo vamos a ver cómo automatizar tareas en tus proyectos usando GitHub Actions: desde crear tu primer workflow hasta montar un pipeline de CI/CD para instalar dependencias, ejecutar tests, hacer builds y preparar despliegues. [SPANISH CONTENT]','2024',4,'A comprehensive Spanish-language video tutorial detailing the implementation of automated workflows using GitHub Actions. It covers core CI/CD concepts including events, jobs, steps, environment variables, and reusable marketplace actions. Demonstrates how to design robust pipelines that run automated testing, build assets, and manage secure application deployments. [SPANISH CONTENT]','Spanish','video','Beginner',0,'online','automatic','585412d22f7ac2bda8c75c1c76d62748af29ac34f70fd89ecf85bb9fe3a05575',NULL,1780352282,0,'2026-06-02T00:18:02.814393+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "GitHub Actions", "Automation"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "cicd-kubernetes-plugins", "reputation_status": "Vetted", "reputation_summary": "Highly praised tutorial in the Spanish-speaking community by Midudev, noted for its clear step-by-step methodology and production-ready examples.", "social_preview_url": "https://img.youtube.com/vi/Icnv1DDAQOg/maxresdefault.jpg", "source_provenance": "X.com (midudev)", "suggested_new_category": ""}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=J7R-T9Y1x3Y','Kubernetes New Contributor Orientation','Official Kubernetes New Contributor Orientation session video from September 16, 2025.','2025',4,'This orientation outlines the governance, SIG (Special Interest Group) structure, and contribution pipelines crucial for participating in the development of the Kubernetes ecosystem. It details the technical workflow of submitting contributions, including navigating the repository layout, adhering to OWNERS files guidelines, and leveraging Prow-based automated testing. Mastering these processes empowers cloud native architects in 2026 to successfully upstream optimizations, maintain enterprise forks, and directly influence upstream API standards.','en','video','Beginner',0,'duplicate','automatic','27c7fb4beadbdf3d6edccd8c2ccc1e4cdff811e933e8dc7bf8a19f4fb5844565',NULL,1780352414,0,'2026-06-02T00:20:14.115643+02:00',NULL,NULL,NULL,'["Kubernetes", "Community", "Contributor Onboarding"]','["[GUIDE]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official CNCF session targeting the onboarding of new community contributors to Kubernetes projects.", "social_preview_url": "https://img.youtube.com/vi/J7R-T9Y1x3Y/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "kubernetes-community", "technology": "Kubernetes", "duplicate_of": "https://www.youtube.com/watch?v=36aGHlsxlow"}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=JC_PB1yZcIc','OpenShift 4 Resource Management','','2020',0,'An informative session demonstrating effective scheduling, configuration, and governing mechanics of OpenShift 4 resources. Highlights the use of LimitRanges, ResourceQuotas, and Node selectors.','None','Video Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "Resource Management", "Governance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ocp3.md"]','{}','{}');
@@ -19057,7 +19057,7 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=cBS2bHhw0Pg&list
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=cBS2bHhw0Pg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=3&pp=iAQB','What''s new in Chrome','Discover the cutting edge of web development and learn where Chrome is taking the browser in 2026. Explore new capabilities that make the web more capable, reliable, and intelligent.','2026',4,'An architectural overview of modern browser development and Chrome capabilities in 2026. Focuses on built-in client-side AI modules, modern WebAssembly execution speeds, and new debugging protocols in Chrome DevTools. Essential for frontend architects aligning their stacks with native web specifications.','en','video','intermediate',0,'duplicate','automatic','48bd4b5fa3c8d57bb3f2bcc5c0c92116c05fcd5f3fbc4651b2a8137f1d08fad5',NULL,1780352013,0,'2026-06-02T00:13:33.434706+02:00',NULL,NULL,NULL,'["Web Development", "Browsers", "Chrome", "Developer Tools"]','["[GUIDE]"]','[]','[]','{}','{"category": "hr", "reputation_status": "Vetted", "reputation_summary": "Official Google I/O session video with strong developer community trust and direct engineering insights [1.1.1].", "social_preview_url": "https://img.youtube.com/vi/cBS2bHhw0Pg/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": "", "duplicate_of": "https://www.youtube.com/watch?v=cBS2bHhw0Pg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=3"}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=cZ1S2Gp47ng','Delve into Helm: Advanced DevOps','','2022',0,'Deep-dive educational video analyzing advanced templating, customized hooks, and Helm execution patterns in Enterprise environments. Explains structural lifecycle hooks and complex value manipulation to secure production-ready application pipelines.','English','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Package Management", "Helm", "DevOps"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=cj_LoG6C2xk&list=PLR3sVanzLpJN6BiYS20K4BMPpiDGifbZy','youtube: AWS OpsWorks Overview and Demo','','2016',0,'Visual and technical walkthrough demonstrating configuration layers, application deployments, and runtime lifecycle hooks executed via AWS OpsWorks stack engines.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Configuration Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=cj_LoG6C2xk&list=PLR3sVanzLpJN6BiYS20K4BMPpiDGifbZy','youtube: AWS OpsWorks Overview and Demo','','2016',0,'Visual and technical walkthrough demonstrating configuration layers, application deployments, and runtime lifecycle hooks executed via AWS OpsWorks stack engines.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Configuration Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=eFxFtUpAT9s','youtube: OpenShift 4 OAuth Identity Providers','','2020',0,'A video presentation detailing identity federation. It explains configuration patterns for LDAP, Active Directory, and custom OAuth providers on OpenShift.','English','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Identity & Access", "OAuth Providers"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=eMOzF_xAm7w','Zero to Kubernetes CI/CD in 5 minutes with Jenkins and Helm','','2021',0,'Demonstrates rapid bootstrap of a Jenkins-driven CI/CD workflow utilizing Helm charts for packaging. Showcases how automation systems leverage the Helm CLI to rapidly package, version, and deploy builds into target namespaces.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Continuous Integration", "CI-CD Pipelines", "Jenkins"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.youtube.com/watch?v=efiMiaFjtn8&feature=youtu.be','youtube: deployment strategies in kubernetes | recreate | rolling update | blue/green | canary','','2021',4,'An illustrative tutorial reviewing deployment paradigms. Compares Recreate, Rolling Update, Blue-Green, and Canary rollout strategies alongside architectural trade-offs.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Management", "Deployments", "Strategies"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
@@ -19364,7 +19364,7 @@ INSERT INTO "resources" VALUES('https://grafana.com/blog/testing-shift-left-obse
INSERTINTO"resources"VALUES('https://grafana.com/blog/introducing-grafana-faro-oss-application-observability','grafana.com: Introducing Grafana Faro, an open source project for frontend application observability','','2022',0,'Introduces Grafana Faro, an open-source JavaScript SDK designed to capture frontend Web-Vitals, console exceptions, and real-user-monitoring (RUM) metrics. Faro integrates client-side trace-contexts with backend services via OpenTelemetry, enabling end-to-end transaction transparency. A critical tool for aligning frontend application performance with deep backend container telemetries.','English','Technical Announcement','Intermediate',1,'duplicate','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.542475+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Application Observability", "Grafana Faro (RUM)"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2022/11/02/introducing-grafana-faro-oss-application-observability"}');
INSERTINTO"resources"VALUES('https://grafana.com/oss/grafana','grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated plugin management, and more','','2021',0,'Technical announcement detailing the new capabilities in Grafana 8.1, including the rewritten unified Geomap panel, automated annotations query integrations, and an upgraded interface for local plugin management. These features enhance geographical spatial data analysis and speed up event correlation during active incident mitigation.','English','Product Release Note','Intermediate',0,'duplicate','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.548015+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Releases"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/08/05/grafana-8.1-released-new-geomap-and-annotations-panels-updated-plugin-management-and-more"}');
INSERTINTO"resources"VALUES('https://grafana.com/blog','grafana.com: Introducing the AWS CloudWatch integration, Grafana Cloud''s first fully managed integration','','2021',0,'Focuses on Grafana Cloud''s fully managed integration for AWS CloudWatch. Automates connection configurations, IAM policy templates, and out-of-the-box system dashboards to rapidly pull metrics from EC2, RDS, and ECS without setting up complex collectors. This SaaS integration reduces initial ingestion setups down to minutes.','English','Integration Guide','Intermediate',0,'online','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.881004+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Cloud Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/solutions/case-studies','aws.amazon.com: Trainline Case Study','','2019',0,'Architectural case study mapping Trainline''s migrations onto AWS using ECS containerized deployments and RDS clusters. Demonstrates successful reduction in database locking periods and outlines zero-downtime blue/green microservice delivery strategies.','N/A','Case Study','Advanced',1,'online','manual',NULL,NULL,1781430004,0,'2026-06-14T11:40:04.301060+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Case Studies", "Enterprise Scale"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://aws.amazon.com/solutions/case-studies','aws.amazon.com: Trainline Case Study','','2019',0,'Architectural case study mapping Trainline''s migrations onto AWS using ECS containerized deployments and RDS clusters. Demonstrates successful reduction in database locking periods and outlines zero-downtime blue/green microservice delivery strategies.','N/A','Case Study','Advanced',1,'online','manual',NULL,NULL,1781430004,0,'2026-06-14T11:40:04.301060+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Case Studies", "Enterprise Scale"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://about.gitlab.com/blog/how-is-ai-ml-changing-devops','about.gitlab.com: How is AI/ML changing DevOps?','','2023',0,'Investigates the evolving integration of AI and Machine Learning inside DevSecOps pipelines. Discusses automated code suggestion mechanisms, ML-driven vulnerability remediation, and predictive diagnostic models, outlining the performance gains and code-security shifts this creates inside delivery loops.','N/A','Article','Intermediate',0,'duplicate','manual',NULL,NULL,1781430004,0,'2026-06-14T11:40:04.450458+02:00',NULL,NULL,NULL,'["Software Engineering", "DevOps", "AI-Assisted Workflows"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2022/11/16/how-is-ai-ml-changing-devops"}');
INSERTINTO"resources"VALUES('https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas','technologyreview.es: "Las empresas que empiezan a lo grande con la IA fracasan más" 🌟','','2023',4,'Analytical piece focusing on enterprise strategies for AI adoption, arguing that companies attempting large-scale, over-ambitious transformations from day one experience higher failure rates. Advocates for incremental, focused deployments coupled with robust cultural and organizational shifts. Highly recommended reading for CTOs and enterprise architects. [SPANISH CONTENT]','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,1781736180,0,'2026-06-18T00:43:00.627428+02:00',NULL,NULL,NULL,'["Management and Strategy", "Artificial Intelligence", "Enterprise Transformation"]','["[ENTERPRISE-STABLE]"]','[]','["ai.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://nubenetes.com/networking','Networking Cheat Sheet','','2022',0,'Consolidated technical reference detailing essential low-level networking parameters, CIDR calculations, subnetting concepts, and critical routing architectures. Serves as a quick diagnostic lookup sheet for standard network protocol analysis and port troubleshooting.','N/A','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,1781430014,0,'2026-06-14T11:40:14.293944+02:00',NULL,NULL,NULL,'["Networking", "Reference", "Network Cheat Sheets"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
@@ -19372,7 +19372,7 @@ INSERT INTO "resources" VALUES('https://accounts.google.com/v3/signin/identifier
INSERTINTO"resources"VALUES('https://sakaiproject.atlassian.net/wiki','confluence.sakaiproject.org','','2021',0,'Central wiki repository hosted by Atlassian Confluence detailing design decisions, setup scripts, and architectural patterns of the open-source Sakai educational software suite. Highly valued for tracing monolithic Java stack layouts and migrations.','Java','Documentation','Intermediate',0,'online','manual',NULL,NULL,1781430025,0,'2026-06-14T11:40:25.200167+02:00',NULL,NULL,NULL,'["Collaboration", "Documentation", "Project Wikis"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.pulumi.com/registry/packages','Pulumi Cloud Providers','','2024',0,'The central registry portal hosting official Pulumi cloud infrastructure providers. Enables multi-cloud platform declaration (AWS, Kubernetes, Azure, GCP) using modern programming languages, supporting highly parameterized microservice deployments.','Multi-Language','Registry','Intermediate',0,'online','manual',NULL,NULL,1781430025,0,'2026-06-14T11:40:25.237290+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Multi-Cloud", "Pulumi Registry"]','["[COMMUNITY-TOOL]"]','[]','["pulumi.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.ufcquechoisir-brest.org','CheatSheet for JMeter __time Function Calls','','2019',0,'Quick syntax sheet formatting the use of Apache JMeter `__time` variables during heavy performance evaluation loops. Note: The target URL appears redirected or potentially compromised; users should reference direct JMeter core documentation instead.','N/A','Cheat Sheet','Beginner',0,'duplicate','manual',NULL,NULL,1781430025,0,'2026-06-14T11:40:25.270184+02:00',NULL,NULL,NULL,'["Quality Assurance", "Performance Testing", "Apache JMeter"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://hellotestworld.com/2016/02/02/cheatsheet-for-jmeter-__time-function-calls"}');
INSERTINTO"resources"VALUES('https://developer.amazon.com','New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour','','2017',0,'Step-by-step developer tutorial detailing integration patterns between the Alexa Skills Kit and AWS Lambda serverless functions. Marked legacy as current conversational AI models have largely replaced basic programmatic trivia setups in production.','JavaScript','Tutorial','Beginner',1,'online','manual',NULL,NULL,1781430026,0,'2026-06-14T11:40:26.063641+02:00',NULL,NULL,NULL,'["Serverless", "Voice User Interfaces", "Alexa Skills"]','["[GUIDE]", "[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://developer.amazon.com','New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour','','2017',0,'Step-by-step developer tutorial detailing integration patterns between the Alexa Skills Kit and AWS Lambda serverless functions. Marked legacy as current conversational AI models have largely replaced basic programmatic trivia setups in production.','JavaScript','Tutorial','Beginner',1,'online','manual',NULL,NULL,1781430026,0,'2026-06-14T11:40:26.063641+02:00',NULL,NULL,NULL,'["Serverless", "Voice User Interfaces", "Alexa Skills"]','["[GUIDE]", "[LEGACY]"]','[]','["aws-miscellaneous.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fgroups%2F49531%2F49531-6092152919937794052','Linkedin Discussion','1. Don''t do just a single check, the first check will be a lot slower as DNS lookups will need to be done, etc.
INSERTINTO"resources"VALUES('https://www.postman.com/state-of-api/2025','postman.com: Postman State of the API Report 🌟','','2025',0,'The Postman 2025 State of the API Report. Synthesizes empirical telemetry and global developer feedback detailing the rise of API-first designs, modern validation toolchains, protocol shifts toward gRPC, and the growing ubiquity of AI-augmented API design.','N/A','Report','Intermediate',1,'online','manual',NULL,NULL,1781430036,0,'2026-06-14T11:40:36.255583+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "Industry Surveys"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
@@ -19382,7 +19382,7 @@ INSERT INTO "resources" VALUES('https://developers.googleblog.com/introducing-gr
INSERTINTO"resources"VALUES('https://www.reply.com/solidsoft-reply/en','reply.com: Web Services: SOAP and REST - A Simple Introduction','- SOAP is a communications protocol while REST is a set of architectural principles for data transmission.
-Thechoiceonwhichtouseistotallydependentonwhattherequirement.Forexample,SOAPisabetterchoiceforapplicationsthathavecomplexAPIsoastodescribetheservicesandmethods,whereformalcontractsareagreedfortheexchangeformat,whereaguaranteedlevelofsecurityisrequiredetc.RESTwillbepreferredwhenlimitingbandwidthandresources,whenoperationsarecanbestatelessandtheinformationcanbecached.','2020',0,'AfundamentalcomparativebreakdownofSOAP(protocol-drivenXML)vsREST(architecturalconstraints/JSON).Explainssystemperformancetrade-offs,securitycontrols(WS-Security),andstatemanagementrequirementsinsidedistributedsystems.','N/A','Guide','Beginner',1,'online','manual',NULL,NULL,1781430039,0,'2026-06-14T11:40:39.447140+02:00',NULL,NULL,NULL,'["Software Engineering","API Design","SOAP vs REST"]','["[COMMUNITY-TOOL]","[GUIDE]"]','[]','["api.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://nubenetes.com/demos','AWS Samples (Boilerplates)','','2024',0,'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.','Multi-Language','Boilerplate','Intermediate',1,'online','manual',NULL,NULL,1781430039,0,'2026-06-14T11:40:39.789941+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Boilerplates", "AWS Templates"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://nubenetes.com/demos','AWS Samples (Boilerplates)','','2024',0,'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.','Multi-Language','Boilerplate','Intermediate',1,'online','manual',NULL,NULL,1781430039,0,'2026-06-14T11:40:39.789941+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Boilerplates", "AWS Templates"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "aws.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-iam433','ermetic.com: Diving Deeply into IAM Policy Evaluation – Highlights from AWS re:Inforce IAM433','','2022',0,'An in-depth analysis of AWS Identity and Access Management policy logic based on re:Inforce insights. Decodes complex interaction flows between implicit and explicit denies, SCP policies, permissions boundaries, and resource-based rules.','JSON','Guide','Advanced',0,'online','manual',NULL,NULL,1781430039,0,'2026-06-14T11:40:39.945110+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "AWS IAM"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-security.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://www.stackrox.io/blog/eks-vs-gke-vs-aks-jan2021','stackrox.com: EKS vs GKE vs AKS - Evaluating Kubernetes in the Cloud','','2021',0,'A multi-dimensional comparison of the three primary managed Kubernetes services: AWS EKS, Google GKE, and Azure AKS. Weighs crucial metrics including control plane management fees, SLA guarantees, automated master scaling, and IAM-to-K8s role bindings.','N/A','Comparison Guide','Intermediate',1,'online','manual',NULL,NULL,1781430051,0,'2026-06-14T11:40:51.116678+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Managed Kubernetes Comparison"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
INSERTINTO"resources"VALUES('https://azurecloudai.blog/verify.html','azurecloudai.blog: Deploy Azure Kubernetes Service (AKS) to a preexisting VNET','','2021',0,'Technical guide outlining the architectural parameters needed to deploy Azure Kubernetes Service (AKS) within a custom, pre-existing Virtual Network (VNET). Addresses CIDR constraints, subnet delegation, and Azure CNI configurations.','N/A','Guide','Intermediate',1,'online','manual',NULL,NULL,1781430061,0,'2026-06-14T11:41:01.379936+02:00',NULL,NULL,NULL,'["Orchestration", "Azure Networking", "AKS VNET Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
<ahref="/test-automation-frameworks/">🤖 Test Automation</a>
</div>
</span>
<spanclass="nb-quicknav__group">
<buttonclass="nb-quicknav__link nb-quicknav__btn"popovertarget="nb-pop-aidata"type="button">🤖 AI & Data <spanclass="nb-quicknav__caret"aria-hidden="true">▾</span></button>
<buttonclass="nb-quicknav__link nb-quicknav__btn"popovertarget="nb-pop-dev"type="button">🧑💻 Dev <spanclass="nb-quicknav__caret"aria-hidden="true">▾</span></button>
<buttonclass="nb-quicknav__link nb-quicknav__btn"popovertarget="nb-pop-more"type="button">⋯ More <spanclass="nb-quicknav__caret"aria-hidden="true">▾</span></button>
" You are browsing the AI-Curated V2 Elite Edition. Looking for the exhaustive list of references? Check out the [**V1 Historical Archive**](/v1/).\n\n"
"!!! info \"Universal Tag Index\"\n"
" Browse all V2 resources grouped by maturity levels and technical domains.\n\n"
" You are browsing the AI-Curated V2 Elite Edition. Looking for the exhaustive list of references? Check out the [**V1 Historical Archive**](/v1/).\n\n"
"!!! info \"Universal Tag Index\"\n"
" Browse all V2 resources grouped by maturity levels and technical domains.\n\n"
)
def_count_label(n):
returnf"{n} resource"+(""ifn==1else"s")
# Partition custom tags: language/format ("X CONTENT") vs technical domains,
# so the long, low-signal language tail does not bury the maturity tags.
@@ -166,7 +166,7 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: Google Clou
- **(2021)** [cloud.google.com: What is Cloud Load Balancing?](https://cloud.google.com/blog/topics/developers-practitioners/what-cloud-load-balancing) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — 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.
description: "Curated, AI-ranked AWS Containers resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
description: "Curated, AI-ranked AWS Containers resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Architectural Foundations)."
---
# AWS Containers
@@ -7,28 +7,18 @@ description: "Curated, AI-ranked AWS Containers resources for the 2026 Cloud Nat
You are browsing the AI-Curated V2 Elite Edition. Looking for the exhaustive list of references? Check out the [**V1 Historical Archive**](/v1/aws-containers/).
!!! info "Architectural Context"
Detailed reference for AWS Containers in the context of Cloud Providers (Hyperscalers).
Detailed reference for AWS Containers in the context of Architectural Foundations.
## Cloud Infrastructure
### AWS
#### Container Compute
- **(2024)** [Amazon ECS-optimized AMI](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-optimized_AMI.html) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Reference manual for the AWS-engineered Amazon Machine Image (AMI) preconfigured with the ECS agent, Docker runtime, and optimal container configurations. Utilizing this specialized OS image ensures maximum orchestration performance, reliable telemetry, and security compliance out of the box.
#### Container Registries
- **(2024)** [Amazon EC2 Container Registry Documentation](https://aws.amazon.com/es/documentation/ecr) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official engineering reference for Amazon ECR, a fully managed OCI-compliant container registry. It covers critical security integrations, image scanning capabilities, cross-region replication configurations, and direct integration with Amazon ECS/EKS to facilitate safe, high-speed container pull actions.
#### 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) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — 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.
#### Security Practices
- **(2025)** [**awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper**](https://github.com/awslabs/amazon-ecr-credential-helper) <span class='md-tag md-tag--info'>⭐ 2703</span> <svg class="v2-sparkline" width="50" height="15" viewBox="0 0 50 15" style="vertical-align: middle; display: inline-block; margin-left: 6px;" title="Activity Trend"><defs><linearGradient id="spark-grad-8a9b764e" x1="0" y1="0" x2="1" y2="0"><stop offset="0%" stop-color="rgba(34, 211, 238, 0.2)" /><stop offset="100%" stop-color="var(--md-accent-fg-color)" /></linearGradient></defs><path class="v2-sparkline-path" d="M 0 4 L 10 10 L 20 2 L 30 7 L 40 12 L 50 5" fill="none" stroke="url(#spark-grad-8a9b764e)" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" /><circle cx="50" cy="5" r="2" fill="var(--md-accent-fg-color)" /></svg> <span class='md-tag md-tag--warning'>[GO CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> — 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.
- **(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) <span class='md-tag md-tag--warning'>[TERRAFORM CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A technical blueprint for cross-account secret management for Amazon ECS using AWS Secrets Manager and Systems Manager (SSM) Parameter Store. It provides security engineers with an architectural approach to maintain strict separation of concerns, principal-of-least-privilege IAM policies, and cross-account IAM role assumption.
description: "Curated, AI-ranked AWS Databases resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
description: "Curated, AI-ranked AWS Databases resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Architectural Foundations)."
---
# AWS RDS Databases
@@ -7,7 +7,7 @@ description: "Curated, AI-ranked AWS Databases resources for the 2026 Cloud Nati
You are browsing the AI-Curated V2 Elite Edition. Looking for the exhaustive list of references? Check out the [**V1 Historical Archive**](/v1/aws-databases/).
!!! info "Architectural Context"
Detailed reference for AWS RDS Databases in the context of Cloud Providers (Hyperscalers).
Detailed reference for AWS RDS Databases in the context of Architectural Foundations.
## Cloud Infrastructure
@@ -20,7 +20,6 @@ description: "Curated, AI-ranked AWS Databases resources for the 2026 Cloud Nati
- **(2026)** [==Working with PostgreSQL, MySQL, and MariaDB Read Replicas - Amazon==](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Exhaustive official guide detailing the design, limits, and monitoring of read-replicas for open-source engines in AWS RDS. Covers cross-region replication strategies and promoting a replica to master during failovers.
- **(2026)** [==Working with an Amazon RDS DB Instance in a VPC==](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSInstanceinaVPC.html) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The foundational AWS RDS VPC networking architecture reference. Analyzes subnet group designations, public versus private access configurations, and network isolation topologies for secure DB hosting.
- **(2026)** [**AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS**](https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> — A beginner-to-intermediate hands-on tutorial for launching a MySQL DB instance inside AWS RDS. Walks through security group access policies, DB engine parameters, and application tier connectivity patterns.
### Databases
#### NoSQL
@@ -38,7 +37,7 @@ description: "Curated, AI-ranked AWS Databases resources for the 2026 Cloud Nati
- [itnext.io: Manage Redis on AWS from Kubernetes](https://itnext.io/manage-redis-on-aws-from-kubernetes-eeadba7eb889) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight describes how to manage AWS ElastiCache for Redis directly from Kubernetes. Live Grounding highlights using AWS Controllers for Kubernetes (ACK) or Crossplane to define managed Redis instances as custom resources (CRDs). This unifies stateful cloud infrastructure management within standard GitOps workflows.
description: "Curated, AI-ranked AWS Pricing resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
description: "Curated, AI-ranked AWS Pricing resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Architectural Foundations)."
---
# AWS Pricing and Cost Optimization
@@ -7,7 +7,7 @@ description: "Curated, AI-ranked AWS Pricing resources for the 2026 Cloud Native
You are browsing the AI-Curated V2 Elite Edition. Looking for the exhaustive list of references? Check out the [**V1 Historical Archive**](/v1/aws-pricing/).
!!! info "Architectural Context"
Detailed reference for AWS Pricing and Cost Optimization in the context of Cloud Providers (Hyperscalers).
Detailed reference for AWS Pricing and Cost Optimization in the context of Architectural Foundations.
## Cloud Infrastructure
@@ -18,7 +18,7 @@ description: "Curated, AI-ranked AWS Pricing resources for the 2026 Cloud Native
- **(2021)** [==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) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Explores Kubernetes resource provisioning on EKS using automated container allocations. Offers strategies to prevent container-level over-provisioning and dynamically handle node scaling tasks to curb cluster waste.
description: "Curated, AI-ranked AWS Tools Scripts resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
description: "Curated, AI-ranked AWS Tools Scripts resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Architectural Foundations)."
---
# AWS Tools and Scripts
@@ -7,7 +7,7 @@ description: "Curated, AI-ranked AWS Tools Scripts resources for the 2026 Cloud
You are browsing the AI-Curated V2 Elite Edition. Looking for the exhaustive list of references? Check out the [**V1 Historical Archive**](/v1/aws-tools-scripts/).
!!! info "Architectural Context"
Detailed reference for AWS Tools and Scripts in the context of Cloud Providers (Hyperscalers).
Detailed reference for AWS Tools and Scripts in the context of Architectural Foundations.
## Containers
@@ -16,16 +16,9 @@ description: "Curated, AI-ranked AWS Tools Scripts resources for the 2026 Cloud
#### Cloud Emulation
- **(2024)** [==Floci - An AWS Local Emulator Alternative==](https://github.com/floci-io/floci) <span class='md-tag md-tag--info'>⭐ 14064</span> <svg class="v2-sparkline" width="50" height="15" viewBox="0 0 50 15" style="vertical-align: middle; display: inline-block; margin-left: 6px;" title="Activity Trend"><defs><linearGradient id="spark-grad-eeaf9b0a" x1="0" y1="0" x2="1" y2="0"><stop offset="0%" stop-color="rgba(34, 211, 238, 0.2)" /><stop offset="100%" stop-color="var(--md-accent-fg-color)" /></linearGradient></defs><path class="v2-sparkline-path" d="M 0 12 L 10 3 L 20 4 L 30 11 L 40 10 L 50 5" fill="none" stroke="url(#spark-grad-eeaf9b0a)" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" /><circle cx="50" cy="5" r="2" fill="var(--md-accent-fg-color)" /></svg> <span class='md-tag md-tag--warning'>[GO CONTENT]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An active and highly performant local alternative to localstack. Emulates AWS cloud service behavior locally using specialized lightweight container footprints.
## Infrastructure as Code
### Boilerplates
#### AWS Templates
- **(2024)** [AWS Samples (Boilerplates)](https://nubenetes.com/demos/#aws-samples-boilerplates) <span class='md-tag md-tag--warning'>[MULTI-LANGUAGE CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — 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.
description: "Curated, AI-ranked AWS resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
description: "Top AWS resources for 2026, AI-ranked: AWS App Runner, Amazon ECS-optimized AMI and more — curated Cloud Native tools, guides and references."
---
# Public Cloud Provider. Amazon Web Services
@@ -9,6 +9,30 @@ description: "Curated, AI-ranked AWS resources for the 2026 Cloud Native archite
!!! info "Architectural Context"
Detailed reference for Public Cloud Provider. Amazon Web Services in the context of Cloud Providers (Hyperscalers).
- **(2026)** [AWS App Runner 🌟](https://aws.amazon.com/apprunner) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight outlines AWS App Runner as a fully managed container service for rapid web application and API deployment. Live Grounding confirms its position in 2026 as a premier choice for developers wanting to bypass Kubernetes complexity, offering automated load balancing, scaling, and TLS termination directly from source code or ECR.
- **(2022)** [Architecting for resiliency on AWS App Runner](https://aws.amazon.com/blogs/containers/architecting-for-resiliency-on-aws-app-runner) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight focuses on engineering multi-region, high-availability, and fault-tolerant topologies with App Runner. Live Grounding shows that resilient patterns rely on Route 53 routing, pilot light databases, and robust custom health checks to sustain production-grade service availability.
- **(2021)** [dev.to: AWS App Runner : How to deploy containerized applications using App Runner](https://dev.to/aws-builders/aws-app-runner-how-to-deploy-containerized-applications-using-app-runner-1f7c) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight details the operational steps for configuring and running Dockerized workloads on AWS App Runner. Live Grounding verifies this as a classic, high-value guide for transitioning traditional VMs to serverless containers without having to manage raw ECS or EKS orchestration.
### Microservices
#### E-commerce Reference
- **(2021)** [Architecting a Highly Available Serverless, Microservices-Based Ecommerce Site](https://aws.amazon.com/blogs/architecture/architecting-a-highly-available-serverless-microservices-based-ecommerce-site) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight details the design of a highly available, multi-region e-commerce platform using EventBridge, Cognito, Lambda, and DynamoDB. Live Grounding shows this architecture represents the gold standard for serverless distributed microservices, emphasizing event-driven decoupling and global data consistency.
## Cloud Architecture
### Case Studies
#### Enterprise Scale
- **(2019)** [aws.amazon.com: Trainline Case Study](https://aws.amazon.com/solutions/case-studies) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Architectural case study mapping Trainline's migrations onto AWS using ECS containerized deployments and RDS clusters. Demonstrates successful reduction in database locking periods and outlines zero-downtime blue/green microservice delivery strategies.
## Cloud Computing
### AWS
@@ -16,8 +40,49 @@ description: "Curated, AI-ranked AWS resources for the 2026 Cloud Native archite
#### Architecture and Guides
- **(2026)** [Implementing Microservices on AWS 🌟](https://docs.aws.amazon.com/whitepapers/latest/microservices-on-aws/microservices-on-aws.html) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — The premier AWS whitepaper defining the patterns, architectures, and execution strategies for deploying microservices. It covers decomposition patterns, decentralized data management, domain-driven boundaries, service discovery, and inter-service messaging schemes.
#### Infrastructure 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) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — 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.
## Cloud Infrastructure
### AWS (1)
#### Container Compute
- **(2024)** [Amazon ECS-optimized AMI](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-optimized_AMI.html) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Reference manual for the AWS-engineered Amazon Machine Image (AMI) preconfigured with the ECS agent, Docker runtime, and optimal container configurations. Utilizing this specialized OS image ensures maximum orchestration performance, reliable telemetry, and security compliance out of the box.
#### Container Registries
- **(2024)** [Amazon EC2 Container Registry Documentation](https://aws.amazon.com/es/documentation/ecr) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official engineering reference for Amazon ECR, a fully managed OCI-compliant container registry. It covers critical security integrations, image scanning capabilities, cross-region replication configurations, and direct integration with Amazon ECS/EKS to facilitate safe, high-speed container pull actions.
#### 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) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — 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.
#### Event Streaming
- **(2016)** [**Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming**](https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming) <span class='md-tag md-tag--warning'>[SCALA CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> — Technical blueprint detailing Spark Streaming integration with Amazon Kinesis streams. Discusses record-processing window optimizations, checkpoint configurations, and SQL querying on live event pipelines.
#### Event-Driven Architecture
- **(2020)** [Building an event-driven application with Amazon EventBridge](https://aws.amazon.com/blogs/compute/building-an-event-driven-application-with-amazon-eventbridge) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — This AWS architecture blog details how to design and build serverless event-driven applications using Amazon EventBridge. It highlights the platform's ability to act as a centralized serverless event bus that simplifies decoupled communication across distributed microservices by routing events using declarative rules. The pattern eliminates custom routing code, improving structural robustness.
#### Load Balancing
- **(2016)** [AWS Elastic Beanstalk Supports Application Load Balancer](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-application-load-balancer) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Product release documentation outlining integration of Application Load Balancers (ALBs) with Elastic Beanstalk. Unlocks path-based routing, target group pooling, and secure WebSocket connections.
- **(2016)** [Configuring an Application Load Balancer](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/environments-cfg-applicationloadbalancer.html) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Operational guide detailing how to declare, scale, and tune target parameters and routing policies on Application Load Balancers inside active Elastic Beanstalk projects.
#### Messaging Services
- **(2022)** [dev.to: When to SNS or SQS](https://dev.to/aws-builders/when-to-sns-or-sqs-2aji) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — 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.
#### PaaS Platform
- **(2011)** [AWS Elastic Beanstalk Documentation](https://aws.amazon.com/documentation/elastic-beanstalk) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official reference architecture and deployment guide for AWS Elastic Beanstalk. Simplifies cloud application lifecycle management by handling capacity provisioning, balancing, scaling, and platform patching.
#### Security Practices
- **(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) <span class='md-tag md-tag--warning'>[TERRAFORM CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A technical blueprint for cross-account secret management for Amazon ECS using AWS Secrets Manager and Systems Manager (SSM) Parameter Store. It provides security engineers with an architectural approach to maintain strict separation of concerns, principal-of-least-privilege IAM policies, and cross-account IAM role assumption.
#### Web Servers
- **(2016)** [AWS Elastic Beanstalk Supports Nginx Proxy Server with Tomcat](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-nginx-proxy-server-with-tomcat) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Feature documentation announcing native Nginx reverse proxy configurations sitting in front of Apache Tomcat platforms in Beanstalk. Optimizes delivery of static assets and client routing.
### AWS Databases
#### Amazon RDS
- **(2026)** [**AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS**](https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> — A beginner-to-intermediate hands-on tutorial for launching a MySQL DB instance inside AWS RDS. Walks through security group access policies, DB engine parameters, and application tier connectivity patterns.
### Application Integration
#### API Management
@@ -26,9 +91,111 @@ description: "Curated, AI-ranked AWS resources for the 2026 Cloud Native archite
- **(2021)** [**whizlabs.com: AWS Kinesis vs Kafka Apache**](https://www.whizlabs.com/blog/kinesis-vs-kafka) <span class='md-tag md-tag--warning'>[NONE CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> — Comparative architectural review between AWS Kinesis and Apache Kafka. Analyzes data retention policies, throughput capabilities, scaling overheads, and total cost of ownership (TCO) profiles.
## Cloud Native Infrastructure
### Service Mesh
#### AWS (2)
- **(2022)** [aws.amazon.com/app-mesh](https://aws.amazon.com/app-mesh) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> <span class='md-tag md-tag--critical'>[LEGACY]</span> — Live Grounding Synthesis: Built on Envoy as AWS's managed service mesh, AWS App Mesh was deprecated in late 2024 and fully sunsetted. Platform teams are urged to transition to Amazon ECS Service Connect or Amazon VPC Lattice.
## Cloud Native Platforms
### AWS (3)
#### Managed Observability
- **(2026)** [Amazon Managed Service for Prometheus](https://aws.amazon.com/prometheus) <span class='md-tag md-tag--warning'>[NONE CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — AWS fully-managed metric service designed around open-source Cortex core architecture. Automatically scales telemetry storage, ingestion, and query resources in secure enterprise environments.
## Cloud-Native Provisioning
### CICD Integration
#### AWS CodePipeline
- **(2022)** [aws.amazon.com: AWS CodePipeline adds support for Branch-based development and Monorepos](https://aws.amazon.com/blogs/devops/aws-codepipeline-adds-support-for-branch-based-development-and-monorepos) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Release analysis highlighting newly added monorepo and branch-specific triggers within AWS CodePipeline, optimizing continuous delivery workflows and reducing build execution times.
#### AWS DevOps
- **(2026)** [Continuous Deployment with AWS](https://aws.amazon.com/blogs/devops/tag/continuous-deployment) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curated collection of continuous deployment strategies optimized for AWS runtimes. Explains canary releases, blue/green cluster migrations, and automated rollbacks on ECS and EKS.
## Edge and IoT
### AWS (4)
#### IoT Platforms
- **(2015)** [aws.amazon.com/en/iot](https://aws.amazon.com/iot) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Technical documentation for AWS IoT Core, a high-throughput managed broker designed to securely route and map billions of device telemetry streams into cloud databases and analysis applications.
## Infrastructure as Code (1)
### AWS CDK
#### Serverless Applications
- **(2023)** [freecodecamp.org: AWS CDK v2 Tutorial – How to Create a Three-Tier Serverless Application](https://www.freecodecamp.org/news/aws-cdk-v2-three-tier-serverless-application) <span class='md-tag md-tag--warning'>[TYPESCRIPT CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight is a comprehensive, hands-on tutorial for constructing API Gateway, Lambda, and DynamoDB stacks via CDK v2. Live Grounding proves this three-tier serverless pattern remains the gold standard blueprint for robust, scalable web services in AWS.
### Boilerplates
#### AWS Templates
- **(2024)** [AWS Samples (Boilerplates)](https://nubenetes.com/demos/#aws-samples-boilerplates) <span class='md-tag md-tag--warning'>[MULTI-LANGUAGE CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — 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.
## Kubernetes and Platform Engineering
### Modernization Tools
#### Microservice Migration
- **(2023)** [AWS App2Container: Migrate your Applications to Containers at Scale](https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--critical'>[LEGACY]</span> — Introduces AWS App2Container, a tool that automates the migration of legacy .NET and Java web applications into containerized structures ready for deployment on Amazon ECS or EKS.
- **(2023)** [Let’s Architect! Architecting microservices with containers](https://aws.amazon.com/blogs/architecture/lets-architect-architecting-microservices-with-containers) <span class='md-tag md-tag--critical'>[LEGACY]</span> — A foundational guide for decoupling large legacy applications. Explores container hosting options on ECS and EKS, microservice discovery patterns, and inter-service security standards.
## Multi-Cluster and Edge
### Cluster Federation
#### Admiralty
- **(2026)** [admiralty.io](https://admiralty.io) <span class='md-tag md-tag--warning'>[GO CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official platform of Admiralty, an advanced multi-cluster proxy scheduler designed to programmatically dispatch workloads across physical, virtual, or serverless Kubernetes namespaces.
#### Serverless Integration
- **(2021)** [thenewstack.io: Making Kubernetes Serverless and Global with AWS Fargate on EKS and Admiralty](https://thenewstack.io/making-kubernetes-serverless-and-global-with-aws-fargate-on-eks-and-admiralty) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Investigative analysis showcasing how Admiralty can coordinate with AWS Fargate serverless containers in an EKS environment to deploy globally distributed applications with low operational overhead.
- **(2021)** [admiralty.io: Multi-Region AWS Fargate on EKS](https://admiralty.io/docs/tutorials/fargate) <span class='md-tag md-tag--warning'>[GO CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Granular implementation tutorial for deploying Admiralty proxy schedulers to configure cross-cluster communication channels that target serverless AWS Fargate environments in multi-region setups.
## Networking and Security
### Service Mesh (1)
#### Multi-Account
- **(2021)** [amazon.com: Leveraging App Mesh with Amazon EKS in a Multi-Account environment](https://aws.amazon.com/blogs/containers/leveraging-app-mesh-with-amazon-eks-in-a-multi-account-environment) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight presents patterns for orchestrating cross-account microservice communication using AWS App Mesh and Amazon EKS. Live Grounding highlights that while the multi-account networking concepts remain structurally valid, the reliance on App Mesh is obsolete; modern architectures deploy VPC Lattice or cross-cluster Istio meshes.
## Observability and Monitoring
### CloudWatch
#### Prometheus Integration
- **(2020)** [Amazon CloudWatch now monitors Prometheus metrics from Container environments](https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-monitors-prometheus-metrics-container-environments) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Documents Amazon CloudWatch Container Insights' ability to ingest, index, and visualize standard Prometheus application metrics directly from Elastic Kubernetes Service (EKS) cluster deployments.
## Serverless
### Voice User Interfaces
#### Alexa Skills
- **(2017)** [New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour](https://developer.amazon.com) <span class='md-tag md-tag--warning'>[JAVASCRIPT CONTENT]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> <span class='md-tag md-tag--critical'>[LEGACY]</span> — Step-by-step developer tutorial detailing integration patterns between the Alexa Skills Kit and AWS Lambda serverless functions. Marked legacy as current conversational AI models have largely replaced basic programmatic trivia setups in production.
## Service Discovery
### AWS Cloud Map
#### Health Checks
- **(2022)** [Custom Health Check: HealthCheckCustomConfig](https://docs.aws.amazon.com/cloud-map/latest/api/API_HealthCheckCustomConfig.html) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official reference guide for Cloud Map API's custom health checks. Explains dynamic service discovery patterns for serverless workloads where traditional load balancer health checks are inapplicable.
## Testing and Chaos
### Debugging
#### AWS Troubleshooting
- **(2021)** [thenewstack.io: Remote Debugging in AWS: The Missing Link in Your Debugging Toolset](https://thenewstack.io/remote-debugging-in-aws-the-missing-link-in-your-debugging-toolset) <span class='md-tag md-tag--warning'>[N/A CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight exposes methodologies for live-debugging cloud-hosted microservices without causing disruption. Live Grounding tracks the evolution of these techniques into sophisticated cloud-native debugging proxies and observability integrations (like OpenTelemetry and Telepresence), bridging local IDEs with remote VPC resources.
@@ -23,7 +23,7 @@ description: "Curated, AI-ranked Edge Computing resources for the 2026 Cloud Nat
- **(2021)** [developers.redhat.com: Bring your Kubernetes workloads to the edge](https://developers.redhat.com/articles/2021/11/22/bring-your-kubernetes-workloads-edge) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A guide on scaling down and adapting standard containerized workloads to small, resource-constrained edge computing environments. It outlines storage optimizations and minimized memory footprint topologies.
@@ -18,7 +18,7 @@ description: "Curated, AI-ranked Oraclecloud resources for the 2026 Cloud Native
- **(2022)** [thatjeffsmith.com: Best Practices: REST APIs for your Database {Draft!}](https://www.thatjeffsmith.com/archive/2022/02/best-practices-rest-apis-for-your-database-draft) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An in-depth draft outlining architectural patterns and best practices for creating secure, low-latency REST APIs on top of enterprise relational databases. It details serialization strategies, rate limiting, and optimization pathways using Oracle REST Data Services (ORDS) to construct highly resilient microservices backends.
- **(2026)** [**AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS**](https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html) 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> — *Go to [Section](./aws.md)*
- **(2026)** [**Bors-ng: A merge bot for GitHub Pull Requests**](https://github.com/bors-ng/bors-ng) 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--critical'>[LEGACY]</span> <span class='md-tag md-tag--warning'>[ELIXIR CONTENT]</span> — *Go to [Section](./git.md)*
- **(2026)** [**AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS**](https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html) 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> — *Go to [Section](./aws-databases.md)*
- **(2026)** [thenewstack.io: Configuring the Google Cloud Platform for High Availability](https://thenewstack.io/configuring-for-high-availability-in-google-cloud-platform) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — *Go to [Section](./GoogleCloudPlatform.md)*
- **(2024)** [semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — *Go to [Section](./kubernetes.md)*
- **(2024)** [learn.hashicorp.com: y Serverless Applications with AWS Lambda and API Gateway 🌟](https://developer.hashicorp.com/terraform/tutorials/aws/lambda-api-gateway) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — *Go to [Section](./terraform.md)*
@@ -434,7 +516,7 @@ Resources indexed by their primary source language or document format.
- **(2020)** [infoq.com: The Defense Department's Journey with DevSecOps](https://www.infoq.com/news/2020/06/defense-department-devsecops) <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — *Go to [Section](./devsecops.md)*
- **(2020)** [Event streaming and data federation: A citizen integrator’s story](https://developers.redhat.com/blog/2020/06/12/event-streaming-and-data-federation-a-citizen-integrators-story) <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — *Go to [Section](./message-queue.md)*
- **(2019)** [serverless.com: Why we switched from docker to serverless](https://www.serverless.com/blog/why-we-switched-from-docker-to-serverless) <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — *Go to [Section](./serverless.md)*
- **(2019)** [aws.amazon.com: Trainline Case Study](https://aws.amazon.com/solutions/case-studies) <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — *Go to [Section](./aws-architecture.md)*
- **(2019)** [aws.amazon.com: Trainline Case Study](https://aws.amazon.com/solutions/case-studies) <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — *Go to [Section](./aws.md)*
- [datastation.multiprocess.io: Speeding up Go's builtin JSON encoder up to' 55% for large arrays of objects](https://datastation.multiprocess.io/blog/2022-03-03-improving-go-json-encoding-performance-for-large-arrays-of-objects.html) <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> — *Go to [Section](./golang.md)*
</details>
@@ -618,13 +700,13 @@ Resources indexed by their primary source language or document format.
- **(2023)** [serokell.io/blog/kubernetes-guide: A Guide to Kubernetes](https://serokell.io/blog/kubernetes-guide) <span class='md-tag md-tag--critical'>[LEGACY]</span> — *Go to [Section](./kubernetes.md)*
- **(2023)** [AWS App2Container: Migrate your Applications to Containers at Scale](https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale) <span class='md-tag md-tag--critical'>[LEGACY]</span> — *Go to [Section](./aws-architecture.md)*
- **(2023)** [Let’s Architect! Architecting microservices with containers](https://aws.amazon.com/blogs/architecture/lets-architect-architecting-microservices-with-containers) <span class='md-tag md-tag--critical'>[LEGACY]</span> — *Go to [Section](./aws-architecture.md)*
- **(2023)** [AWS App2Container: Migrate your Applications to Containers at Scale](https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale) <span class='md-tag md-tag--critical'>[LEGACY]</span> — *Go to [Section](./aws.md)*
- **(2023)** [Let’s Architect! Architecting microservices with containers](https://aws.amazon.com/blogs/architecture/lets-architect-architecting-microservices-with-containers) <span class='md-tag md-tag--critical'>[LEGACY]</span> — *Go to [Section](./aws.md)*
- **(2023)** [returngis.net: Desplegar AGIC en AKS utilizando workload identity](https://www.returngis.net/2023/05/desplegar-agic-en-aks-utilizando-workload-identity) <span class='md-tag md-tag--critical'>[LEGACY]</span> <span class='md-tag md-tag--warning'>[BASH CONTENT]</span> — *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
- **(2023)** [medium.com/@pauldotyu: Effortlessly Deploy to AKS with Open Source Tools Draft and Acorn](https://medium.com/@pauldotyu/app-to-aks-with-draft-and-acorn-2d25f19649b7) <span class='md-tag md-tag--critical'>[LEGACY]</span> <span class='md-tag md-tag--warning'>[BASH CONTENT]</span> — *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
- **(2022)** [dynatrace.com: Why conventional observability fails in Kubernetes environments—A real-world use case 🌟](https://www.dynatrace.com/news/blog) <span class='md-tag md-tag--critical'>[LEGACY]</span> — *Go to [Section](./monitoring.md)*
- **(2022)** [cequence.ai: The OWASP API Security Top 10 From a Real-World Perspective](https://www.cequence.ai/blog/owasp-api-security-top-10-from-a-real-world-perspective) <span class='md-tag md-tag--critical'>[LEGACY]</span> — *Go to [Section](./devsecops.md)*
- **(2022)** [aws.amazon.com/app-mesh](https://aws.amazon.com/app-mesh) <span class='md-tag md-tag--critical'>[LEGACY]</span> — *Go to [Section](./aws-miscellaneous.md)*
- **(2022)** [aws.amazon.com/app-mesh](https://aws.amazon.com/app-mesh) <span class='md-tag md-tag--critical'>[LEGACY]</span> — *Go to [Section](./aws.md)*
- **(2022)** [Serverless: The Future of Software Architecture?](https://acg-notice.pluralsight.com) <span class='md-tag md-tag--critical'>[LEGACY]</span> — *Go to [Section](./aws-serverless.md)*
- **(2021)** [developers.redhat.com: Message broker integration made simple with Red Hat Fuse](https://developers.redhat.com/blog/2021/01/08/message-broker-integration-made-simple-with-red-hat-fuse) <span class='md-tag md-tag--critical'>[LEGACY]</span> <span class='md-tag md-tag--warning'>[JAVA CONTENT]</span> — *Go to [Section](./demos.md)*
- **(2021)** [developers.redhat.com: Modernizing applications with Apache Camel, JavaScript, and Red Hat OpenShift](https://developers.redhat.com/articles/2021/07/26/modernizing-applications-apache-camel-javascript-and-red-hat-openshift) <span class='md-tag md-tag--critical'>[LEGACY]</span> <span class='md-tag md-tag--warning'>[JAVASCRIPT CONTENT]</span> — *Go to [Section](./demos.md)*
@@ -704,7 +786,7 @@ Resources indexed by their primary source language or document format.
- **(2020)** [Red Hat OpenShift Container Platform Takes Digital Innovation into the Fast Lane with Major European Automaker](https://www.redhat.com/es/about/press-releases/red-hat-openshift-container-platform-takes-digital-innovation-fast-lane-major-european-automaker) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> — *Go to [Section](./customer.md)*
- **(2016)** [adictosaltrabajo.com: Monitorización y análisis de rendimiento de aplicaciones con Dynatrace APM](https://adictosaltrabajo.com/2016/10/26/monitorizacion-y-analisis-de-rendimiento-de-aplicaciones-con-dynatrace) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> <span class='md-tag md-tag--warning'>[ES CONTENT]</span> — *Go to [Section](./monitoring.md)*
- [dev.to: Create a Restful API with Golang from scratch 🌟](https://dev.to/pacheco/create-a-restful-api-with-golang-from-scratch-42g2) <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> <span class='md-tag md-tag--warning'>[ES CONTENT]</span> — *Go to [Section](./golang.md)*
- [Amazon RDS Proxy – Now Generally Available](https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available) <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> — *Go to [Section](./aws-databases.md)*
- [Amazon RDS Proxy – Now Generally Available](https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available) <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> — *Go to [Section](./aws.md)*
</details>
@@ -1434,7 +1516,7 @@ Resources indexed by their primary source language or document format.
- **(2023)** [freecodecamp.org: AWS CDK v2 Tutorial – How to Create a Three-Tier Serverless Application](https://www.freecodecamp.org/news/aws-cdk-v2-three-tier-serverless-application) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> <span class='md-tag md-tag--warning'>[TYPESCRIPT CONTENT]</span> — *Go to [Section](./aws-miscellaneous.md)*
- **(2023)** [freecodecamp.org: AWS CDK v2 Tutorial – How to Create a Three-Tier Serverless Application](https://www.freecodecamp.org/news/aws-cdk-v2-three-tier-serverless-application) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> <span class='md-tag md-tag--warning'>[TYPESCRIPT CONTENT]</span> — *Go to [Section](./aws.md)*
- **(2022)** [Using CDK to perform continuous deployments in multi-region Kubernetes environments](https://aws.amazon.com/blogs/containers/using-cdk-to-perform-continuous-deployments-in-multi-region-kubernetes-environments) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--warning'>[TYPESCRIPT CONTENT]</span> — *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
- **(2022)** [dev.to: Manage webhooks at scale with AWS Serverless](https://dev.to/aws-builders/manage-webhooks-at-scale-with-aws-serverless-fof) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--warning'>[TYPESCRIPT CONTENT]</span> — *Go to [Section](./aws-serverless.md)*
- **(2022)** [dev.to: Go fast and reduce risk: using CDK to deploy your serverless applications on AWS](https://dev.to/aws-builders/go-fast-and-reduce-risk-using-cdk-to-deploy-your-serverless-applications-on-aws-2i3k) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--warning'>[TYPESCRIPT CONTENT]</span> — *Go to [Section](./aws-serverless.md)*
Blocking a user prevents them from interacting with repositories, such as opening or commenting on pull requests or issues. Learn more about blocking a user.
Nubenetes Bot
Inaki
