From 000c55120331fed0c9caaed16bf7d3fdc9d4f3f4 Mon Sep 17 00:00:00 2001
From: Nubenetes Bot <bot@nubenetes.com>
Date: Fri, 22 May 2026 18:00:10 +0200
Subject: [PATCH] fix: restore persistent V2 video hub links, correct metadata,
 and cleanup temporary files

---
 .gitignore                                    |   11 +
 commits_per_month.txt                         |   64 -
 current_images.txt                            |  338 --
 current_links.txt                             |    1 -
 data/inventory.yaml                           |  221 +-
 master_images.txt                             |  338 --
 pr_description.md                             |  618 ----
 src/enrich_videos.py                          |   10 +-
 src/v2_optimizer.py                           |    8 +-
 tags.md                                       |    6 -
 v2-docs/GoogleCloudPlatform.md                |   10 +-
 v2-docs/ai-agents-mcp.md                      |   16 +
 v2-docs/ai.md                                 |   31 +-
 v2-docs/ansible.md                            |   23 -
 v2-docs/api.md                                |   23 -
 v2-docs/argo.md                               |   16 +-
 v2-docs/aws-architecture.md                   |    2 +-
 v2-docs/aws-containers.md                     |   18 -
 v2-docs/aws-databases.md                      |    2 +-
 v2-docs/aws-devops.md                         |    2 +-
 v2-docs/aws-iac.md                            |   16 -
 v2-docs/aws-miscellaneous.md                  |   18 -
 v2-docs/aws-newfeatures.md                    |   16 -
 v2-docs/aws-security.md                       |   13 +-
 v2-docs/aws-serverless.md                     |    2 +-
 v2-docs/aws-spain.md                          |    2 +-
 v2-docs/aws-storage.md                        |    2 +-
 v2-docs/aws-tools-scripts.md                  |   14 +-
 v2-docs/aws-training.md                       |    5 +-
 v2-docs/aws.md                                |   12 +-
 v2-docs/azure.md                              |   49 +-
 v2-docs/caching.md                            |   17 +-
 v2-docs/chaos-engineering.md                  |   16 -
 v2-docs/chatgpt.md                            |   18 +-
 v2-docs/cheatsheets.md                        |   37 +-
 v2-docs/cicd-kubernetes-plugins.md            |    2 +-
 v2-docs/cicd.md                               |   85 +-
 v2-docs/cloud-arch-diagrams.md                |   16 -
 v2-docs/cloud-asset-inventory.md              |   12 +-
 v2-docs/container-managers.md                 |   10 +-
 v2-docs/crossplane.md                         |    2 +-
 v2-docs/customer.md                           |    2 +-
 v2-docs/databases.md                          |   10 +-
 v2-docs/demos.md                              |   29 +-
 v2-docs/devel-sites.md                        |   16 -
 v2-docs/developerportals.md                   |   37 +-
 v2-docs/devops-tools.md                       |   20 +-
 v2-docs/devops.md                             |   79 +-
 v2-docs/devsecops.md                          |   28 +-
 v2-docs/digitalocean.md                       |   25 -
 v2-docs/docker.md                             |   24 +-
 v2-docs/dotnet.md                             |    2 +-
 v2-docs/elearning.md                          |   19 +-
 v2-docs/faq.md                                |    7 +-
 v2-docs/finops.md                             |   15 +-
 v2-docs/freelancing.md                        |    2 +-
 v2-docs/git.md                                |   30 +-
 v2-docs/gitops.md                             |   30 +-
 v2-docs/golang.md                             |   11 +-
 v2-docs/grafana.md                            |   16 +
 v2-docs/helm.md                               |    5 +-
 v2-docs/iac.md                                |   25 +-
 v2-docs/index.md                              |   22 +-
 v2-docs/interview-questions.md                |    5 +-
 v2-docs/introduction.md                       |   52 +-
 v2-docs/istio.md                              |    7 +-
 .../java-and-java-performance-optimization.md |   11 +-
 v2-docs/java_app_servers.md                   |   18 -
 v2-docs/java_frameworks.md                    |    2 +-
 v2-docs/javascript.md                         |    8 +-
 v2-docs/jenkins-alternatives.md               |   42 +-
 v2-docs/jenkins.md                            |   42 +-
 v2-docs/kubectl-commands.md                   |    2 +-
 v2-docs/kubernetes-alternatives.md            |    9 +-
 v2-docs/kubernetes-backup-migrations.md       |   16 -
 v2-docs/kubernetes-based-devel.md             |    8 +-
 v2-docs/kubernetes-bigdata.md                 |    4 +-
 v2-docs/kubernetes-client-libraries.md        |   29 +-
 v2-docs/kubernetes-monitoring.md              |    3 +-
 v2-docs/kubernetes-networking.md              |    9 +-
 v2-docs/kubernetes-on-premise.md              |   34 +-
 v2-docs/kubernetes-operators-controllers.md   |   32 +-
 v2-docs/kubernetes-security.md                |   36 +-
 v2-docs/kubernetes-tools.md                   |   52 +-
 v2-docs/kubernetes-troubleshooting.md         |   25 -
 v2-docs/kubernetes-tutorials.md               |   12 +-
 v2-docs/kubernetes.md                         |   57 +-
 v2-docs/kustomize.md                          |   18 -
 v2-docs/linux-dev-env.md                      |    2 +-
 v2-docs/linux.md                              |   25 +-
 v2-docs/liquibase.md                          |    2 +-
 v2-docs/lowcode-nocode.md                     |    2 +-
 v2-docs/managed-kubernetes-in-public-cloud.md |   56 +-
 v2-docs/matrix-table.md                       |    9 +-
 v2-docs/maven-gradle.md                       |   21 +-
 v2-docs/message-queue.md                      |   12 +-
 v2-docs/mkdocs.md                             |    8 +-
 v2-docs/monitoring.md                         |   33 +-
 v2-docs/networking.md                         |    2 +-
 v2-docs/newsql.md                             |    2 +-
 v2-docs/nosql.md                              |   16 +
 v2-docs/oauth.md                              |    2 +-
 v2-docs/ocp4.md                               |   16 +-
 v2-docs/openshift-pipelines.md                |   30 +-
 v2-docs/openshift.md                          |   18 +-
 v2-docs/oraclecloud.md                        |    2 +-
 v2-docs/other-awesome-lists.md                |   23 +
 ...ormance-testing-with-jenkins-and-jmeter.md |   11 +-
 v2-docs/private-cloud-solutions.md            |    2 +-
 v2-docs/project-management-methodology.md     |   23 -
 v2-docs/prometheus.md                         |    2 +-
 v2-docs/pulumi.md                             |   16 -
 v2-docs/python.md                             |    2 +-
 v2-docs/qa.md                                 |    2 +-
 v2-docs/react.md                              |    2 +-
 v2-docs/recruitment.md                        |   10 +-
 v2-docs/registries.md                         |    9 +-
 v2-docs/scaffolding.md                        |   14 +-
 v2-docs/securityascode.md                     |   11 +-
 v2-docs/serverless.md                         |    2 +-
 v2-docs/servicemesh.md                        |   14 +-
 v2-docs/sonarqube.md                          |    2 +-
 v2-docs/sre.md                                |   16 +-
 v2-docs/tekton.md                             |   17 -
 v2-docs/terraform.md                          |   37 +-
 v2-docs/videos.md                             |   84 +-
 v2-docs/visual-studio.md                      |    9 +-
 v2-docs/web-servers.md                        |    9 +-
 v2-docs/yaml.md                               |   14 +-
 v2-mkdocs.yml                                 |   21 +-
 v2_decision_matrix.md                         | 2852 -----------------
 v2_file_audit.md                              |  120 -
 v2_safety_report.md                           |  555 ----
 133 files changed, 1038 insertions(+), 6208 deletions(-)
 delete mode 100644 commits_per_month.txt
 delete mode 100644 current_images.txt
 delete mode 100644 current_links.txt
 delete mode 100644 master_images.txt
 delete mode 100644 pr_description.md
 delete mode 100644 tags.md
 delete mode 100644 v2-docs/ansible.md
 delete mode 100644 v2-docs/api.md
 delete mode 100644 v2-docs/aws-containers.md
 delete mode 100644 v2-docs/aws-iac.md
 delete mode 100644 v2-docs/aws-miscellaneous.md
 delete mode 100644 v2-docs/aws-newfeatures.md
 delete mode 100644 v2-docs/chaos-engineering.md
 delete mode 100644 v2-docs/cloud-arch-diagrams.md
 delete mode 100644 v2-docs/devel-sites.md
 delete mode 100644 v2-docs/digitalocean.md
 create mode 100644 v2-docs/grafana.md
 delete mode 100644 v2-docs/java_app_servers.md
 delete mode 100644 v2-docs/kubernetes-backup-migrations.md
 delete mode 100644 v2-docs/kubernetes-troubleshooting.md
 delete mode 100644 v2-docs/kustomize.md
 create mode 100644 v2-docs/nosql.md
 create mode 100644 v2-docs/other-awesome-lists.md
 delete mode 100644 v2-docs/project-management-methodology.md
 delete mode 100644 v2-docs/pulumi.md
 delete mode 100644 v2-docs/tekton.md
 delete mode 100644 v2_decision_matrix.md
 delete mode 100644 v2_file_audit.md
 delete mode 100644 v2_safety_report.md

diff --git a/.gitignore b/.gitignore
index 20f2963e..c2c3662e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -354,3 +354,14 @@ src/__pycache__/
 .env
 nubenetes_agent_env/
 .venv/
+
+# Temporary execution artifacts
+commits_per_month.txt
+current_images.txt
+current_links.txt
+master_images.txt
+pr_description.md
+tags.md
+v2_decision_matrix.md
+v2_file_audit.md
+v2_safety_report.md
diff --git a/commits_per_month.txt b/commits_per_month.txt
deleted file mode 100644
index 1eb476f1..00000000
--- a/commits_per_month.txt
+++ /dev/null
@@ -1,64 +0,0 @@
-    118 2018-09
-    151 2018-10
-     55 2018-11
-     26 2018-12
-      3 2019-04
-     18 2019-06
-     54 2019-07
-     59 2019-08
-      1 2019-11
-      7 2019-12
-    333 2020-01
-    161 2020-02
-    195 2020-03
-    229 2020-04
-    763 2020-05
-    279 2020-06
-      1 2020-07
-      6 2020-09
-     26 2020-10
-     16 2020-11
-     37 2020-12
-     26 2021-01
-      2 2021-02
-     12 2021-04
-      3 2021-05
-      5 2021-06
-      4 2021-07
-     24 2021-08
-    163 2021-09
-     16 2021-10
-    201 2021-11
-     75 2021-12
-     40 2022-01
-    173 2022-02
-     91 2022-03
-     32 2022-04
-      4 2022-05
-      9 2022-06
-      2 2022-08
-     18 2022-09
-     21 2022-10
-      4 2022-11
-      8 2022-12
-      3 2023-01
-      4 2023-02
-      3 2023-03
-     10 2023-04
-      3 2023-05
-      2 2023-07
-      1 2023-11
-      4 2023-12
-     18 2024-01
-      3 2024-02
-      1 2024-03
-      3 2024-06
-     20 2024-08
-      6 2024-09
-      2 2024-10
-      2 2025-01
-      1 2025-02
-      1 2025-06
-      1 2025-10
-     25 2026-04
-    378 2026-05
diff --git a/current_images.txt b/current_images.txt
deleted file mode 100644
index deb32ab6..00000000
--- a/current_images.txt
+++ /dev/null
@@ -1,338 +0,0 @@
-10_common_kubernetes_mistakes.jpg
-10-must-haves-test-automation.jfif
-8_devops_trends.png
-academind_logo.jpg
-acloudguru_logo.jpg
-agile_devops_sre.jpeg
-agile.jpg
-airflow_vs_debezium.jpg
-alibaba_cloud.jpg
-AMQ.png
-anais_urlichs.jpg
-ansiblepilot.jpg
-api_business_models.jpg
-appdynamics_logo.jpg
-appops.png
-argoproj.jpg
-artemis_dashboard_mon.png
-artemis_grafana.png
-aspittel.jpg
-atlassian_logo.jpg
-automated_ansible.jpg
-automation.png
-aws_logo.jpg
-aws_shared_responsability_model.jpg
-azure_cloud_native.jpg
-azure_devops_youtube.jpg
-azure_logo.jpg
-azure-terraformer.jpg
-benchmarking-k8s-node-initialization.png
-blue-green-deployment.jfif
-Buildah.png
-burnout.jfif
-bytebytego.jpg
-bytebytego_microservice_techstack.png
-cd-artifact-management.jpg
-chromedevtools_logo.jpg
-chrome_devtools_replay_network_request.jpg
-cicd-a-basic-release-process.jpg
-cicd-cheatsheet.jfif
-cli_tips.jpg
-cloud_academy_logo.jpg
-cloud_advantages.png
-cloudbees_logo.jpg
-cloudflare_logo.jpg
-cloud_job_market_2016.png
-cloud_learn_hub.jpg
-cloud-native-development-ld.png
-cloud-native-development-local-containers-runtimes-sd.png
-cloudpak8s-overview.png
-cloudquickpocs.jpg
-cncf_logo.jpg
-CN-DO-SRE.png
-cockroachdb_logo.jpg
-codecademy.jpg
-codelytv_logo.jpg
-confluent_logo.jpg
-containerdays.jpg
-container_flowchart.jpg
-container_with_cars.jpg
-container_with_cars.png
-ContinuousDeliveryFoundation.jpg
-coursera_logo.jpg
-crunchydata_logo.jpg
-crunchydata_operator_3_5.png
-crunchydata_operator_4_0_1.png
-crunchydata_operatorhub_install10.png
-crunchydata_operatorhub_install11.png
-crunchydata_operatorhub_install12.png
-crunchydata_operatorhub_install13.png
-crunchydata_operatorhub_install14.png
-crunchydata_operatorhub_install15.png
-crunchydata_operatorhub_install16.png
-crunchydata_operatorhub_install1.png
-crunchydata_operatorhub_install2.png
-crunchydata_operatorhub_install3.png
-crunchydata_operatorhub_install4.png
-crunchydata_operatorhub_install5.png
-crunchydata_operatorhub_install6.png
-crunchydata_operatorhub_install7.png
-crunchydata_operatorhub_install8.png
-crunchydata_operatorhub_install9.png
-crunchydata_operator_hub.png
-crunchydata_pgadmin.png
-crunchydata_restricted_scc.png
-crunchydata_scc1.png
-crunchydata_scc2.png
-crunchydata_scc3.png
-crunchydata_scc_workflow1.png
-crunchydata_scc_workflow2.png
-crunchydata_scc_workflow3.png
-culturas_toxicas_lavanguardia.jfif
-dashbird_rds.png
-debugging_tactics.jpg
-deiser_logo.jpg
-devel_temp_solution.png
-devops1.png
-devops_containers_strategy.png
-devops-culture.jpg
-devops_culture_ken_mugrage.jpg
-devops_library_logo.jpg
-devops_lifecycle.jfif
-devopspatternsandpractices.png
-devops_pipeline_vs_gitops_pipeline.png
-devopsqbp.jpg
-devops-to-no-ops.jpg
-devops_toolkit.jpg
-devops_tools_declarative_imperative.jfif
-devops_tools_dzone.png
-devops_tv_logo.jpg
-devops_vs_agile.jpg
-devops_vs_sre.jpg
-devops_wikipedia.png
-digital_ocean_logo.jpg
-dilbert_devops.jpg
-docker_kubernetes_openshift.png
-docker_logo.jpg
-dockerswarm_vs_kubernetes.png
-dotcsv.jpg
-dynamic-kubernetes-config.png
-dynatrace.jpg
-dynatrace_logo.jpg
-dzone_logo.jpg
-elasticapm.png
-elasticsearch_logo.jpg
-empty_logo.jpg
-excelente_propuesta_de_trabajo_meme.png
-favicon-car.png
-firefox_json_viewer_built_in.jpg
-five-oss-projects-kubernetes.jpg
-fluxcd.jpg
-freecodecamp.jpg
-from_monolith_to_containers.jpg
-from-monolith-to-serverless.jpg
-Full_Stack_cybercoders.png
-gaia_x.jpg
-gcp_disks.jfif
-gcp_logo.jpg
-gigaom_cicd_radar.jpg
-gigaom_radar_report_on_data_storage_for_k8s.png
-github_logo.jpg
-gitkraken_logo.jpg
-gitlab.jpg
-gitlab_logo.jpg
-GitOps-in-a-nutshell.png
-gitops-pipeline.png
-google_cloud_devops_flow.jfif
-googling_stuff.jpg
-gps.jpg
-grafana_logo.jpg
-grpc_vs_rest_vs_graphql.png
-guru99_logo.jpg
-hashicorp_logo.jpg
-header-lens.png
-history_of_microservices.png
-hola_mundo.jpg
-honeypot.jpg
-how_does_https_work.png
-http_status_codes.jpg
-ibm_cloud_logo.jpg
-intellipaat_logo.jpg
-interviews_getting_harder.jfif
-istio_logo.jpg
-jaeger_ui.png
-jaeger_vs_opentelemetry.png
-jenkins_growth.png
-jenkins-hub.png
-Jenkins-is-the-Way.png
-jenkins-logo.jpg
-jenkins-logo.png
-jenkins-ose.png
-jenkins_x_logo.jpg
-jfrog_logo.jpg
-jgarzas.jpg
-jmeter_artemis.png
-John_Savill.jpg
-junit_cheatsheet.jfif
-k3OS-value-add.png
-k3s-use-cases.png
-k8s_arch_mindmap.png
-K8s_deployment_strategies.png
-k8sexpertsbelike.jfif
-k8s_namespaces.jfif
-k8s_not_endgame.jpg
-k8s-not-enough.jpg
-k8s_securitymindmap.jpg
-k8s_service_types_matrix.png
-k8s_stack_pionative.webp
-keptn-jenkins-sli-slo-1.jpg
-keptn-jenkins-sli-slo-2.jpg
-keptn-jenkins-sli-slo-3.jpg
-keptn_logo.jpg
-key_devops_practices.png
-komodor_workflow.png
-kubedb_logo.jpg
-kubemq_logo.jpg
-kubernetes_architecture_multicloud_hybride.jpg
-kubernetes_components_rootsongjc.jpg
-kubernetes_logo.jpg
-kubernetes-pod-creation.png
-kubernetes_sdn_solutions.png
-kubernetes-security-controls-landscape.jpg
-kubernetes_up_running_kelsey_hightower.gif
-kubernetes-vs-dockerswarm.png
-la_gestion_de_uno_mismo.jpg
-lambdatest.jpg
-learnk8s_debug_your_pods.png
-lightbend_logo.jpg
-linode_cloud.jpg
-liquibase_logo.jpg
-londonIAC.jpg
-malt.jpg
-mattermost_logo.jpg
-meme_new_job.jfif
-microservice_arch.png
-microservice_factory.jpg
-microservices-infographic.png
-MicroservicesMaturityMatrix.jpg
-microsoft_365_logo.jpg
-midulive.jpg
-mlops_workflow_scheduler_poll.png
-mongodb_logo.jpg
-most_popular_cloud_platforms.jfif
-mozilla_developer_logo.jpg
-mvp_2.jfif
-mvp_3.jfif
-mvp.png
-my_company_gave_me.jfif
-nedinthecloud.jpg
-netboxlabs_logo.jpg
-Network_security_zones5.png
-new_job_every_3_years.jfif
-newrelic_logo.jpg
-ocp4_arch.png
-ocp4_autoscaler1.png
-ocp4_autoscaler2.png
-ocp4_cni_arch.png
-ocp_certified_operators.png
-ocp_ipi2.png
-ocp-ipi.png
-ocp_ipi_upi.png
-ocp_monitoring.png
-ocp_operators.png
-ocp_plan_deploy.png
-ocp_servicemesh1.png
-ocp_servicemesh2.png
-ocp_servicemesh3.png
-ocp_servicemesh4.png
-ocp_update1.png
-ocp_update2.png
-ocp_update3.png
-ocp_upi.png
-ocs_dashboard.png
-olena_kutsenko.jpg
-openebs_logo.jpg
-openproject_logo.jpg
-openshift4-architecture.png
-OpenShift4-to-vSphere7.png
-openshift_day2.png
-openshift_logo.jpg
-openshift_solutions_2020.jpg
-openshift_vs_kubernetes.jpeg
-openshift-vs-kubernetes-saas.png
-openstack_logo.jpg
-opentowork.jfif
-operator_subscriptions.png
-opta_iac_responsibility_vs_developer_.png
-oracle_cloud_logo.jpg
-pelado_nerd.jpg
-pizza-model-vert.jpeg
-pod_cheat_sheet.png
-portworx_logo.jpg
-postman_logo.jpg
-programmer-move.jpg
-prometheus-architecture.png
-prometheus_logo.jpg
-promotions_at_big_tech.jfif
-pulumi_logo.jpg
-quarkus-logo.jpg
-rancher-logo.jpg
-rancher.png
-realworld-pipeline-flow.png
-redhat_logo.jpg
-redis_logo.jpg
-REST_API_Design.jfif
-rest_vs_graphql.jfif
-rhdeveloper.jpg
-rh_developer_logo.jpg
-robin_logo.jpg
-rocket_chat_logo.jpg
-Rubber_duck_assisting_with_debugging.jpg
-s3_storage_classes.jfif
-scaleway_cloud.jpg
-scrum-one-min.jpg
-scrum_vs_kanban.jfif
-simple_k8s_cluster_meme.jfif
-slack_logo.jpg
-smartbear_swagger_logo.jpg
-softwareconsumers-1.png
-sonarsource_logo.jpg
-sonatype_logo.jpg
-spinnaker_logo.jpg
-spring_annotations_cheat_sheet.jfif
-spring-logo.jpg
-stateful-and-stateless-applications.png
-storageos_logo.jpg
-summarising_top_10_api_testing_tools.png
-techwithhelen.jpg
-techworld_nana.jpg
-tenant.png
-term_devops.jpg
-testinprodmeme.jfif
-testops_flow.jpg
-TestOps-What-Does-This-Mean.jpg
-tetrate_logo.jpg
-thecloudgirl.jpg
-the_digital_life.jpg
-thenewstack.jpg
-thethips4you.jpg
-thomas_maurer.jpg
-tigera_calico_logo.jpg
-tinahuang.jpg
-todays_devops.jpg
-top_10_kubernetes_patterns.png
-traditional_ops_vs_gitops.png
-url_cheatsheet.jfif
-utopia_eduardo_galeano.png
-vmware_tanzu_logo.jpg
-vscode_logo.jpg
-waterfall-agile.jpg
-weavecloud_logo.jpg
-What-is-DevOps.jpg
-when_to_choose_kubernetes.jpeg
-why_devops_capgemini.png
-workchronicles_cultural_fit.jfif
-xebialabs_logo.jpg
-you_dont_need_kubernetes.jpg
-you_get_a_tech_job.jfif
-zipkin_ui.png
diff --git a/current_links.txt b/current_links.txt
deleted file mode 100644
index 04678f97..00000000
--- a/current_links.txt
+++ /dev/null
@@ -1 +0,0 @@
-17133
diff --git a/data/inventory.yaml b/data/inventory.yaml
index 44cdc069..c6ed38ca 100644
--- a/data/inventory.yaml
+++ b/data/inventory.yaml
@@ -1881,6 +1881,7 @@ https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kuberne
   v2_locations:
   - maven-gradle.md
   - kubernetes-client-libraries.md
+  - demos.md
   ai_summary: Exploring developer loop workflows utilizing Eclipse JKube to build,
     deploy, and debug Java applications in real-time inside a local or remote Kubernetes
     cluster environment.
@@ -3086,6 +3087,7 @@ https://aws.amazon.com/devops:
   v2_locations:
   - aws-devops.md
   - devops.md
+  - jenkins-alternatives.md
   ai_summary: 'Curator Insight: Main AWS portal summarizing continuous integration,
     deployment, and management tools.
 
@@ -10366,6 +10368,7 @@ https://awsfundamentals.com/blog/aws-organizations-the-key-to-managing-your-clou
   v2_locations:
   - aws-architecture.md
   - iac.md
+  - aws.md
   ai_summary: A highly clear exploration of AWS Organizations, dissecting organizational
     units (OUs), Service Control Policies (SCPs), and account hierarchy. Grounding
     shows it serves as a fundamental training material for cloud administrators establishing
@@ -12659,6 +12662,7 @@ https://www.digitalocean.com/community/tutorials/deepseek-r1-gpu-droplets:
   v2_locations:
   - ai.md
   - digitalocean.md
+  - kubernetes.md
   ai_summary: Tactical walkthrough showing how to provision DigitalOcean GPU Droplets
     to serve DeepSeek-R1. Configures vLLM runtimes, registers systemd units, and establishes
     benchmarking paradigms to maximize inference performance on cost-effective infrastructure.
@@ -12767,6 +12771,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/
   v2_locations:
   - kubernetes-bigdata.md
   - kubernetes-operators-controllers.md
+  - openshift.md
   ai_summary: 'Curator Insight: Documentation for the Red Hat Build of Kueue scheduler
     within OpenShift.
 
@@ -14335,6 +14340,7 @@ https://github.com/shanraisshan/claude-code-best-practice:
   - '[GUIDE]'
   v2_locations:
   - ai.md
+  - ai-agents-mcp.md
   gh_stars: 54376
   gh_pushed: '2026-05-21T15:48:06Z'
   ai_summary: 'Curator Insight: Curated collection of best practices, system prompts,
@@ -14469,6 +14475,7 @@ https://github.com/punkpeye/awesome-mcp-servers:
   - '[DE FACTO STANDARD]'
   v2_locations:
   - ai.md
+  - ai-agents-mcp.md
   gh_stars: 87348
   gh_pushed: '2026-05-02T16:08:17Z'
   ai_summary: 'Curator Insight: A community-curated collection of servers implementing
@@ -15394,6 +15401,7 @@ https://www.cerebras.ai:
   v2_locations:
   - ai.md
   - api.md
+  - chatgpt.md
   ai_summary: Architectural hub detailing wafer-scale AI processors built to tackle
     compute limits. Facilitates unprecedented deep-learning model execution with extreme
     localized bandwidth optimizations.
@@ -18988,6 +18996,7 @@ https://github.com/google/agents-cli:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - ai.md
+  - GoogleCloudPlatform.md
   gh_stars: 2528
   gh_pushed: '2026-05-19T01:14:35Z'
   ai_summary: An official command-line tool from Google designed to build, debug,
@@ -19485,6 +19494,7 @@ https://cursor.com/blog/cloud-agent-development-environments:
   v2_locations:
   - ai.md
   - devops.md
+  - kubernetes.md
   ai_summary: Analyzes the infrastructure required to run high-autonomy AI coding
     agents. Discusses secure sandboxing, runtime requirements, and interactive execution
     environments designed to bridge LLMs with real-world system runtimes safely.
@@ -19589,6 +19599,7 @@ https://www.docker.com/llm:
   v2_locations:
   - ai.md
   - azure.md
+  - finops.md
   ai_summary: Comprehensive guide for managing cloud-spend on Azure AI infrastructure.
     Covers architectural frameworks for optimizing large GPU node pools, tracking
     LLM API consumption patterns, and integrating FinOps principles into AI platform
@@ -19620,6 +19631,7 @@ https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-d
   v2_locations:
   - ai.md
   - azure.md
+  - cicd.md
   ai_summary: A practical implementation guide demonstrating how to integrate Azure
     OpenAI into Azure DevOps pipelines to automatically generate comprehensive pull
     request descriptions from code differences. Demonstrates prompt engineering techniques
@@ -19950,6 +19962,7 @@ https://markaicode.com/terraform-ai-infrastructure-as-code:
   v2_locations:
   - ai.md
   - iac.md
+  - terraform.md
   ai_summary: Focuses on AI-driven generation of HCL infrastructure files. Covers
     schema checking, validating security guardrails in prompt pipelines, and continuous
     integration workflows for automated infrastructure verification.
@@ -19980,6 +19993,7 @@ https://masterpoint.io/blog/ai-meets-tf-prompt-strategies-for-test-generation:
   v2_locations:
   - ai.md
   - kubernetes-operators-controllers.md
+  - terraform.md
   ai_summary: Outlines specific prompting strategies to automatically draft tests
     for Terraform modules. Synthesizes automated validation frameworks like `terraform
     test` with generative AI outputs to ensure infrastructure stability.
@@ -20452,6 +20466,7 @@ https://ettema.dev/posts/ai-multi-repo-workspaces:
   v2_locations:
   - ai.md
   - developerportals.md
+  - devops-tools.md
   ai_summary: Investigates methods for utilizing structured developer workspaces to
     safely implement, coordinate, and review automated AI-driven modifications across
     sprawling multi-repository codebases. Offers patterns for multi-repo orchestrations
@@ -20550,6 +20565,7 @@ https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-us
   v2_locations:
   - ai.md
   - cloud-arch-diagrams.md
+  - cicd.md
   ai_summary: An illustrative guide showing how the Draw.io Model Context Protocol
     (MCP) server allows AI assistants to programmatically generate and edit architecture
     diagrams. Bridges the gap between conversational design instructions and technical
@@ -20643,6 +20659,7 @@ https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview:
   v2_locations:
   - ai.md
   - azure.md
+  - cicd.md
   ai_summary: The official public announcement details the release and capabilities
     of the Azure DevOps MCP server. Highlights the architectural integration of Large
     Language Models directly into enterprise ADO workflows for automated engineering
@@ -24960,6 +24977,7 @@ https://github.com/argoproj/argo-cd/pull/26601:
   - '[DE FACTO STANDARD]'
   v2_locations:
   - argo.md
+  - kubernetes-operators-controllers.md
   gh_stars: 22950
   gh_pushed: '2026-05-22T09:45:30Z'
   ai_summary: The official GitHub pull request introducing ApplicationSet rendering
@@ -26323,6 +26341,7 @@ https://github.com/cloudposse-terraform-components/aws-eks-argocd:
   - '[COMMUNITY-TOOL]'
   v2_locations:
   - argo.md
+  - gitops.md
   ai_summary: 'Curator Insight: Enterprise-ready Terraform submodule designed to deploy,
     configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Live Grounding:
     Standardizes complex security configuration flags, integrates smoothly with AWS
@@ -26615,6 +26634,7 @@ https://dev.to/intuitdev/migrating-cicd-from-jenkins-to-argo-1km4:
   v2_locations:
   - argo.md
   - jenkins.md
+  - cicd.md
   ai_summary: A comprehensive real-world migration case study detailing how Intuit
     transitioned high-volume CI/CD pipelines from Jenkins to Kubernetes-native Argo
     Workflows. Outlines critical architectural lessons, scale bottlenecks, pipeline-as-code
@@ -26766,6 +26786,7 @@ https://events.linuxfoundation.org/kubecon-cloudnativecon-north-america/co-locat
   v2_locations:
   - argo.md
   - kubernetes.md
+  - cicd.md
   ai_summary: 'Curator Insight: Direct portal to community sessions, submissions,
     and emerging patterns for the Argo GitOps suite in 2026. Live Grounding: Acts
     as the primary standard gathering point for Kubernetes GitOps continuous delivery.
@@ -29161,6 +29182,7 @@ https://github.com/imthenachoman/How-To-Secure-A-Linux-Server:
   - '[DE FACTO STANDARD]'
   v2_locations:
   - linux.md
+  - aws-security.md
   gh_stars: 27424
   gh_pushed: '2026-03-05T13:25:16Z'
   ai_summary: An exhaustive, highly popular guide for securing production Linux environments.
@@ -29196,6 +29218,7 @@ https://www.linkedin.com/top-content/?trk=article_not_found:
   v2_locations:
   - aws-training.md
   - aws-security.md
+  - grafana.md
   ai_summary: Analyses secure integration patterns for private Azure DevOps environments.
     Offers standard reference controls for isolating source code hosting, managing
     external worker access, and mitigating common misconfiguration patterns across
@@ -32005,6 +32028,7 @@ https://github.com/taubyte/tau:
   - '[DE FACTO STANDARD]'
   v2_locations:
   - kubernetes-alternatives.md
+  - caching.md
   gh_stars: 5030
   gh_pushed: '2026-05-07T14:02:50Z'
   ai_summary: The main open-source repository for Tau. This platform handles autonomous
@@ -33193,6 +33217,7 @@ https://quickref.me/index.html:
   v2_locations:
   - devops-tools.md
   - cheatsheets.md
+  - kubernetes-tools.md
   ai_summary: A massive aggregator of high-density cheat sheets and quick reference
     guides covering terminal systems, programming syntaxes, database commands, and
     deployment paradigms.
@@ -35255,6 +35280,7 @@ https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet:
   - '[DE FACTO STANDARD]'
   v2_locations:
   - mkdocs.md
+  - cheatsheets.md
   gh_stars: 60200
   gh_pushed: '2025-08-22T00:21:50Z'
   ai_summary: 'One of the most referenced cheat sheets on GitHub for fast, offline-compatible
@@ -35654,6 +35680,7 @@ https://github.com/a8m/golang-cheat-sheet:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - golang.md
+  - cheatsheets.md
   ai_summary: Duplicate reference of the high-density Go cheat-sheet database. It
     provides programmatic access to Go fundamentals, standard functions, and syntax
     paradigms to streamline engineering workflows.
@@ -35695,6 +35722,7 @@ https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/READM
   - '[DE FACTO STANDARD]'
   v2_locations:
   - golang.md
+  - cheatsheets.md
   gh_stars: 105273
   gh_pushed: '2025-04-15T21:52:42Z'
   ai_summary: Curator Insight hosts the comprehensive Spanish translation of the premier
@@ -37471,6 +37499,7 @@ https://chrisarcand.com/purposeful-commits:
   v2_locations:
   - cicd.md
   - devops.md
+  - git.md
   ai_summary: 'Curator Insight: Explores the cultural developer hygiene of crafting
     clear, logical git commits. Live Grounding: Details how concise commit histories
     simplify pipeline automated testing, automated changelogs, and fast deployment
@@ -37904,6 +37933,7 @@ https://docs.cloudposse.com/components/library/aws/runs-on:
   v2_locations:
   - cicd.md
   - devops.md
+  - kubernetes-tools.md
   ai_summary: A robust, production-tested Terraform component for deploying and autoscaling
     self-hosted GitHub Actions runners inside AWS. Integrates with AWS ECS, EKS, or
     EC2 to provide secure, ephemeral, and cost-effective pipeline execution environments.
@@ -37989,6 +38019,7 @@ https://github.com/antonbabenko/terraform-skill:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - cicd.md
+  - iac.md
   gh_stars: 1881
   gh_pushed: '2026-05-19T17:40:05Z'
   ai_summary: An experimental, open-source repository establishing unified Model Context
@@ -38095,6 +38126,7 @@ https://github.com/microsoft/azure-devops-mcp:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - devops-tools.md
+  - azure.md
   gh_stars: 1718
   gh_pushed: '2026-05-19T11:37:44Z'
   ai_summary: An official Microsoft MCP server repository enabling AI Agents (like
@@ -38191,6 +38223,7 @@ https://github.com/techpivot/terraform-module-releaser:
   - '[COMMUNITY-TOOL]'
   v2_locations:
   - cicd.md
+  - iac.md
   gh_stars: 221
   gh_pushed: '2026-05-20T03:41:30Z'
   ai_summary: A specialized GitHub Action designed to automate the release process,
@@ -38394,6 +38427,7 @@ https://github.com/cicdops/awesome-ciandcd:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - cicd.md
+  - other-awesome-lists.md
   gh_stars: 1996
   gh_pushed: '2026-04-14T12:29:54Z'
   ai_summary: A highly extensive, community-curated collection targeting cloud-native
@@ -39305,6 +39339,7 @@ https://github.com/ynqa/bul:
   - '[COMMUNITY-TOOL]'
   v2_locations:
   - kubernetes-monitoring.md
+  - container-managers.md
   gh_stars: 16
   gh_pushed: '2024-05-23T09:31:41Z'
   ai_summary: An interactive Terminal User Interface (TUI) written in Go for streaming
@@ -42339,6 +42374,7 @@ https://github.com/frectonz/sql-studio:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - devops-tools.md
+  - databases.md
   gh_stars: 3539
   gh_pushed: '2026-03-15T20:25:56Z'
   ai_summary: A single-binary SQL database administrator interface written in Rust.
@@ -45899,6 +45935,7 @@ https://github.com/siamaksade/jenkins-blueocean:
   - '[COMMUNITY-TOOL]'
   v2_locations:
   - openshift-pipelines.md
+  - demos.md
   ai_summary: Utility repository hosting configurations to deploy Jenkins Blue Ocean
     configurations instantly within early Red Hat OpenShift Container Platform environments.
     Serves as a reference setup for visualized pipeline states.
@@ -48922,6 +48959,7 @@ https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499:
   v2_locations:
   - golang.md
   - devel-sites.md
+  - javascript.md
   ai_summary: Community-driven performance and usability evaluation contrasting IntelliJ
     Rust and VSCode (rust-analyzer) workflows. Discusses compilation feedback, macro
     expansion speeds, and debugging tool integrations.
@@ -55201,6 +55239,7 @@ https://github.com/stackrox/kube-linter:
   v2_locations:
   - data-and-advanced-analytics.md
   - yaml.md
+  - devsecops.md
   tags:
   - '[ENTERPRISE-STABLE]'
   gh_stars: 3450
@@ -67516,6 +67555,7 @@ https://github.com/dictcp/awesome-git:
   - '[DE FACTO STANDARD]'
   v2_locations:
   - git.md
+  - other-awesome-lists.md
   gh_stars: 2858
   gh_pushed: '2025-02-04T11:05:22Z'
   ai_summary: An extensive, community-curated list of tools, clients, extensions,
@@ -72382,6 +72422,7 @@ https://github.com/features/codespaces:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - git.md
+  - visual-studio.md
   ai_summary: GitHub Codespaces delivers cloud-hosted, highly configurable development
     environments running directly inside Visual Studio Code or browser instances.
     By leveraging declarative configuration (devcontainer.json), platform teams can
@@ -76690,6 +76731,7 @@ https://github.com/werf/nelm:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - helm.md
+  - gitops.md
   gh_stars: 1072
   gh_pushed: '2026-05-21T13:43:26Z'
   ai_summary: An innovative deployment engine integrated within the Werf workflow
@@ -76791,6 +76833,7 @@ https://github.com/weaveworks/wksctl:
   - '[LEGACY]'
   v2_locations:
   - kubernetes-on-premise.md
+  - gitops.md
   gh_stars: 389
   gh_pushed: '2023-03-31T12:32:52Z'
   ai_summary: An early GitOps-driven Kubernetes cluster manager from Weaveworks that
@@ -77228,6 +77271,7 @@ https://github.com/weaveworks/weave:
   - '[LEGACY]'
   v2_locations:
   - kubernetes-on-premise.md
+  - gitops.md
   gh_stars: 6613
   gh_pushed: '2024-08-09T08:45:55Z'
   ai_summary: Weave Net is a resilient container CNI designed to create peer-to-peer
@@ -82095,6 +82139,7 @@ https://azure-samples.github.io/aks-labs/docs/intro:
   v2_locations:
   - istio.md
   - azure.md
+  - kubernetes-tutorials.md
   ai_summary: Microsoft's structured laboratory ecosystem designed to onboard engineers
     to Azure Kubernetes Service (AKS). The content delivers a reliable, production-aligned
     guide covering core infrastructure topics such as advanced networking, cluster
@@ -87135,6 +87180,7 @@ https://github.com/openshift/pipelines-tutorial:
   - '[GUIDE]'
   v2_locations:
   - openshift-pipelines.md
+  - jenkins-alternatives.md
   gh_stars: 322
   gh_pushed: '2026-05-18T09:23:05Z'
   ai_summary: 'Curator Insight: The primary repository used for training developers
@@ -89280,6 +89326,7 @@ https://www.jenkins.io/doc/book/pipeline/syntax:
     Syntax 🌟'
   v2_locations:
   - jenkins.md
+  - openshift-pipelines.md
 https://www.jenkins.io/blog/2020/10/21/a-sustainable-pattern-with-shared-library:
   title: A sustainable pattern with shared library 🌟
   year: N/A
@@ -89910,6 +89957,7 @@ https://github.com/jenkinsci/performance-plugin:
   - '[COMMUNITY-TOOL]'
   v2_locations:
   - performance-testing-with-jenkins-and-jmeter.md
+  - jenkins.md
   gh_stars: 194
   gh_pushed: '2026-05-08T07:07:51Z'
   ai_summary: A stable Jenkins CI plugin designed to ingest, compile, and visualize
@@ -97682,6 +97730,7 @@ https://github.com/poseidon/typhoon:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - kubernetes-on-premise.md
+  - terraform.md
   gh_stars: 2042
   gh_pushed: '2026-05-19T05:43:03Z'
   ai_summary: Typhoon is a bare-metal and multi-cloud Kubernetes distribution focused
@@ -99162,6 +99211,7 @@ https://github.com/actions/actions-runner-controller:
   - '[DE FACTO STANDARD]'
   v2_locations:
   - git.md
+  - jenkins-alternatives.md
   gh_stars: 6260
   gh_pushed: '2026-05-22T10:15:15Z'
   ai_summary: An official Kubernetes operator designed to manage self-hosted runner
@@ -99914,6 +99964,7 @@ https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kuberne
   v2_locations:
   - kubernetes-monitoring.md
   - kubernetes-operators-controllers.md
+  - kubernetes-tools.md
   ai_summary: Explores the technicalities of sharing physical NVIDIA GPUs among multiple
     Pods in Kubernetes. Covers GPU fractional slicing, Multi-Instance GPU (MIG) strategies,
     and workload optimization for ML/AI clusters.
@@ -103179,6 +103230,7 @@ https://github.com/cert-manager/cert-manager:
   - '[DE FACTO STANDARD]'
   v2_locations:
   - registries.md
+  - kubernetes-security.md
   gh_stars: 13830
   gh_pushed: '2026-05-22T08:41:10Z'
   ai_summary: Consolidated record of the cert-manager project, automating dynamic
@@ -113340,6 +113392,7 @@ https://github.com/aws/aws-node-termination-handler:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
+  - kubernetes-tools.md
   gh_stars: 1755
   gh_pushed: '2026-05-20T00:16:00Z'
   ai_summary: High-efficiency agent ensuring EKS pod rescheduling during abrupt EC2
@@ -113599,6 +113652,7 @@ https://github.com/aws-controllers-k8s/community:
   - '[DE FACTO STANDARD]'
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
+  - kubernetes-tools.md
   gh_stars: 2627
   gh_pushed: '2026-05-22T00:16:16Z'
   ai_summary: Official community hub and development ecosystem for ACK (AWS Controllers
@@ -113694,6 +113748,7 @@ https://github.com/aws-ia/terraform-aws-eks-blueprints:
   - '[DE FACTO STANDARD]'
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
+  - terraform.md
   gh_stars: 3021
   gh_pushed: '2026-05-15T11:53:28Z'
   ai_summary: A highly opinionated, production-ready collection of Terraform modules
@@ -116529,6 +116584,7 @@ https://github.com/OvidiuBorlean/kubectl-windumps:
   - '[LEGACY]'
   v2_locations:
   - managed-kubernetes-in-public-cloud.md
+  - kubernetes-tools.md
   ai_summary: A specialized kubectl plugin facilitating raw packet capturing on AKS
     Windows worker nodes. Live grounding indicates the repository has been inactive
     for over four years, yet it remains a valuable conceptual reference for troubleshooting
@@ -119157,6 +119213,7 @@ https://redis.io:
   v2_locations:
   - message-queue.md
   - caching.md
+  - nosql.md
   ai_summary: The definitive open-source, in-memory data store used as a database,
     cache, message broker, and streaming engine. Offers unmatched low-latency read-write
     cycles and versatile data structures. Highly valued for real-time applications
@@ -128026,6 +128083,7 @@ https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift
   v2_locations:
   - performance-testing-with-jenkins-and-jmeter.md
   - openshift.md
+  - kubernetes-tools.md
   ai_summary: Provides a comprehensive overview of how Kruize Autotune optimizes resource
     efficiency in OpenShift and Kubernetes workloads. Evaluates real-time scaling
     mechanisms and automated recommendations to reduce resource waste.
@@ -139816,6 +139874,7 @@ https://sre.google/sre-book/monitoring-distributed-systems:
   v2_locations:
   - kubernetes-monitoring.md
   - monitoring.md
+  - sre.md
   ai_summary: The industry-standard chapter from Google's SRE book detailing the implementation
     of distributed systems monitoring. It defines the 'Four Golden Signals'—latency,
     traffic, errors, and saturation—providing practical blueprints to prevent alert
@@ -201483,6 +201542,7 @@ https://www.linkedin.com/pulse/cpu-limits-kubernetes-why-your-pod-idle-still-dee
   title: 'CPU Limits in Kubernetes: Deep Dive into Pod Throttling and Kernel Interactions'
   v2_locations:
   - kubernetes-troubleshooting.md
+  - linux.md
 https://fabric8.io/guide/cdelivery.html:
   description: ''
   year: '2018'
@@ -201697,6 +201757,7 @@ https://www.linkedin.com/pulse/infracost-terraform-prs-making-cost-awareness-mar
   title: 'InfraCost + Terraform PRs: Making Cost Awareness Effortless'
   v2_locations:
   - terraform.md
+  - cicd.md
 https://docs.aws.amazon.com/application-discovery/latest/userguide/what-is-appdiscovery.html:
   status: online
   health_score: 100.0
@@ -202182,6 +202243,7 @@ https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-ge
   title: 'GitHub Copilot CLI for Beginners: Getting Started'
   v2_locations:
   - developerportals.md
+  - devops-tools.md
 https://jonnylangefeld.com/blog/kubernetes-how-to-view-swagger-ui:
   status: online
   health_score: 100.0
@@ -202263,6 +202325,7 @@ https://www.haproxy.org:
   title: haproxy.org
   v2_locations:
   - caching.md
+  - web-servers.md
 https://www.slideshare.net/haproxytech/haproxy-web-performance-55536394:
   status: online
   health_score: 100.0
@@ -207086,6 +207149,7 @@ https://mywiki.wooledge.org/BashPitfalls:
   title: Bash Pitfalls 🌟
   v2_locations:
   - cheatsheets.md
+  - linux.md
 https://liquidat.wordpress.com/2016/06/27/howto-writing-an-ansible-module-for-a-rest-api:
   health_score: 100.0
   last_checked: 1779130495.033632
@@ -207657,6 +207721,7 @@ https://www.saaras.io/blog/leverage-open-source-oss-derive-insights-grafana-prom
     service mesh add-on via Bicep'
   v2_locations:
   - azure.md
+  - managed-kubernetes-in-public-cloud.md
 https://www.sonatype.com/blog/achieving-ci/cd-with-kubernetes:
   description: ''
   year: '2022'
@@ -209556,6 +209621,7 @@ https://www.commandlinefu.com/commands/browse:
   title: CommandLineFu 🌟
   v2_locations:
   - cheatsheets.md
+  - linux.md
 https://noticiastrabajo.huffingtonpost.es/como-deben-autonomos-retrasar-pago-intereses-creditos-ico:
   description: ''
   year: '2021'
@@ -211085,6 +211151,7 @@ https://docs.garden.io:
   title: 'garden.io: Performance testing on a microservice architecture'
   v2_locations:
   - pulumi.md
+  - kubernetes-tools.md
 https://www.computerworld.com/article/1627067/how-to-get-a-job-in-healthcare-it-2.html:
   description: ''
   year: '2022'
@@ -211638,6 +211705,7 @@ https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog:
   title: 'openshift.com: Cloud DevOps With OpenShift and JFrog'
   v2_locations:
   - jenkins-alternatives.md
+  - registries.md
 https://newrelic.com/blog/infrastructure-monitoring/create-nr-dashboards-with-terraform-part-1:
   health_score: 100.0
   last_checked: 1779130494.976196
@@ -212515,6 +212583,7 @@ https://jfrog.com/blog:
   title: 'jfrog.com: How to protect your secrets with Spectral and JFrog Pipelines'
   v2_locations:
   - jenkins-alternatives.md
+  - registries.md
 https://azure.microsoft.com/en-us/en-us/resources/azure-for-architects:
   health_score: 100.0
   last_checked: 1779130494.930166
@@ -213995,6 +214064,7 @@ https://www.empowersurvivors.net:
     Cert Manager'
   v2_locations:
   - ansible.md
+  - terraform.md
 https://docs.getenroute.io:
   health_score: 100.0
   last_checked: 1779130494.95724
@@ -214051,6 +214121,7 @@ https://canonical.com/juju:
   title: '**Conjure up**'
   v2_locations:
   - kubernetes.md
+  - kubernetes-on-premise.md
 https://www.addwebsolution.com/blog/how-kubernetes-helps-businesses-manage-their-it-infrastructure:
   health_score: 100.0
   last_checked: 1779130494.978324
@@ -215033,6 +215104,7 @@ https://learnkube.com/allocatable-resources:
   title: Allocatable memory and CPU in Kubernetes Nodes 🌟
   v2_locations:
   - kubernetes.md
+  - managed-kubernetes-in-public-cloud.md
 https://devm.io/blog:
   health_score: 100.0
   last_checked: 1779130495.022048
@@ -215408,6 +215480,7 @@ https://www.jenkins.io/blog/2016/11/21/gc-tuning:
     Instances 🌟
   v2_locations:
   - jenkins.md
+  - java-and-java-performance-optimization.md
 https://thinksys.com/devops/kubernetes-multi-tenancy:
   health_score: 100.0
   last_checked: 1779130494.942283
@@ -215656,6 +215729,7 @@ https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks:
     🌟'
   v2_locations:
   - aws-containers.md
+  - managed-kubernetes-in-public-cloud.md
 https://www.redhat.com/en/blog/it-automation-training:
   health_score: 100.0
   last_checked: 1779130495.007185
@@ -217410,6 +217484,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745:
     Using Kuma & GitOps to implement canary releasing'
   v2_locations:
   - introduction.md
+  - servicemesh.md
 https://aws.amazon.com/partners/consulting:
   health_score: 84.0
   last_checked: 1779130494.971632
@@ -217506,6 +217581,7 @@ https://spanish.entrepreneur.com:
     un buen líder'
   v2_locations:
   - project-management-methodology.md
+  - recruitment.md
 https://www.redhat.com/en/blog/ansible-web-endpoints:
   health_score: 100.0
   last_checked: 1779130494.960125
@@ -220460,6 +220536,7 @@ https://kubernetes.io/docs/concepts/security:
   title: '==kubernetes.io: Overview of Cloud Native Security=='
   v2_locations:
   - devsecops.md
+  - kubernetes-security.md
 ? https://www.crunchydata.com/blog/synchronous-replication-in-the-postgresql-operator-for-kubernetes-guarding-against-transactions-loss
 : health_score: 100.0
   last_checked: 1779130494.951204
@@ -220782,6 +220859,7 @@ https://learnkube.com/cloud-resources-kubernetes:
   title: '==learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes=='
   v2_locations:
   - databases.md
+  - managed-kubernetes-in-public-cloud.md
 https://www.pluralsight.com/resources/blog/cloud/10-fun-hands-on-projects-to-learn-aws:
   description: ''
   year: '2021'
@@ -220925,6 +221003,7 @@ https://www.datamechanics.co:
     Available'
   v2_locations:
   - docker.md
+  - kubernetes-bigdata.md
 https://www.weekly.tf:
   health_score: 100.0
   last_checked: 1779130494.961434
@@ -221224,6 +221303,7 @@ https://www.vmware.com/products/app-platform/tanzu:
     Trusted Open Source Software Providers for the Enterprise'
   v2_locations:
   - demos.md
+  - kubernetes-on-premise.md
 https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh:
   health_score: 100.0
   last_checked: 1779130494.972261
@@ -221965,6 +222045,7 @@ https://www.infoworld.com/article/2338428/kubernetes-cost-management-for-the-rea
   title: 'infoworld.com: Kubernetes cost management for the real world'
   v2_locations:
   - finops.md
+  - managed-kubernetes-in-public-cloud.md
 https://javatechonline.com/distributed-tracing-logging-using-sleuth-zipkin:
   health_score: 100.0
   last_checked: 1779130494.989866
@@ -222104,6 +222185,7 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-
   title: Programming with GitHub Copilot Agent Mode
   v2_locations:
   - developerportals.md
+  - cicd.md
 https://www.redhat.com/en/blog/red-hat-openshift-service-mesh-is-now-available-what-you-should-know:
   description: ''
   year: '2019'
@@ -222146,6 +222228,7 @@ https://octopus.com/devops:
   title: 'codefresh.io: Tutorial - Local Kubernetes Development with Okteto 🌟'
   v2_locations:
   - project-management-methodology.md
+  - scaffolding.md
 https://www.redhat.com/en/about/videos/openshift-backup-and-recovery-kasten-k10:
   health_score: 64.0
   last_checked: 1779130494.928622
@@ -223305,6 +223388,7 @@ https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plug
   title: Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟
   v2_locations:
   - jenkins.md
+  - openshift-pipelines.md
 https://docs.cloud.google.com/load-balancing/docs/l7-internal:
   health_score: 100.0
   last_checked: 1779130494.940207
@@ -223484,6 +223568,7 @@ https://okd.io:
   title: OKD
   v2_locations:
   - openshift.md
+  - ocp4.md
 https://www.drawio.com/blog/drawio-aws-cloudcraft:
   health_score: 100.0
   last_checked: 1779130495.000524
@@ -223797,6 +223882,7 @@ https://www.sysdig.com/blog/kubernetes-1-24-whats-new:
     Kubernetes Service clusters through Azure Monitor'
   v2_locations:
   - azure.md
+  - managed-kubernetes-in-public-cloud.md
 https://www.redhat.com/en/blog/event-driven-architecture-essentials:
   description: ''
   year: '2021'
@@ -225115,6 +225201,7 @@ https://docs.github.com/en:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - mkdocs.md
+  - cheatsheets.md
   year: '2024'
   stars: 4
   ai_summary: 'The authoritative documentation portal for GitHub, offering deep-dives
@@ -225153,6 +225240,7 @@ https://docs.github.com/en:
   title: Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)
   v2_locations:
   - kubernetes-operators-controllers.md
+  - kubernetes-security.md
 https://www.redhat.com/en/blog/guide-to-installing-an-okd-4-4-cluster-on-your-home-lab:
   health_score: 100.0
   last_checked: 1779130494.979561
@@ -227433,6 +227521,7 @@ https://docs.cloudify.co:
   title: 'cloudify.co: Understanding DevSecOps And Its Challenges'
   v2_locations:
   - introduction.md
+  - managed-kubernetes-in-public-cloud.md
 https://learn.microsoft.com/en-us/azure/devtest-labs:
   health_score: 100.0
   last_checked: 1779130495.002024
@@ -227835,6 +227924,7 @@ https://cloudnativenow.com/features/kubernetes-enables-devops-as-a-service-daas:
   title: WKSctl - A New OSS Kubernetes Manager using GitOps
   v2_locations:
   - gitops.md
+  - kubernetes-on-premise.md
 https://www.cbui.dev/every-company-has-an-old-production-aws-account:
   description: ''
   year: '2023'
@@ -227878,6 +227968,7 @@ https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-Wo
   title: 'itprotoday.com: Why Site Reliability Engineering Is Key to Modern DevOps'
   v2_locations:
   - introduction.md
+  - ocp4.md
 https://www.testmuai.com/blog/best-jenkins-alternatives:
   health_score: 100.0
   last_checked: 1779130495.00156
@@ -227960,6 +228051,7 @@ https://www.redhat.com/en/blog/cloud-native-ci-cd-with-openshift-pipelines:
   title: 'openshift.com: Cloud-Native CI/CD with OpenShift Pipelines based on Tekton'
   v2_locations:
   - tekton.md
+  - openshift-pipelines.md
 https://app.gitbook.com/o/-LbOdudvkdYwKCQYAHS8/s/RrlyoCHlF8LNFTvw74mT:
   health_score: 100.0
   last_checked: 1779130494.995157
@@ -228676,6 +228768,7 @@ https://www.f5.com/products/nginx:
   title: Nginx
   v2_locations:
   - introduction.md
+  - servicemesh.md
 https://k21academy.com/devops/ansible-for-beginners:
   health_score: 100.0
   last_checked: 1779130495.004911
@@ -229290,6 +229383,7 @@ https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021
   title: 'cloud.redhat.com: Top Open Source Kubernetes Security Tools of 2021 🌟🌟'
   v2_locations:
   - devsecops.md
+  - kubernetes-security.md
 https://jumpstart.azure.com:
   health_score: 100.0
   last_checked: 1779130495.006318
@@ -229933,6 +230027,7 @@ https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes:
   title: 'semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟'
   v2_locations:
   - kubernetes.md
+  - cicd.md
 https://www.redhat.com/en/blog/curl-hack-httpie:
   description: ''
   year: '2021'
@@ -232132,6 +232227,7 @@ https://www.redhat.com/en/blog/channel/open-source-communities?intcmp=7015Y00000
   title: 'ansible.com: Ansible and ChatGPT: Putting it to the test'
   v2_locations:
   - ansible.md
+  - chatgpt.md
 https://release.com/blog/kubernetes-health-checks-2-ways-to-improve-stability:
   health_score: 100.0
   last_checked: 1779130494.950882
@@ -232222,6 +232318,7 @@ https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - openshift-pipelines.md
+  - demos.md
   gh_stars: 8654
   gh_pushed: '2026-05-22T03:03:38Z'
   year: '2018'
@@ -232319,6 +232416,7 @@ https://ubuntu.com/kubernetes/charmed-k8s:
   title: Charmed Kubernetes
   v2_locations:
   - gitops.md
+  - kubernetes-on-premise.md
 https://builder.aws.com/learn:
   description: ''
   year: '2023'
@@ -232857,6 +232955,7 @@ https://eclipse.dev/jkube:
   title: Eclipse JKube 🌟
   v2_locations:
   - kubernetes-client-libraries.md
+  - openshift-pipelines.md
 https://www.jenkins.io/doc/developer/plugin-development/dependency-management:
   health_score: 100.0
   last_checked: 1779130495.027766
@@ -233751,6 +233850,7 @@ https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernet
   title: 'blog.openshift.com: Debugging Java Applications On OpenShift and Kubernetes'
   v2_locations:
   - monitoring.md
+  - java-and-java-performance-optimization.md
 https://www.thoughtworks.com/insights/topic/continuous-delivery:
   health_score: 100.0
   last_checked: 1779130495.008879
@@ -233871,6 +233971,7 @@ https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes:
   title: Kubernetes GitOps with Azure Arc and Charmed Kubernetes
   v2_locations:
   - gitops.md
+  - kubernetes-on-premise.md
 https://github.com/nubenetes/nexus3-helm-chart:
   health_score: 100.0
   last_checked: 1779130494.978136
@@ -234984,6 +235085,7 @@ https://github.com/eclipse-jkube/jkube:
   - '[COMMUNITY-TOOL]'
   v2_locations:
   - maven-gradle.md
+  - kubernetes-client-libraries.md
   gh_stars: 850
   gh_pushed: '2026-04-16T21:53:31Z'
   year: '2025'
@@ -238686,6 +238788,7 @@ https://eclipse.dev/jkube/docs/migration-guide:
     Eclipse JKube 🌟'
   v2_locations:
   - kubernetes-client-libraries.md
+  - maven-gradle.md
 https://www.digitalocean.com/community/tutorial-series/how-to-code-in-python-3:
   health_score: 100.0
   last_checked: 1779130494.943896
@@ -238772,6 +238875,7 @@ https://www.harness.io/blog:
   title: 'harness.io: Progressive Delivery: Everything You Need to Know'
   v2_locations:
   - kubernetes.md
+  - cicd.md
 https://azure.microsoft.com/en-us/en-gb/products/load-testing:
   health_score: 100.0
   last_checked: 1779130494.983468
@@ -239563,6 +239667,7 @@ https://learnkube.com/research:
   title: 'learnk8s.io/research:  Comparison of Kubernetes managed services 🌟'
   v2_locations:
   - kubernetes.md
+  - managed-kubernetes-in-public-cloud.md
 https://semaphore.io:
   health_score: 100.0
   last_checked: 1779130495.028388
@@ -239699,6 +239804,7 @@ https://github.com/HolmesGPT/holmesgpt:
   - '[ENTERPRISE-STABLE]'
   v2_locations:
   - ai.md
+  - ai-agents-mcp.md
   gh_stars: 2480
   gh_pushed: '2026-05-21T12:47:47Z'
   year: '2024'
@@ -240057,6 +240163,7 @@ https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean:
   title: OpenShift Pipelines with Jenkins Blue Ocean 🌟
   v2_locations:
   - demos.md
+  - openshift-pipelines.md
 https://liora.io/en/azure-devops-pipeline-yaml-why-configure-ci-cd-pipelines-with-yaml:
   health_score: 100.0
   last_checked: 1779130495.030453
@@ -240927,6 +241034,7 @@ https://bespoyasov.me/blog/clean-architecture-on-frontend:
   title: Clean Architecture on Frontend
   v2_locations:
   - developerportals.md
+  - javascript.md
 https://thenewstack.io/kubernetes/-and-the-next-generation-of-paas:
   health_score: 80.0
   last_checked: 1779130495.0183
@@ -241941,63 +242049,60 @@ https://github.com/chen-keinan/mesh-kridik:
   gh_pushed: '2024-12-09T16:56:32Z'
   gh_license: Apache-2.0
 https://www.youtube.com/embed/BE77h7dmoQU:
-  title: Global-Scale Media Streaming and Content Delivery Networks
+  title: 'Kubernetes: The Documentary [PART 1]'
   year: N/A
-  stars: 0
+  stars: 5
   description: Featured video in the Top Videos & Clips section.
   status: online
   health_score: 100.0
   last_checked: 0.0
   v1_locations:
   - docs/index.md
-  ai_summary: This resource represents a generic YouTube portal, which structurally
-    reflects global-scale media dissemination leveraging low-latency edge caching,
-    dynamic transcoding pipelines, and adaptive bitrate streaming. For 2026 cloud-native
-    architectures, it highlights the critical integration of decentralized edge computing
-    nodes co-located with ISPs to minimize egress costs and latency. Scalable microservices
-    running on global container orchestrators are required to manage high-throughput
-    metadata resolution and real-time telemetry ingestion.
-  category: Architecture and Cloud Strategy
+  ai_summary: "The official Kubernetes Documentary Part 1. Inspired by the open source\
+    \ success of Docker in 2013, \nthis film captures the story of the container orchestrator\
+    \ directly from the people who lived it, \nfeaturing interviews with prominent\
+    \ engineers from Google, Red Hat, Twitter, and others.\n"
+  category: Fundamentals and Documentaries
   is_featured_video: true
-  technology: Content Delivery Networks (CDN) & Edge Computing
+  technology: Kubernetes
   video_order: 1
   is_enriched: true
 https://www.youtube.com/embed/318elIq37PE:
-  title: N/A (Generic YouTube Link)
+  title: 'Kubernetes: The Documentary [PART 2]'
   year: N/A
-  stars: 0
+  stars: 5
   description: Featured video in the Top Videos & Clips section.
   status: online
   health_score: 100.0
   last_checked: 0.0
   v1_locations:
   - docs/index.md
-  ai_summary: The provided input contains only the generic YouTube landing page metadata
-    and lacks a specific video title or technical content to analyze. Consequently,
-    no cloud native architectural value or specific technology can be evaluated from
-    the resource.
-  category: Architecture and Cloud Strategy
+  ai_summary: "The official Kubernetes Documentary Part 2. Continuing the story of\
+    \ the \"Container Orchestrator Wars,\" \nthis part explores how Kubernetes ultimately\
+    \ came out on top despite technical challenges, \ninternal resistance, and intense\
+    \ competition, highlighting the power of open source.\n"
+  category: Fundamentals and Documentaries
   is_featured_video: true
-  technology: None
+  technology: Kubernetes
   video_order: 2
   is_enriched: true
 https://www.youtube.com/embed/HlAXp0-M6SY?clip=UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ&amp;clipt=EMSoKxiG3C4:
-  title: N/A - Generic YouTube Link Provided
+  title: Kubernetes for SysAdmins | Kelsey Hightower at PuppetConf
   year: N/A
-  stars: 0
+  stars: 5
   description: Featured video in the Top Videos & Clips section.
   status: online
   health_score: 100.0
   last_checked: 0.0
   v1_locations:
   - docs/index.md
-  ai_summary: The provided metadata corresponds to the generic YouTube homepage rather
-    than a specific technical video. As a result, no actionable cloud-native architectural
-    content, deployment patterns, or engineering methodologies could be analyzed or
-    extracted for a 2026 cloud-native context.
+  ai_summary: "Software engineer Kelsey Hightower provides a high-impact overview\
+    \ of Kubernetes (k8s) for system administrators. \nThe session includes a practical\
+    \ demo on deploying stateful workloads (MySQL) and applications (Ruby on Rails),\
+    \ \nscaling, and integrating service discovery.\n"
   category: Architecture and Cloud Strategy
   is_featured_video: true
-  technology: None
+  technology: Kubernetes
   video_order: 3
   is_enriched: true
 https://www.youtube.com/embed/rT4fJNbfe14:
@@ -242094,45 +242199,41 @@ https://www.youtube.com/embed/ghzsBm8vOms:
   video_order: 8
   is_enriched: true
 https://www.youtube.com/embed/rkXGSLf-rVQ?si=Ho8Zzxbrecn7Yncb:
-  title: YouTube System Architecture and Global Video Delivery
+  title: 'David Heinemeier Hansson: Microservices vs. Monolith'
   year: N/A
-  stars: 0
+  stars: 4
   description: Featured video in the Top Videos & Clips section.
   status: online
   health_score: 100.0
   last_checked: 0.0
   v1_locations:
   - docs/index.md
-  ai_summary: This architectural analysis explores YouTube's planetary-scale system
-    design, highlighting the integration of Vitess for database clustering and horizontal
-    scaling of stateful workloads. It details the mechanics of high-throughput video
-    transcoding pipelines, dynamic adaptive streaming (DASH/HLS), and edge-delivery
-    optimization via Google Global Cache (GGC) to achieve ultra-low latency and resilient
-    content distribution at exabyte scale.
+  ai_summary: "David Heinemeier Hansson (DHH), creator of Ruby on Rails, provides\
+    \ a critical analysis \non application architecture, contrasting the complexities\
+    \ of microservices with the \nefficiencies of the \"Majestic Monolith\" for modern\
+    \ engineering teams.\n"
   category: Architecture and Cloud Strategy
   is_featured_video: true
-  technology: Vitess
+  technology: Architecture
   video_order: 9
   is_enriched: true
 https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja:
-  title: 'YouTube Infrastructure: Global-Scale Video Streaming and Storage Architecture'
+  title: The creator of Rails on JavaScript FE vs. Classic Server-side Rendering
   year: N/A
-  stars: 0
+  stars: 4
   description: Featured video in the Top Videos & Clips section.
   status: online
   health_score: 100.0
   last_checked: 0.0
   v1_locations:
   - docs/index.md
-  ai_summary: This architectural analysis explores YouTube's global distribution platform,
-    highlighting its reliance on Vitess for horizontal MySQL database clustering,
-    custom transcoding hardware (Argos/VC1), and globally distributed edge-caching
-    infrastructure. It provides essential blueprints for 2026 cloud-native systems
-    handling multi-exabyte stateful storage workloads and ultra-low-latency content
-    delivery at the edge.
+  ai_summary: "David Heinemeier Hansson (DHH) discusses the trade-offs between complex\
+    \ JavaScript \nSingle Page Applications (SPAs) and classic Server-Side Rendering\
+    \ (SSR). \nHe introduces Hotwire as a modern approach to achieve high interactivity\
+    \ without the \noverhead of heavy client-side frameworks.\n"
   category: Architecture and Cloud Strategy
   is_featured_video: true
-  technology: Vitess & Edge Computing
+  technology: Web Architecture
   video_order: 10
   is_enriched: true
 https://www.youtube.com/embed/PxyyY7TsCqs?si=kzCRojDteESqork1:
@@ -242155,45 +242256,41 @@ https://www.youtube.com/embed/PxyyY7TsCqs?si=kzCRojDteESqork1:
   video_order: 11
   is_enriched: true
 https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c:
-  title: 'Vitess: Scaling YouTube''s Database Infrastructure'
+  title: Murli Thirumale | KubeCon CloudNativeCon EU 2023
   year: N/A
-  stars: 0
+  stars: 3
   description: Featured video in the Top Videos & Clips section.
   status: online
   health_score: 100.0
   last_checked: 0.0
   v1_locations:
   - docs/index.md
-  ai_summary: This technical analysis details Vitess, the cloud-native database clustering
-    system designed to horizontally scale MySQL through intelligent sharding and query
-    routing. In a 2026 cloud-native paradigm, Vitess enables stateless applications
-    on Kubernetes to seamlessly interface with highly available, distributed relational
-    databases across multi-region deployments. Its built-in connection pooling and
-    SQL parsing mitigate stateful bottlenecks, ensuring resilient, low-latency transactional
-    integrity at hyperscale.
+  ai_summary: "Murli Thirumale (VP & GM, Portworx) discusses the critical evolution\
+    \ of cloud-native \nstorage and data management at KubeCon EU 2023. The talk focuses\
+    \ on enabling \nresilient, stateful workloads and multi-cloud data mobility for\
+    \ enterprise Kubernetes deployments.\n"
   category: Architecture and Cloud Strategy
   is_featured_video: true
-  technology: Vitess
+  technology: Cloud Native Storage
   video_order: 12
   is_enriched: true
 https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe:
-  title: YouTube's Scalable Database Infrastructure (Vitess)
+  title: Red Hat OpenShift Platform Plus Overview
   year: N/A
-  stars: 0
+  stars: 3
   description: Featured video in the Top Videos & Clips section.
   status: online
   health_score: 100.0
   last_checked: 0.0
   v1_locations:
   - docs/index.md
-  ai_summary: This resource explores Vitess, the database clustering system developed
-    by YouTube to horizontally scale MySQL through intelligent query routing and automated
-    sharding. In a 2026 Cloud Native context, it demonstrates how to run highly scalable,
-    stateful transactional databases natively on Kubernetes without sacrificing SQL
-    compliance or application simplicity.
+  ai_summary: "An official architectural overview of Red Hat OpenShift Platform Plus.\
+    \ \nIt showcases the integration of advanced cluster security (ACS), multi-cluster\
+    \ \nmanagement, and persistent data services within a unified, enterprise-grade\
+    \ Kubernetes platform.\n"
   category: Architecture and Cloud Strategy
   is_featured_video: true
-  technology: Vitess
+  technology: OpenShift
   video_order: 13
   is_enriched: true
 https://www.youtube.com/embed/1Fl25dR01pw?si=bJlQozIfT3J4rhN3:
diff --git a/master_images.txt b/master_images.txt
deleted file mode 100644
index deb32ab6..00000000
--- a/master_images.txt
+++ /dev/null
@@ -1,338 +0,0 @@
-10_common_kubernetes_mistakes.jpg
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-dilbert_devops.jpg
-docker_kubernetes_openshift.png
-docker_logo.jpg
-dockerswarm_vs_kubernetes.png
-dotcsv.jpg
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-dynatrace.jpg
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-favicon-car.png
-firefox_json_viewer_built_in.jpg
-five-oss-projects-kubernetes.jpg
-fluxcd.jpg
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-hola_mundo.jpg
-honeypot.jpg
-how_does_https_work.png
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-Jenkins-is-the-Way.png
-jenkins-logo.jpg
-jenkins-logo.png
-jenkins-ose.png
-jenkins_x_logo.jpg
-jfrog_logo.jpg
-jgarzas.jpg
-jmeter_artemis.png
-John_Savill.jpg
-junit_cheatsheet.jfif
-k3OS-value-add.png
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-k8s_arch_mindmap.png
-K8s_deployment_strategies.png
-k8sexpertsbelike.jfif
-k8s_namespaces.jfif
-k8s_not_endgame.jpg
-k8s-not-enough.jpg
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-k8s_stack_pionative.webp
-keptn-jenkins-sli-slo-1.jpg
-keptn-jenkins-sli-slo-2.jpg
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-kubemq_logo.jpg
-kubernetes_architecture_multicloud_hybride.jpg
-kubernetes_components_rootsongjc.jpg
-kubernetes_logo.jpg
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-kubernetes_sdn_solutions.png
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-kubernetes_up_running_kelsey_hightower.gif
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-la_gestion_de_uno_mismo.jpg
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-lightbend_logo.jpg
-linode_cloud.jpg
-liquibase_logo.jpg
-londonIAC.jpg
-malt.jpg
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-MicroservicesMaturityMatrix.jpg
-microsoft_365_logo.jpg
-midulive.jpg
-mlops_workflow_scheduler_poll.png
-mongodb_logo.jpg
-most_popular_cloud_platforms.jfif
-mozilla_developer_logo.jpg
-mvp_2.jfif
-mvp_3.jfif
-mvp.png
-my_company_gave_me.jfif
-nedinthecloud.jpg
-netboxlabs_logo.jpg
-Network_security_zones5.png
-new_job_every_3_years.jfif
-newrelic_logo.jpg
-ocp4_arch.png
-ocp4_autoscaler1.png
-ocp4_autoscaler2.png
-ocp4_cni_arch.png
-ocp_certified_operators.png
-ocp_ipi2.png
-ocp-ipi.png
-ocp_ipi_upi.png
-ocp_monitoring.png
-ocp_operators.png
-ocp_plan_deploy.png
-ocp_servicemesh1.png
-ocp_servicemesh2.png
-ocp_servicemesh3.png
-ocp_servicemesh4.png
-ocp_update1.png
-ocp_update2.png
-ocp_update3.png
-ocp_upi.png
-ocs_dashboard.png
-olena_kutsenko.jpg
-openebs_logo.jpg
-openproject_logo.jpg
-openshift4-architecture.png
-OpenShift4-to-vSphere7.png
-openshift_day2.png
-openshift_logo.jpg
-openshift_solutions_2020.jpg
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-openstack_logo.jpg
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-operator_subscriptions.png
-opta_iac_responsibility_vs_developer_.png
-oracle_cloud_logo.jpg
-pelado_nerd.jpg
-pizza-model-vert.jpeg
-pod_cheat_sheet.png
-portworx_logo.jpg
-postman_logo.jpg
-programmer-move.jpg
-prometheus-architecture.png
-prometheus_logo.jpg
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-pulumi_logo.jpg
-quarkus-logo.jpg
-rancher-logo.jpg
-rancher.png
-realworld-pipeline-flow.png
-redhat_logo.jpg
-redis_logo.jpg
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-rhdeveloper.jpg
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-robin_logo.jpg
-rocket_chat_logo.jpg
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-s3_storage_classes.jfif
-scaleway_cloud.jpg
-scrum-one-min.jpg
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-storageos_logo.jpg
-summarising_top_10_api_testing_tools.png
-techwithhelen.jpg
-techworld_nana.jpg
-tenant.png
-term_devops.jpg
-testinprodmeme.jfif
-testops_flow.jpg
-TestOps-What-Does-This-Mean.jpg
-tetrate_logo.jpg
-thecloudgirl.jpg
-the_digital_life.jpg
-thenewstack.jpg
-thethips4you.jpg
-thomas_maurer.jpg
-tigera_calico_logo.jpg
-tinahuang.jpg
-todays_devops.jpg
-top_10_kubernetes_patterns.png
-traditional_ops_vs_gitops.png
-url_cheatsheet.jfif
-utopia_eduardo_galeano.png
-vmware_tanzu_logo.jpg
-vscode_logo.jpg
-waterfall-agile.jpg
-weavecloud_logo.jpg
-What-is-DevOps.jpg
-when_to_choose_kubernetes.jpeg
-why_devops_capgemini.png
-workchronicles_cultural_fit.jfif
-xebialabs_logo.jpg
-you_dont_need_kubernetes.jpg
-you_get_a_tech_job.jfif
-zipkin_ui.png
diff --git a/pr_description.md b/pr_description.md
deleted file mode 100644
index 2a787d2d..00000000
--- a/pr_description.md
+++ /dev/null
@@ -1,618 +0,0 @@
-## 🏆 V2 Elite: Agentic Optimization Sync (2026)
-
-The V2 Portal has been synchronized with the latest V1 changes. This update enforces the **Minimum Viable Quality (MVQ)** and O'Reilly-style architectural standards.
-
-### 📊 High-Density Efficiency
-| Metric | V1 Archive | V2 Elite | Delta / Efficiency |
-| :--- | :---: | :---: | :---: |
-| **Total Resources** | 15214 | 10317 | -4897 (67.81% Density) |
-| **AI Enrichment** | N/A | 2854 / 10317 | 27.66% Coverage |
-| **GitHub Metadata** | N/A | 1450 / 1756 | 82.57% Coverage |
-| **Maturity Tagging** | Manual | AI-Vetted | 100% Coverage |
-| **Hierarchical Depth** | Flat | Recursive | Max Depth: 10 |
-
-### 🏗️ Evidence of Elite Status
-<details><summary>📊 Clic para ver Gráfico de Distribución</summary>
-
-```mermaid
-pie title V2 Maturity Distribution
-    "COMMUNITY-TOOL" : 9252
-    "DE FACTO STANDARD" : 294
-    "GUIDE" : 672
-    "LEGACY" : 171
-    "ENTERPRISE-STABLE" : 649
-    "CASE STUDY" : 61
-    "EMERGING" : 29
-    "GUIDE" : 3
-    "DE FACTO STANDARD" : 1
-    "ENTERPRISE-STABLE" : 1
-    "LEGACY" : 4
-```
-
-</details>
-
-
-### 🧠 AI Intelligence & Observability Report
-
-#### 🤖 Agentic Roles & Model Selection (Dynamic)
-Execution utilized a multi-agent Analyst-Auditor workflow for maximum robustness.
-
-| Agent Role | Model Used | Successes |
-| :--- | :--- | :---: |
-
-#### 🤖 Model Performance Matrix
-| Model Used | Successful Calls | Hierarchy Logic |
-| :--- | :---: | :--- |
-| No AI calls | 0 | N/A |
-
-#### 🔑 API Infrastructure & Quota Management
-| Key Index | Type | Provider Label | Usage | Errors (429/404) |
-| :--- | :--- | :--- | :---: | :---: |
-
-#### 📊 Consumption and Efficiency Metrics (2026 Units)
-- **Total Prompt Tokens**: 0
-- **Total Completion Tokens**: 0
-- **💰 Estimated Cost**: **0.0000 €**
-- **Database-First Cache Hits**: **0** (0.0% hit ratio)
-- **Estimated Tokens Saved**: ~0 (Zero-API cost)
-- **Execution Efficiency**: 0.0% (Completion/Prompt)
-
-*Status: 0 models verified. System auto-adopted newest versions found.*
-
----
-**Detailed Architectural Audit and Decision Matrix follow in comments.**
-
-## 🛡️ Platinum Safety & Mandate Audit: ❌ FAILED
-*Audit executed on 2026-05-22 15:26:54*
-
-### 🔍 High-Value Pending Reviews
-> ⚠️ The following resources have been preserved in V1 but hidden from V2 for manual audit.
-
-- 📍 `New AWS Solutions Implementation: Tag Tamer`: Original: https://aws.amazon.com/about-aws/whats-new/2021/06/new-aws-solutions-implementation-tag-tamer | Proposed: NONE
-- 📍 `AWS Site-to-Site VPN releases updated Download Configuration utility`: Original: https://aws.amazon.com/about-aws/whats-new/2021/09/aws-site-to-site-vpn-download-configuration-utility | Proposed: NONE
-- 📍 `Announcing Amazon Elastic File System Replication`: Original: https://aws.amazon.com/about-aws/whats-new/2022/01/amazon-elastic-file-system-replication | Proposed: NONE
-- 📍 `Amazon CloudWatch now supports high resolution metric extraction from structured logs`: Original: https://aws.amazon.com/about-aws/whats-new/2023/02/amazon-cloudwatch-high-resolution-metric-extraction-structured-logs | Proposed: NONE
-- 📍 `AWS SAM CLI introduces ‘sam list’ command to inspect AWS SAM resources`: Original: https://aws.amazon.com/about-aws/whats-new/2023/02/aws-sam-cli-sam-list-command-inspect-resources | Proposed: NONE
-- 📍 `Popular community plugins that can improve your Grafana dashboards 🌟`: Original: https://grafana.com/blog/2020/08/26/popular-community-plugins-that-can-improve-your-grafana-dashboards | Proposed: NONE
-- 📍 `Thomas Publishing Case Study`: Original: https://aws.amazon.com/solutions/case-studies/thomas-publishing | Proposed: NONE
-- 📍 `AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟`: Original: https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code | Proposed: NONE
-- 📍 `smartbear.com: The State of API 2019 Report 🌟`: Original: https://smartbear.com/resources/ebooks/the-state-of-api-2019-report | Proposed: NONE
-- 📍 `blog.testproject.io: Top 10 API Testing Tools to Watch in 2020 🌟`: Original: https://blog.testproject.io/2020/06/25/top-10-api-testing-tools-to-watch-in-2020 | Proposed: NONE
-- 📍 `blog.testproject.io: API Testing 101 🌟`: Original: https://blog.testproject.io/2021/06/16/api-testing-101 | Proposed: NONE
-- 📍 `Deploying to Azure: Secure Your GitHub Workflow with OIDC`: Original: https://thomasthornton.cloud/2025/02/27/deploying-to-azure-secure-your-github-workflow-with-oidc | Proposed: NONE
-- 📍 `harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟`: Original: https://harness.io/blog/continuous-verification/blue-green-canary-deployment-strategies | Proposed: NONE
-- 📍 `https://azure.github.io/Azure-Landing-Zones/accelerator`: Original: https://azure.github.io/Azure-Landing-Zones//accelerator | Proposed: NONE
-- 📍 `postgresql.org: Crunchy PostgreSQL Operator 4.5: Enhanced Monitoring, Custom Annotations, PostgreSQL 13 🌟`: Original: https://www.postgresql.org/about/news/crunchy-postgresql-operator-45-enhanced-monitoring-custom-annotations-postgresql-13-2086 | Proposed: NONE
-- 📍 `falco.org/about/case-studies/incepto-medical: Protect shared clusters for medical imaging`: Original: https://falco.org/about/case-studies/incepto-medical | Proposed: NONE
-- 📍 `stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices for Cluster Setup 🌟`: Original: https://www.stackrox.com/post/2021/01/part-1-rancher-kubernetes-engine-rke-security-best-practices-for-cluster-setup | Proposed: NONE
-- 📍 `==thomasthornton.cloud: A DevOps journey using Azure DevOps==`: Original: https://thomasthornton.cloud/2021/12/26/a-devops-journey-using-azure-devops | Proposed: NONE
-- 📍 `blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟`: Original: https://blogs.vmware.com/management/2020/06/devops-culture.html | Proposed: NONE
-- 📍 `itproportal.com: How to implement DevOps successfully in 2021 🌟`: Original: https://www.itproportal.com/features/how-to-implement-devops-successfully-in-2021 | Proposed: NONE
-- 📍 `itproportal.com: Stop messing up with CI/CD vs. DevOps and learn the difference finally`: Original: https://www.itproportal.com/features/stop-messing-up-with-cicd-vs-devops-and-learn-the-difference-finally | Proposed: NONE
-- 📍 `==about.gitlab.com: Fantastic Infrastructure as Code security attacks and how to find them==`: Original: https://about.gitlab.com/blog/2022/02/17/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them | Proposed: NONE
-- 📍 `about.gitlab.com: How to secure your container images with GitLab and Grype`: Original: https://about.gitlab.com/blog/2021/07/28/secure-container-images-with-gitlab-and-grype | Proposed: NONE
-- 📍 `iximiuz.com: Container Networking Is Simple!`: Original: https://iximiuz.com/en/posts/container-networking-is-simple | Proposed: NONE
-- 📍 `gitlab.com: How to keep your Git history clean with interactive rebase`: Original: https://about.gitlab.com/blog/2020/11/23/keep-git-history-clean-with-interactive-rebase | Proposed: NONE
-- 📍 `about.gitlab.com: Why small merge requests are key to a great review 🌟`: Original: https://about.gitlab.com/blog/2021/03/18/iteration-and-code-review | Proposed: NONE
-- 📍 `blog.testproject.io: Git 101 From Scratch: The Ultimate Guide for QAs 🌟`: Original: https://blog.testproject.io/2021/09/23/git-101-from-scratch-the-ultimate-guide-for-qas | Proposed: NONE
-- 📍 `gitlab.com: GitLab’s guide to CI/CD for beginners`: Original: https://about.gitlab.com/blog/2020/07/06/beginner-guide-ci-cd | Proposed: NONE
-- 📍 `about.gitlab.com: Want a more effective CI/CD pipeline? Try our pro tips`: Original: https://about.gitlab.com/blog/2020/07/29/effective-ci-cd-pipelines | Proposed: NONE
-- 📍 `about.gitlab.com: A new era of Kubernetes integrations on GitLab.com`: Original: https://about.gitlab.com/blog/2021/02/22/gitlab-kubernetes-agent-on-gitlab-com | Proposed: NONE
-- 📍 `hipertextual.com: GitHub une fuerzas con OpenIA para crear una inteligencia artificial capaz de autocompletar código`: Original: https://hipertextual.com/2021/06/github-inteligencia-artificial-autocompletar-codigo | Proposed: NONE
-- 📍 `about.gitlab.com: 3 Ways to approach GitOps 🌟`: Original: https://about.gitlab.com/blog/2021/04/27/gitops-done-3-ways | Proposed: NONE
-- 📍 `ibm.com: Enable GitOps`: Original: https://www.ibm.com/garage/method/practices/run/gitops | Proposed: NONE
-- 📍 `blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟`: Original: https://blog.heaphero.io/2020/10/16/what-is-gc-log-thread-dump-and-heapdump | Proposed: NONE
-- 📍 `cloudbees.com: Jenkins Pipeline with Plugins`: Original: https://www.cloudbees.com/resource/whitepaper/jenkins-pipeline-plugins | Proposed: NONE
-- 📍 `cuelogic.com: Decoding Pipeline as Code (With Jenkins) 🌟`: Original: https://www.cuelogic.com/blog/pipeline-as-code | Proposed: NONE
-- 📍 `redhat.com: OpenShift Backup and Cluster failover with Triliovault 🌟`: Original: https://www.redhat.com/es/about/videos/openshift-backup-and-cluster-failover-triliovault | Proposed: NONE
-- 📍 `Mirantis Docker Enterprise 3.1+ with Kubernetes`: Original: https://www.mirantis.com/software/docker/docker-enterprise | Proposed: NONE
-- 📍 `sysdig.com: Kubernetes Security Guide 🌟`: Original: https://sysdig.com/resources/ebooks/kubernetes-security-guide | Proposed: NONE
-- 📍 `Kubernetes Hardening Guidance 🌟🌟`: Original: https://media.defense.gov/2021/Aug/03/2002820425/-1/-1/1/CTR_KUBERNETES%20HARDENING%20GUIDANCE.PDF | Proposed: NONE
-- 📍 `Hands on your first Kubernetes secrets 🌟`: Original: https://www.padok.fr/en/blog/kubernetes-secrets | Proposed: NONE
-- 📍 `OpenEBS Features and Benefits`: Original: https://docs.openebs.io/docs/next/features.html | Proposed: NONE
-- 📍 `==research.nccgroup.com: Detection Engineering for Kubernetes clusters==`: Original: https://research.nccgroup.com/2021/11/10/detection-engineering-for-kubernetes-clusters | Proposed: NONE
-- 📍 `==azure.microsoft.com: Private preview: Azure Kubernetes Service (AKS) Backup== 🌟`: Original: https://azure.microsoft.com/en-us/updates/private-preview-aks-backup | Proposed: NONE
-- 📍 `==grafana.com: Scrape Azure metrics and monitor AKS using Grafana Agent== 🌟`: Original: https://grafana.com/blog/2023/04/07/scrape-azure-metrics-and-monitor-aks-using-grafana-agent | Proposed: NONE
-- 📍 `Apache Camel`: Original: https://camel.apache.org | Proposed: NONE
-- 📍 `Distributed Load Testing on AWS 🌟`: Original: https://aws.amazon.com/solutions/implementations/distributed-load-testing-on-aws | Proposed: NONE
-- 📍 `grafana.com: How we use metamonitoring Prometheus servers to monitor all other Prometheus servers at Grafana Labs`: Original: https://grafana.com/blog/2021/04/08/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs | Proposed: NONE
-- 📍 `blog.testproject.io: A Complete Guide to Test Automation Framework 🌟`: Original: https://blog.testproject.io/2021/06/17/a-complete-guide-to-test-automation-framework | Proposed: NONE
-- 📍 `blog.testproject.io: REST API Automation From Scratch 🌟`: Original: https://blog.testproject.io/2021/07/28/rest-api-automation-from-scratch | Proposed: NONE
-- 📍 `CoolerVoid/codecat: CodeCat - Tool to help in static code analysis`: Original: https://github.com/CoolerVoid/codecat | Proposed: NONE
-- 📍 `aws.amazon.com: Serverless or Kubernetes on AWS 🌟`: Original: https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes | Proposed: NONE
-- 📍 `gitlab.com: VS Code extension development with GitLab`: Original: https://about.gitlab.com/blog/2020/11/30/vscode-extension-development-with-gitlab | Proposed: NONE
-- 📍 `harness.io: Introduction to Helm: Charts, Deployments, & More 🌟`: Original: https://harness.io/blog/continuous-delivery/what-is-helm | Proposed: NONE
-- 📍 `grafana.com: Introducing Kubernetes Monitoring in Grafana Cloud`: Original: https://grafana.com/blog/2022/07/13/introducing-kubernetes-monitoring-in-grafana-cloud | Proposed: NONE
-- 📍 `grafana.com: How to optimize resource utilization with Kubernetes Monitoring for Grafana Cloud 🌟`: Original: https://grafana.com/blog/2023/03/03/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud | Proposed: NONE
-- 📍 `grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator`: Original: https://grafana.com/blog/2023/01/19/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator | Proposed: NONE
-- 📍 `==iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense)== 🌟🌟`: Original: https://iximiuz.com/en/posts/kubernetes-vs-virtual-machines | Proposed: NONE
-- 📍 `==iximiuz.com: Containers vs. Pods - Taking a Deeper Look==`: Original: https://iximiuz.com/en/posts/containers-vs-pods | Proposed: NONE
-- 📍 `grafana.com: A beginner's guide to distributed tracing and how it can increase an application's performance 🌟`: Original: https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance | Proposed: NONE
-- 📍 `grafana.com: Announcing Grafana Tempo, a massively scalable distributed tracing system 🌟`: Original: https://grafana.com/blog/2020/10/27/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system | Proposed: NONE
-- 📍 `dynatrace.com: Why conventional observability fails in Kubernetes environments—A real-world use case 🌟`: Original: https://www.dynatrace.com/news/blog/why-conventional-observability-fails-in-kubernetes-environments-a-real-world-use-case | Proposed: NONE
-- 📍 `youtube: Getting Started with OpenShift 4 Security 🌟`: Original: https://www.redhat.com/en/about/videos/getting-started-openshift-4-security | Proposed: NONE
-- 📍 `business.vogue.es: Adiós a los jefes tóxicos: este es el nuevo tipo de liderazgo gentil que triunfa`: Original: https://business.vogue.es/carrera/articulos/adios-jefes-toxicos-la-salud-organizacional-rentabilidad-residen-liderazgo-gentil/533 | Proposed: NONE
-- 📍 `https://highscalability.com/blog/2016/2/17/building-nginx-and-tarantool-based-services.html`: Original: https://highscalability.com/blog/2016/2/17/building-nginx-and-tarantool-based-services.html | Proposed: NONE
-- 📍 `https://rollout.io/wp-content/uploads/2018/11/Rising.The_.Flag_.Rollout-1.pdf`: Original: https://rollout.io/wp-content/uploads/2018/11/Rising.The_.Flag_.Rollout-1.pdf | Proposed: NONE
-- 📍 `https://www.toptechskills.com/ansible-tutorials-courses/speed-up-ansible-playbooks-pipelining-mitogen`: Original: https://www.toptechskills.com/ansible-tutorials-courses//speed-up-ansible-playbooks-pipelining-mitogen | Proposed: NONE
-- 📍 `https://blog.azurebrains.com/despliega-azure-function-terraform-azuredevops`: Original: https://blog.azurebrains.com/despliega-azure-function-terraform-azuredevops | Proposed: NONE
-- 📍 `https://www.dynatrace.com/solutions/observability-for-developers/-part-2`: Original: https://www.dynatrace.com/solutions/observability-for-developers/-part-2 | Proposed: NONE
-- 📍 `https://www.root.io/docs/docker-desktop-extension.html`: Original: https://www.root.io/docs/docker-desktop-extension.html | Proposed: NONE
-- 📍 `https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/how-to-configure-ldap-sync-with-cronjobs-in-openshift`: Original: https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/how-to-configure-ldap-sync-with-cronjobs-in-openshift | Proposed: NONE
-- 📍 `https://cloudnativenow.com/features/the-rise-of-the-kubemaster`: Original: https://cloudnativenow.com//features/the-rise-of-the-kubemaster | Proposed: NONE
-- 📍 `https://realpython.com/learning-paths/machine-learning-python`: Original: https://realpython.com/learning-paths//machine-learning-python | Proposed: NONE
-- 📍 `https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/operator-based-calico-cni-plug-in-is-supported-on-openshift-4`: Original: https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/operator-based-calico-cni-plug-in-is-supported-on-openshift-4 | Proposed: NONE
-- 📍 `https://aws.amazon.com/solutions/implementations/workload-discovery-on-aws`: Original: https://aws.amazon.com/solutions/implementations/workload-discovery-on-aws | Proposed: NONE
-- 📍 `https://thenewstack.io/platform-engineering/architecture-and-design-considerations-for-platform-engineering-teams`: Original: https://thenewstack.io/platform-engineering//architecture-and-design-considerations-for-platform-engineering-teams | Proposed: NONE
-- 📍 `https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/8-answers-to-7-openshift-questions`: Original: https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/8-answers-to-7-openshift-questions | Proposed: NONE
-- 📍 `https://grafana.com/blog/2021/11/17/grafana-aws-cloudwatch-integration`: Original: https://grafana.com/blog/2021/11/17/grafana-aws-cloudwatch-integration | Proposed: NONE
-- 📍 `https://blackbird.a8r.io/initializer`: Original: https://blackbird.a8r.io/initializer | Proposed: NONE
-- 📍 `https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy`: Original: https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy | Proposed: NONE
-- 📍 `https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/introducing-azure-red-hat-openshift-on-openshift-4`: Original: https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/introducing-azure-red-hat-openshift-on-openshift-4 | Proposed: NONE
-- 📍 `https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook`: Original: https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook | Proposed: NONE
-- 📍 `https://cloud.google.com/architecture/partners/a-hybrid-cloud-native-devsecops-pipeline-with-jfrog-artifactory-and-gke-on-prem`: Original: https://cloud.google.com/architecture/partners/a-hybrid-cloud-native-devsecops-pipeline-with-jfrog-artifactory-and-gke-on-prem | Proposed: NONE
-- 📍 `https://www.red-gate.com/products/flyway/community`: Original: https://www.red-gate.com/products/flyway/community | Proposed: NONE
-- 📍 `https://azure.microsoft.com/en-us/services/devops`: Original: https://azure.microsoft.com/en-us/services/devops | Proposed: NONE
-- 📍 `https://trstringer.com/deploy-to-aks-from-github-actions/-self-hosted`: Original: https://trstringer.com/deploy-to-aks-from-github-actions/-self-hosted | Proposed: NONE
-- 📍 `https://code.visualstudio.com/updates/v1_120/v1_46`: Original: https://code.visualstudio.com/updates/v1_120/v1_46 | Proposed: NONE
-- 📍 `https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/openshift-security-best-practices-for-kubernetes-cluster-design`: Original: https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/openshift-security-best-practices-for-kubernetes-cluster-design | Proposed: NONE
-- 📍 `https://jfrog.com/help/r/jfrog-artifactory-documentation/helm-chart-repositories`: Original: https://jfrog.com/help/r/jfrog-artifactory-documentation/helm-chart-repositories | Proposed: NONE
-- 📍 `https://k21academy.com/microsoft-azure/az-104/azure-container-instances-and-kubernetes-service`: Original: https://k21academy.com/microsoft-azure/az-104/azure-container-instances-and-kubernetes-service | Proposed: NONE
-- 📍 `https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/sonarscanner-for-jenkins`: Original: https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/sonarscanner-for-jenkins | Proposed: NONE
-- 📍 `https://github.com/redhat-actions/openshift-actions-runners-chart`: Original: https://github.com/redhat-actions/openshift-actions-runners-chart | Proposed: NONE
-- 📍 `https://thenewstack.io/kubernetes/-probes-and-why-they-matter-for-autoscaling`: Original: https://thenewstack.io/kubernetes/-probes-and-why-they-matter-for-autoscaling | Proposed: NONE
-- 📍 `https://thenewstack.io/kubernetes/-lifecycle-management-so-important-what-does-it-mean`: Original: https://thenewstack.io/kubernetes/-lifecycle-management-so-important-what-does-it-mean | Proposed: NONE
-- 📍 `https://thenewstack.io/kubernetes/-is-not-just-about-containers-its-about-the-api`: Original: https://thenewstack.io/kubernetes/-is-not-just-about-containers-its-about-the-api | Proposed: NONE
-- 📍 `https://thenewstack.io/kubernetes/-observability-challenges-in-cloud-native-architecture`: Original: https://thenewstack.io/kubernetes/-observability-challenges-in-cloud-native-architecture | Proposed: NONE
-
-### ⚖️ License & Compliance Dashboard
-| License Type | Count |
-| :--- | :---: |
-| N/A | 13677 |
-| Apache-2.0 | 793 |
-| MIT | 432 |
-| NOASSERTION | 121 |
-| GPL-3.0 | 45 |
-| CC0-1.0 | 36 |
-| MPL-2.0 | 25 |
-| BSD-3-Clause | 23 |
-| AGPL-3.0 | 20 |
-| MIT-0 | 14 |
-| CC-BY-4.0 | 8 |
-| CC-BY-SA-4.0 | 4 |
-| GPL-2.0 | 4 |
-| BSD-2-Clause | 3 |
-| EPL-2.0 | 2 |
-| 0BSD | 1 |
-| WTFPL | 1 |
-| Unlicense | 1 |
-| ISC | 1 |
-| Zlib | 1 |
-| LGPL-3.0 | 1 |
-| EPL-1.0 | 1 |
-
-> ✅ **Compliance**: All monitored projects follow permissive Open Source standards.
-
-### 🔴 Critical Failures
-- 💎 **VIP Flag Missing**: `https://github.com/sindresorhus/awesome` from `other-awesome-lists.md` is not marked as Special
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-- 📚 **V2 TOC Missing**: `devops.md`
-- 📚 **V2 TOC Missing**: `openshift.md`
-- 📚 **V2 TOC Missing**: `kustomize.md`
-- 📚 **V2 TOC Missing**: `docker.md`
-- 📚 **V2 TOC Missing**: `ansible.md`
-- 📚 **V2 TOC Missing**: `kubernetes-troubleshooting.md`
-- 📚 **V2 TOC Missing**: `securityascode.md`
-- 📚 **V2 TOC Missing**: `visual-studio.md`
-- 📚 **V2 TOC Missing**: `demos.md`
-- 📚 **V2 TOC Missing**: `digitalocean.md`
-- 📚 **V2 TOC Missing**: `aws-containers.md`
-- 📚 **V2 TOC Missing**: `pulumi.md`
-- 📚 **V2 TOC Missing**: `aws.md`
-- 📚 **V2 TOC Missing**: `project-management-methodology.md`
-- 📚 **V2 TOC Missing**: `aws-security.md`
-- 📚 **V2 TOC Missing**: `serverless.md`
-- 📚 **V2 TOC Missing**: `servicemesh.md`
-- 📚 **V2 TOC Missing**: `iac.md`
-- 📚 **V2 TOC Missing**: `prometheus.md`
-- 📚 **V2 TOC Missing**: `introduction.md`
-- 📚 **V2 TOC Missing**: `networking.md`
-- 📚 **V2 TOC Missing**: `oauth.md`
-- 📚 **V2 TOC Missing**: `customer.md`
-- 📚 **V2 TOC Missing**: `kubernetes-client-libraries.md`
-- 📚 **V2 TOC Missing**: `kubernetes-operators-controllers.md`
-- 📚 **V2 TOC Missing**: `react.md`
-- 📚 **V2 TOC Missing**: `tekton.md`
-- 📚 **V2 TOC Missing**: `qa.md`
-- 📚 **V2 TOC Missing**: `java_app_servers.md`
-
-
-### 🟡 Warnings & Recommendations
-<details><summary>Click to view 70 recommendations</summary>
-
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/dirien/pulumi-civo-flux-bucket` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/cinhtau/sonatype-nexus-waffle` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/scorputty/packer-centos-awx` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/abessifi/ansible-sqlplus` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/mhausenblas/openshift-cheat-sheet` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/askmeegs/yaml-your-cloud` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/systemcraftsman/lab-tekton-pipelines` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/deweya/OpenShift-Jenkins-Lab` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/major/imagebuilder-containerized/blob/main/.github/workflows/main.yml` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/jenkins-x-plugins/jx-secret-postrenderer` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/nicolai86/github-rebase-bot` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/IBM/CP4MCM-SDK` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/jenkins-x/jenkins-x-openshift-image` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/gfkse/jenkins-shared-library` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/ManagedKube/kubernetes-development-environment-in-a-box` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/jace-ys/sentry-operator` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/didil/autobucket-operator` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/tinyzimmer/gst-pipeline-operator` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/ContainerSolutions/delayed-jobs-operator` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/clvx/k8s-rbac-model` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/dfrappart/articles/blob/master/podidentityjourney.md` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/oscp/awesome-openshift3` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/robzienert/awesome-spinnaker` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/mancubus77/awesome-sre` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/vincentserpoul/kubench` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/LukeMwila/bootstrap-rke-cluster-in-aws` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/tinyzimmer/k3p` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/YannickRe/msgraph-utility-scripts` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/Azure-Samples/azure-pipelines-remote-tasks` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/adaptant-labs/k8s-dt-node-labeller` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/adaptant-labs/k8s-node-label-monitor` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/kareem-elsayed/k8s-alerts` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/yteraoka/kubectl-isolate` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/pyang55/k8sdeploy` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/GambitResearch/kubeonoff` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/anthonysterling/setec` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/bit-cloner/kcg` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/adaptant-labs/k8s-auto-labeller` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/Isan-Rivkin/kube_query` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/gimlet-io/gimletd` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/yashvardhan-kukreja/kube-bench-exporter` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/AICoE/OpenShiftKubeAudit` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/night-gold/armada` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/cloud-ark/caastle` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/dcherman/image-cache-daemon` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/maorfr/kube-tasks` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/e-minguez/openshift-yolo` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/devopshubproject/azure-terraform-ansible` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/c0dyhi11/k3s-linkerd` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/kuhlman-labs/terraform-azurerm-landing-zone` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/pie-r/terragrunt-vs-terraspace` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/mmmmmmpc/forklift-configmap-service` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/nubenetes/apache-reverse-proxy-jenkins` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/nubenetes/jenkins-CasC-kubernetes-demo` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/tfxor/terraform-google-automation-demo` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/nubenetes/nexus3-helm-chart` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/sdduursma/github-merge-bot` (>4yrs) in V2 with low impact
-- 🌐 **Missing Lang Tag**: `Universal Control Plane overview` in `registries.md` needs `[EN CONTENT]`
-- 🌐 **Missing Lang Tag**: `jfrog.com: How to protect your secrets with Spectral and JFrog Pipelines` in `registries.md` needs `[EN CONTENT]`
-- 🌐 **Missing Lang Tag**: `jfrog.com: How to protect your secrets with Spectral and JFrog Pipelines` in `helm.md` needs `[EN CONTENT]`
-- 🧬 **Schema Incomplete**: `https://developers.redhat.com/blog/2019/11/27/handling-angular-environments-in-continuous-delivery-with-red-hat-openshift` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://javascript.plainenglish.io/enough-why-its-time-to-rip-out-angular-7d831802c8a2` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://calendly.com` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://youcanbook.me` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://acuityscheduling.com` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://karenapp.io` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://support.google.com/calendar/answer/190998` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://cal.com` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://support.google.com/google-workspace-individual/answer/10729749` missing ['hierarchy']
-
-> 💡 **Note**: Align with Nubenetes Excellence standards.
-</details>
diff --git a/src/enrich_videos.py b/src/enrich_videos.py
index b90edf90..5f5cfdd4 100644
--- a/src/enrich_videos.py
+++ b/src/enrich_videos.py
@@ -27,16 +27,18 @@ async def enrich_video_entry(url: str, entry: dict):
     {context}
 
     Tasks:
-    1. Identify the ACTUAL technical content of this YouTube video. 
-    2. Generate a high-density architectural summary (2-3 sentences) explaining its specific value for a 2026 Cloud Native context. 
-       - WARNING: DO NOT describe the YouTube platform infrastructure unless the video itself is about YouTube's engineering.
+    1. Identify the ACTUAL technical content of this YouTube video based PRIMARILY on the provided Title and Description.
+    2. Generate a high-density architectural summary (2-3 sentences) that is FAITHFUL to the actual description provided.
+       - If the description says it's a documentary about Kubernetes, the summary MUST reflect that.
+       - If it's a demo of Kelsey Hightower at PuppetConf, the summary MUST reflect that.
+       - WARNING: DO NOT describe generic YouTube platform infrastructure unless the video itself is about YouTube's engineering (e.g., Vitess).
     3. Identify the primary technology (e.g., Kubernetes, Istio, Terraform).
     4. Select the best category from: [Fundamentals and Documentaries, Architecture and Cloud Strategy, Networking and Service Mesh, Infrastructure as Code, Observability and Monitoring, AI and Future Operations, Security and Compliance].
 
     Return ONLY a JSON object:
     {{
       "title": "Actual Video Title",
-      "summary": "Specific content summary...",
+      "summary": "Specific and faithful content summary...",
       "technology": "...",
       "category": "..."
     }}
diff --git a/src/v2_optimizer.py b/src/v2_optimizer.py
index e6051dd4..944fe34c 100644
--- a/src/v2_optimizer.py
+++ b/src/v2_optimizer.py
@@ -724,6 +724,7 @@ class V2VisionEngine:
             f"<center markdown=\"1\">\n{mosaic_html}\n</center>\n\n"
             f"{pulse_md}\n\n"
             "## Strategic Dimensions\n"
+            "- **[🎥 Agentic Video Hub (Architectural Summary)](./videos.md)**\n\n"
         )
         
         # Group by dimension for index
@@ -827,7 +828,12 @@ class V2VisionEngine:
     async def _sync_enterprise_navigation(self, data: Dict[str, Dict]):
         try:
             with open("v2-mkdocs.yml", "r") as f: content = f.read()
-            nav = ["nav:", "  - \"🔙 Back to V1 (Exhaustive)\": https://nubenetes.com/", "  - \"The 2026 Vision\": index.md"]
+            nav = [
+                "nav:", 
+                "  - \"🔙 Back to V1 (Exhaustive)\": https://nubenetes.com/", 
+                "  - \"The 2026 Vision\": index.md",
+                "  - \"Agentic Video Hub\": videos.md"
+            ]
             
             # Group files by dimension
             dim_groups = {}
diff --git a/tags.md b/tags.md
deleted file mode 100644
index 666446b6..00000000
--- a/tags.md
+++ /dev/null
@@ -1,6 +0,0 @@
-# Tags
-
-Following is a list of relevant tags:
-
-[TAGS]
-
diff --git a/v2-docs/GoogleCloudPlatform.md b/v2-docs/GoogleCloudPlatform.md
index 48f1df50..95a8aa8b 100644
--- a/v2-docs/GoogleCloudPlatform.md
+++ b/v2-docs/GoogleCloudPlatform.md
@@ -3,14 +3,14 @@
 !!! info "Architectural Context"
     Detailed reference for Googlecloudplatform in the context of Cloud Providers (Hyperscalers).
 
-## Public Cloud Providers
+## AI and Intelligent Tooling
 
-### Google Kubernetes Engine GKE
+### Agentic Systems
 
-#### Cluster Management
+#### CLI Tools
 
-  - **(2026)** [==Google Kubernetes Engine==](https://cloud.google.com/kubernetes-engine) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The main technical documentation page for GKE (Google Kubernetes Engine). Details foundational and advanced options, covering Autopilot architecture, GKE Datapath V2 routing, and multi-cluster orchestrations.
+  - **(2024)** [**Google Agents CLI**](https://github.com/google/agents-cli) <span class='md-tag md-tag--info'>⭐ 2528</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official command-line tool from Google designed to build, debug, and deploy agentic AI workflows. It leverages the Model Context Protocol (MCP) and Google LLM APIs to facilitate automated task execution across local filesystems and remote cloud APIs. Live grounding highlights its role in the standard dev toolchain for orchestrating autonomous workflows.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Aws Architecture](./aws-architecture.md) | [Aws](./aws.md)
 
diff --git a/v2-docs/ai-agents-mcp.md b/v2-docs/ai-agents-mcp.md
index a5dbdef1..52a24150 100644
--- a/v2-docs/ai-agents-mcp.md
+++ b/v2-docs/ai-agents-mcp.md
@@ -5,12 +5,28 @@
 
 ## Agentic Engineering
 
+### AI Assistants
+
+#### Claude Code
+
+  - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) <span class='md-tag md-tag--info'>⭐ 54376</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code.
+Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuration optimizations, shell integration strategies, and secure execution configurations in local and remote environments.
+### Kubernetes AI Operators
+
+#### Observability Agents
+
+  - **(2024)** [**HolmesGPT (Robusta)**](https://github.com/HolmesGPT/holmesgpt) <span class='md-tag md-tag--info'>⭐ 2480</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: An AI-driven troubleshooting assistant for Kubernetes clusters by Robusta.
+Live Grounding: Utilizes LLM agents to autonomously parse Prometheus alerts, collect pod logs, inspect live status, and deliver actionable remediation steps for infrastructure incidents.
 ### Model Context Protocol
 
 #### Architecture
 
   - **(2024)** [anthropic.com: Introducing the Model Context Protocol](https://www.anthropic.com/news/model-context-protocol) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: The official announcement introducing Anthropic's Model Context Protocol (MCP).
 Live Grounding: Outlines an open, universal standard connecting AI agents to real-world data sources, replacing fragmented integrations with a standardized client-server model.
+#### Curation
+
+  - **(2024)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) <span class='md-tag md-tag--info'>⭐ 87348</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Curator Insight: A community-curated collection of servers implementing the Model Context Protocol.
+Live Grounding: Aggregates verified integrations linking AI models to tools like relational databases, enterprise APIs, version control providers, and local execution runtimes.
 #### Directory
 
   - **(2024)** [MCPBundles](https://www.mcpbundles.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Visual directory cataloging compatible Model Context Protocol bundles.
diff --git a/v2-docs/ai.md b/v2-docs/ai.md
index cdbfba93..cfa58eb9 100644
--- a/v2-docs/ai.md
+++ b/v2-docs/ai.md
@@ -5,11 +5,6 @@
 
 ## AI and Intelligent Tooling
 
-### Agentic Systems
-
-#### CLI Tools
-
-  - **(2024)** [**Google Agents CLI**](https://github.com/google/agents-cli) <span class='md-tag md-tag--info'>⭐ 2528</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official command-line tool from Google designed to build, debug, and deploy agentic AI workflows. It leverages the Model Context Protocol (MCP) and Google LLM APIs to facilitate automated task execution across local filesystems and remote cloud APIs. Live grounding highlights its role in the standard dev toolchain for orchestrating autonomous workflows.
 ### Computer Vision
 
 #### Generative Models
@@ -20,26 +15,6 @@
 #### JupyterLab
 
   - **(2023)** [**github.com/jupyterlab/jupyter-ai**](https://github.com/jupyterlab/jupyter-ai) <span class='md-tag md-tag--info'>⭐ 4237</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official JupyterLab extension integrating generative AI directly into interactive notebooks. It supports conversational coding, code generation, and error explanation across multiple model providers. Live grounding validates its widespread adoption within modern ML engineering and data science teams.
-## Agentic Engineering
-
-### AI Assistants
-
-#### Claude Code
-
-  - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) <span class='md-tag md-tag--info'>⭐ 54376</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code.
-Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuration optimizations, shell integration strategies, and secure execution configurations in local and remote environments.
-### Kubernetes AI Operators
-
-#### Observability Agents
-
-  - **(2024)** [**HolmesGPT (Robusta)**](https://github.com/HolmesGPT/holmesgpt) <span class='md-tag md-tag--info'>⭐ 2480</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: An AI-driven troubleshooting assistant for Kubernetes clusters by Robusta.
-Live Grounding: Utilizes LLM agents to autonomously parse Prometheus alerts, collect pod logs, inspect live status, and deliver actionable remediation steps for infrastructure incidents.
-### Model Context Protocol
-
-#### Curation
-
-  - **(2024)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) <span class='md-tag md-tag--info'>⭐ 87348</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Curator Insight: A community-curated collection of servers implementing the Model Context Protocol.
-Live Grounding: Aggregates verified integrations linking AI models to tools like relational databases, enterprise APIs, version control providers, and local execution runtimes.
 ## Artificial Intelligence
 
 ### Business Strategy
@@ -59,7 +34,7 @@ Live Grounding: Aggregates verified integrations linking AI models to tools like
   - **(2023)** [**youtube: AWS re:Invent 2023 - From hype to impact: Building a generative AI architecture (ARC217)**](https://www.youtube.com/watch?v=1Lat8dP7Eq0) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight covers an AWS re:Invent session demonstrating how to design and build enterprise-grade Generative AI topologies on AWS. Live Grounding verifies its importance for understanding serverless integration via Amazon Bedrock, Vector databases, and security constraints.
 ### Computer Vision (1)
 
-#### Curation (1)
+#### Curation
 
   - **(2023)** [github.com/SkalskiP/top-cvpr-2023-papers](https://github.com/SkalskiP/top-cvpr-2023-papers) <span class='md-tag md-tag--info'>⭐ 647</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A structured hub tracking top-performing research work from CVPR 2023. Synthesizes key advancements in object detection, visual language models, and zero-shot segmentation libraries.
 #### Visual Learning Tools
@@ -109,7 +84,7 @@ Live Grounding: Aggregates verified integrations linking AI models to tools like
 #### Best Practices
 
   - **(2024)** [valohai.com/blog/llmops/](https://valohai.com/blog/llmops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An industry-focused editorial exploring the core pillars of Large Language Model Operations (LLMOps). Discusses continuous fine-tuning, automated prompt validation, model registry compliance, and operational observability at scale.
-#### Curation (2)
+#### Curation (1)
 
   - **(2025)** [**github.com/tensorchord/Awesome-LLMOps: Awesome LLMOps**](https://github.com/tensorchord/Awesome-LLMOps) <span class='md-tag md-tag--info'>⭐ 5797</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curated, high-quality compendium of tools, libraries, and resources for the LLMOps ecosystem. Covers framework deployment, GPU scheduling, vector databases, and evaluation tools tailored for production AI pipelines.
 ### Large Language Models (1)
@@ -255,5 +230,5 @@ Live Grounding: Aggregates verified integrations linking AI models to tools like
   - **(2025)** [**Claude Code Templates**](https://github.com/davila7/claude-code-templates) <span class='md-tag md-tag--info'>⭐ 27488</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A highly popular community repository hosting prompt structures, workflows, and templates optimized for Claude Code and Anthropic integrations in complex development cycles.
 
 ---
-💡 **Explore Related:** [Chatgpt](./chatgpt.md) | [Ai Agents Mcp](./ai-agents-mcp.md)
+💡 **Explore Related:** [Ai Agents Mcp](./ai-agents-mcp.md) | [Chatgpt](./chatgpt.md)
 
diff --git a/v2-docs/ansible.md b/v2-docs/ansible.md
deleted file mode 100644
index baaebc7d..00000000
--- a/v2-docs/ansible.md
+++ /dev/null
@@ -1,23 +0,0 @@
-# Ansible
-
-!!! info "Architectural Context"
-    Detailed reference for Ansible in the context of Hardened Infrastructure.
-
-## DevOps and Automation
-
-### AI-Assisted Operations
-
-#### Infrastructure as Code
-
-  - **(2023)** [ansible.com: Ansible and ChatGPT: Putting it to the test](https://www.redhat.com/en/blog/channel/open-source-communities?intcmp=7015Y000003t7aWQAQ) 🌟🌟🌟 <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--warning'>[EMERGING]</span> — Red Hat's experimental analysis testing generative AI capability against Ansible Playbook authoring constraints. Highlights current logical gaps and structural best practices for verification.
-## Security
-
-### Certificates
-
-#### TLS Automation
-
-  - **(2021)** [getbetterdevops.io: How to Secure K8S Nginx Ingress With Let’s Encrypt and Cert Manager](https://www.empowersurvivors.net) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Rescued guide detailing the technical orchestration steps of cert-manager and Let's Encrypt certificates mapping over NGINX Ingress controllers for ingress traffic protection.
-
----
-💡 **Explore Related:** [Devsecops](./devsecops.md) | [Crossplane](./crossplane.md) | [Pulumi](./pulumi.md)
-
diff --git a/v2-docs/api.md b/v2-docs/api.md
deleted file mode 100644
index d0f36ee7..00000000
--- a/v2-docs/api.md
+++ /dev/null
@@ -1,23 +0,0 @@
-# Api
-
-!!! info "Architectural Context"
-    Detailed reference for Api in the context of Developer Ecosystem.
-
-## Development Tools
-
-### API Mocking and Testing
-
-#### Microservices
-
-  - **(2026)** [**microcks.io 🌟**](https://microcks.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Microcks is a cloud-native platform for mocking and testing API specifications (REST, gRPC, GraphQL, and event-driven architectures). It allows microservices teams to mock dependencies and run contract tests rapidly during continuous integration.
-## Machine Learning
-
-### AI Hardware Acceleration
-
-#### Enterprise Infrastructure
-
-  - **(2026)** [**Cerebras AI**](https://www.cerebras.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Architectural hub detailing wafer-scale AI processors built to tackle compute limits. Facilitates unprecedented deep-learning model execution with extreme localized bandwidth optimizations.
-
----
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [Golang](./golang.md)
-
diff --git a/v2-docs/argo.md b/v2-docs/argo.md
index 2dac38e5..ccef78d1 100644
--- a/v2-docs/argo.md
+++ b/v2-docs/argo.md
@@ -43,11 +43,6 @@
   - **(2024)** [==argoproj-labs/argocd-vault-plugin==](https://github.com/argoproj-labs/argocd-vault-plugin) <span class='md-tag md-tag--info'>⭐ 965</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Curator Insight: An indispensable Argo CD plugin built to inject secrets dynamically from HashiCorp Vault, AWS Secrets Manager, or GCP Secret Manager. Live Grounding: Replaces custom templating hacks by decrypting and injecting secret values directly into workloads at synchronization time, ensuring zero plaintext secrets enter the Git repository.
   - **(2022)** [dev.to: Argo CD and Sealed Secrets is a perfect match](https://dev.to/timtsoitt/argo-cd-and-sealed-secrets-is-a-perfect-match-1dbf) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Explores the integration of Bitnami Sealed Secrets with Argo CD for safe GitOps secret workflows. Live Grounding: Demonstrates how public cryptography allows storing encrypted secrets safely in Git, which are decrypted only within the target Kubernetes cluster by the Sealed Secrets controller.
   - **(2021)** [github.com/crumbhole/argocd-vault-replacer](https://github.com/crumbhole/argocd-vault-replacer) <span class='md-tag md-tag--info'>⭐ 109</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: A specialized replacement utility designed to pull secrets from HashiCorp Vault during the Argo CD rendering phase. Live Grounding: Acts as a lightweight precursor/alternative to full plugin integrations, enabling targeted placeholder substitutions within native Kubernetes manifest streams.
-### Infrastructure as Code (1)
-
-#### Terraform Components
-
-  - **(2024)** [AWS EKS Argo CD Terraform Component](https://github.com/cloudposse-terraform-components/aws-eks-argocd) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Live Grounding: Standardizes complex security configuration flags, integrates smoothly with AWS IAM roles for service accounts (IRSA), and provisions preconfigured Helm-based releases.
 ### Progressive Delivery
 
 #### Argo Rollouts
@@ -143,21 +138,14 @@
 #### Argo Ecosystem
 
   - **(2026)** [==argoproj.github.io: Argo Events - The Event-driven Workflow Automation Framework==](https://argoproj.github.io/argo-events) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Argo Events is an enterprise-grade, event-driven workflow automation framework. It triggers scalable Kubernetes actions from diverse external inputs (webhooks, storage, message queues), serving as a crucial modern CI/CD cornerstone.
-## GitOps and Continuous Delivery
-
-### GitOps (2)
-
-#### Argo CD (1)
-
-  - **(2025)** [==feat(ui): Add AppSet to Application Resource Tree in Argo CD==](https://github.com/argoproj/argo-cd/pull/26601) <span class='md-tag md-tag--info'>⭐ 22950</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The official GitHub pull request introducing ApplicationSet rendering directly inside the Argo CD UI Resource Tree. This highly demanded improvement provides cluster administrators with superior visibility into generated application topologies and dependencies directly from the dashboard.
 ## Platform Engineering (1)
 
 ### Internal Developer Platforms
 
-#### Argo CD (2)
+#### Argo CD (1)
 
   - **(2023)** [**itnext.io: Build a Lightweight Internal Developer Platform with Argo CD and Kubernetes Labels**](https://itnext.io/build-a-lightweight-internal-developer-platform-with-argo-cd-and-kubernetes-labels-4c0e52c6c0f4) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: Proposes an innovative model for constructing a lightweight IDP by utilizing simple Kubernetes label configurations mapped to Argo CD ApplicationSets. Live Grounding: Demonstrates how platform teams can abstract direct Kubernetes complexity for application developers, promoting self-service deployment without security compromises.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Jenkins](./jenkins.md)
+💡 **Explore Related:** [Cicd](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Jenkins](./jenkins.md)
 
diff --git a/v2-docs/aws-architecture.md b/v2-docs/aws-architecture.md
index e94a49fb..2d60d417 100644
--- a/v2-docs/aws-architecture.md
+++ b/v2-docs/aws-architecture.md
@@ -109,5 +109,5 @@
   - **(2015)** [InfoWorld Review – Amazon Aurora Rocks MySQL](https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An influential early review of Amazon Aurora documenting how its decoupling of compute and storage engines significantly outperformed traditional MySQL instances. Grounding shows that while old, it provides the fundamental history of cloud-native storage architecture.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws](./aws.md)
 
diff --git a/v2-docs/aws-containers.md b/v2-docs/aws-containers.md
deleted file mode 100644
index 28cb2b8c..00000000
--- a/v2-docs/aws-containers.md
+++ /dev/null
@@ -1,18 +0,0 @@
-# Aws Containers
-
-!!! info "Architectural Context"
-    Detailed reference for Aws Containers in the context of Cloud Providers (Hyperscalers).
-
-## Public Cloud Platforms
-
-### AWS
-
-#### Container Orchestration Comparison
-
-  - **(2022)** [cast.ai: AWS EKS vs. ECS vs. Fargate: Where to manage your Kubernetes?](https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Comparative evaluation analyzing resource isolation, infrastructure management, and compute overhead between EKS, ECS, and AWS Fargate. Highlights scheduling efficiency, control plane pricing, and cost-of-scale dynamics for enterprise systems.
-  - **(2019)** [cloudonaut.io: Scaling Container Clusters on AWS: ECS and EKS](https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Deep comparison analyzing container scaling mechanics and metrics between ECS (using ASGs) and EKS (using Cluster Autoscaler). The analysis explains scale-up and scale-down behaviors, node provisioning latencies, and resource utilization optimizations.
-  - **(2021)** [clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform 🌟](https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A comparative evaluation of AWS ECS and EKS architectures, evaluating setup speed, configuration overhead, and native AWS integrations. Perfect for planning engineering transitions from basic container platforms to complex, scalable orchestrators.
-
----
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
-
diff --git a/v2-docs/aws-databases.md b/v2-docs/aws-databases.md
index 5d5886d3..2d7610d8 100644
--- a/v2-docs/aws-databases.md
+++ b/v2-docs/aws-databases.md
@@ -117,5 +117,5 @@
   - **(2021)** [**Tutorial: Tuning Table Design**](http://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight provides the authoritative AWS tutorial on optimizing Amazon Redshift table structures. Live Grounding highlights deep configurations including distribution styles (KEY, ALL, EVEN), sort keys (compound vs interleaved), and compression encodings. Essential reading for data platform engineers scaling cloud-native data warehouses.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Spain](./aws-spain.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md)
 
diff --git a/v2-docs/aws-devops.md b/v2-docs/aws-devops.md
index 03a08b86..88ba30a6 100644
--- a/v2-docs/aws-devops.md
+++ b/v2-docs/aws-devops.md
@@ -65,5 +65,5 @@ Live Grounding: While primarily legacy, it outlines key patterns for mapping sta
 Live Grounding: Detailed comparative resource mapping the architectural equivalents between AWS developer tooling and Azure DevOps systems.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md)
 
diff --git a/v2-docs/aws-iac.md b/v2-docs/aws-iac.md
deleted file mode 100644
index 4018cb9a..00000000
--- a/v2-docs/aws-iac.md
+++ /dev/null
@@ -1,16 +0,0 @@
-# Aws Iac
-
-!!! info "Architectural Context"
-    Detailed reference for Aws Iac in the context of Cloud Providers (Hyperscalers).
-
-## Cloud Infrastructure
-
-### Infrastructure as Code
-
-#### CloudFormation
-
-  - **(2021)** [==youtube.com: AWS Cloud Complete Bootcamp Course - CloudFormation | freeCodeCamp 🌟==](https://www.youtube.com/watch?v=zA8guDqfv40) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A comprehensive boot-camp produced by freeCodeCamp focusing on CloudFormation foundations. Details modular resource design, dependency mapping, drift protection, and secure infrastructure-as-code delivery pipelines.
-
----
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
-
diff --git a/v2-docs/aws-miscellaneous.md b/v2-docs/aws-miscellaneous.md
deleted file mode 100644
index 05de02a3..00000000
--- a/v2-docs/aws-miscellaneous.md
+++ /dev/null
@@ -1,18 +0,0 @@
-# Aws Miscellaneous
-
-!!! info "Architectural Context"
-    Detailed reference for Aws Miscellaneous in the context of Cloud Providers (Hyperscalers).
-
-## Cloud Native Infrastructure
-
-### Service Mesh
-
-#### AWS Ecosystem
-
-##### App Mesh Managed Service
-
-  - **(2023)** [**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--info'>[ENTERPRISE-STABLE]</span> — The official landing page for AWS App Mesh, a fully managed service mesh service designed to streamline microservice communications. Utilizes the Envoy proxy data plane to offer consistent visibility, routing controls, and mTLS security across Amazon ECS, EKS, and EC2.
-
----
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
-
diff --git a/v2-docs/aws-newfeatures.md b/v2-docs/aws-newfeatures.md
deleted file mode 100644
index c862ea14..00000000
--- a/v2-docs/aws-newfeatures.md
+++ /dev/null
@@ -1,16 +0,0 @@
-# Aws Newfeatures
-
-!!! info "Architectural Context"
-    Detailed reference for Aws Newfeatures in the context of Cloud Providers (Hyperscalers).
-
-## Cloud Providers
-
-### AWS EKS
-
-#### Security
-
-  - **(2023)** [**Amazon EKS introduces EKS Pod Identity**](https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Highlights the launch of EKS Pod Identity, an evolved architectural alternative to IRSA (IAM Roles for Service Accounts). By utilizing a highly optimized local agent daemon on worker nodes, it simplifies IAM association, scales beyond IRSA session limits, and works across multiple clusters with ease. A fundamental improvement to EKS access management.
-
----
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
-
diff --git a/v2-docs/aws-security.md b/v2-docs/aws-security.md
index 6afe54e0..b4fafab3 100644
--- a/v2-docs/aws-security.md
+++ b/v2-docs/aws-security.md
@@ -3,17 +3,14 @@
 !!! info "Architectural Context"
     Detailed reference for Aws Security in the context of Cloud Providers (Hyperscalers).
 
-## Platform Engineering
+## Security
 
-### CI-CD Security
+### Linux Hardening
 
-#### Azure DevOps
+#### Best Practices
 
-  - **(2023)** [Securing Azure DevOps When Using Private Repositories](https://www.linkedin.com/top-content/?trk=article_not_found) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analyses secure integration patterns for private Azure DevOps environments. Offers standard reference controls for isolating source code hosting, managing external worker access, and mitigating common misconfiguration patterns across self-hosted agent pools.
-#### Cloud Identity
-
-  - **(2023)** [==Avoiding Mistakes with AWS OIDC Integration Conditions==](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An in-depth security analysis detailing how to configure AWS OpenID Connect (OIDC) trust relationships correctly in GitHub Actions and other CI providers. Highlights major vulnerabilities arising from missing subject (sub) or audience (aud) validation and shows how to restrict access patterns safely.
+  - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) <span class='md-tag md-tag--info'>⭐ 27424</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An exhaustive, highly popular guide for securing production Linux environments. Covers SSH hardening, firewalls, user permission boundaries, 2FA, kernel optimization, audit logs, and automated vulnerability scanning.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md)
 
diff --git a/v2-docs/aws-serverless.md b/v2-docs/aws-serverless.md
index cf6440e0..8d75c9de 100644
--- a/v2-docs/aws-serverless.md
+++ b/v2-docs/aws-serverless.md
@@ -150,5 +150,5 @@
   - **(2022)** [terrateam.io: AWS Lambda Function with Terraform](https://terrateam.io/blog/aws-lambda-function-with-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A comprehensive operational guide explaining how to declare, compile, and manage AWS Lambda functions natively within Terraform infrastructure-as-code patterns. It maps IAM role dependencies, source code hash tracking, and automated zip compilation cycles. This is an essential blueprint for teams prioritizing Terraform-centric CI/CD environments.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md)
 
diff --git a/v2-docs/aws-spain.md b/v2-docs/aws-spain.md
index 27fb9340..e83f8c16 100644
--- a/v2-docs/aws-spain.md
+++ b/v2-docs/aws-spain.md
@@ -21,5 +21,5 @@
   - **(2023)** [**AWS Transit Gateway is now available in Europe (Spain) Region**](https://aws.amazon.com/about-aws/whats-new/2023/04/aws-transit-gateway-europe-spain-region) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — AWS announcement declaring the availability of Transit Gateway in the Europe (Spain) region. Enables cloud architects to build highly scalable hub-and-spoke virtual private networks natively.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md)
 
diff --git a/v2-docs/aws-storage.md b/v2-docs/aws-storage.md
index 374135b2..c3e2f792 100644
--- a/v2-docs/aws-storage.md
+++ b/v2-docs/aws-storage.md
@@ -63,5 +63,5 @@
 *   Acts as a foundational storage engine for large-scale Kubernetes PV platforms (Rook-Ceph) and private clouds.
 
 ---
-💡 **Explore Related:** [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md) | [Aws Spain](./aws-spain.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md)
 
diff --git a/v2-docs/aws-tools-scripts.md b/v2-docs/aws-tools-scripts.md
index a0772dce..07676065 100644
--- a/v2-docs/aws-tools-scripts.md
+++ b/v2-docs/aws-tools-scripts.md
@@ -5,24 +5,12 @@
 
 ## Cloud Infrastructure
 
-### AWS
-
-#### Asset Management
-
-  - **(2021)** [Querying AWS at scale across APIs, Regions, and accounts](https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An AWS blog post analyzing strategies and open-source tools (like Steampipe) to query and audit AWS resources at massive multi-region, multi-account scales. It breaks down API rate-limiting workarounds and security posture assessment methodologies.
 ### AWS Storage
 
 #### Amazon S3
 
   - **(2023)** [**blog.awsfundamentals.com: AWS S3 Sync - An Extensive Guide**](https://awsfundamentals.com/blog/aws-s3-sync) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A detailed, high-density guide on utilizing the aws s3 sync CLI command. Includes performance tuning parameters like concurrency configs, exclusion patterns, and handling large scales securely.
-## Cloud Security
-
-### Asset Management (1)
-
-#### Infrastructure-as-Code
-
-  - **(2026)** [**steampipe 🌟**](https://steampipe.io) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A zero-dependency CLI tool that allows querying of APIs and cloud infrastructure (AWS, Azure, GitHub, etc.) dynamically using Postgres-compatible SQL. It simplifies cloud infrastructure compliance, security audits, and resource inspection by exposing multi-platform APIs as regular database tables.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Databases](./aws-databases.md) | [Aws Spain](./aws-spain.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md)
 
diff --git a/v2-docs/aws-training.md b/v2-docs/aws-training.md
index 5d3fa9a0..1fd6598f 100644
--- a/v2-docs/aws-training.md
+++ b/v2-docs/aws-training.md
@@ -10,6 +10,9 @@
 #### AWS CDK
 
   - **(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> — An official AWS educational lab covering foundations of the Cloud Development Kit. Focuses on writing structural patterns to deploy secure multi-tier cloud environments using object-oriented languages.
+#### CloudFormation
+
+  - **(2021)** [==youtube.com: AWS Cloud Complete Bootcamp Course - CloudFormation | freeCodeCamp 🌟==](https://www.youtube.com/watch?v=zA8guDqfv40) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A comprehensive boot-camp produced by freeCodeCamp focusing on CloudFormation foundations. Details modular resource design, dependency mapping, drift protection, and secure infrastructure-as-code delivery pipelines.
 ### Training
 
 #### AWS Deep Dives
@@ -51,5 +54,5 @@
   - **(2021)** [acloudguru.com: 10 fun hands-on projects to learn AWS](https://www.pluralsight.com/resources/blog/cloud/10-fun-hands-on-projects-to-learn-aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Suggests 10 hands-on AWS training projects designed for cloud engineers. Covers deploying static architectures under HTTPS, building simple serverless APIs, and setting up automated backup pipelines.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md)
 
diff --git a/v2-docs/aws.md b/v2-docs/aws.md
index 9528613c..af971024 100644
--- a/v2-docs/aws.md
+++ b/v2-docs/aws.md
@@ -3,16 +3,14 @@
 !!! info "Architectural Context"
     Detailed reference for Aws in the context of Cloud Providers (Hyperscalers).
 
-## Platform Engineering
+## Cloud Architecture
 
-### Infrastructure as Code
+### AWS Governance
 
-#### GitHub Actions Runners
+#### AWS Organizations
 
-##### AWS
-
-  - **(2024)** [==RunsOn: Self-hosted GitHub Actions Runners in AWS==](https://runs-on.com) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A commercial-grade, highly efficient solution for hosting ephemeral, auto-scaled GitHub Actions runners directly on your AWS account. Delivers a significant reduction in GitHub Actions spend (up to 10x) using cheap EC2 spot instances, fast cache persistence, and seamless setup.
+  - **(2023)** [AWS Organizations: The Key to Managing Your Cloud Infrastructure Effectively](https://awsfundamentals.com/blog/aws-organizations-the-key-to-managing-your-cloud-infrastructure-effectively) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A highly clear exploration of AWS Organizations, dissecting organizational units (OUs), Service Control Policies (SCPs), and account hierarchy. Grounding shows it serves as a fundamental training material for cloud administrators establishing multi-account safety structures.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md)
 
diff --git a/v2-docs/azure.md b/v2-docs/azure.md
index 3a0de552..cb35fafe 100644
--- a/v2-docs/azure.md
+++ b/v2-docs/azure.md
@@ -3,59 +3,14 @@
 !!! info "Architectural Context"
     Detailed reference for Azure in the context of Cloud Providers (Hyperscalers).
 
-## Cloud Management
-
-### FinOps
-
-#### Cost Optimization
-
-  - **(2025)** [Learn to Manage Investments and Cost Efficiency of Azure and AI Workloads](https://techcommunity.microsoft.com/blog/finopsblog/learn-to-manage-investments-and-cost-efficiency-of-azure-and-ai-workloads/4396862)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Comprehensive guide for managing cloud-spend on Azure AI infrastructure. Covers architectural frameworks for optimizing large GPU node pools, tracking LLM API consumption patterns, and integrating FinOps principles into AI platform teams.
-## Cloud Providers
-
-### Azure (1)
-
-#### AKS
-
-##### Hands-on Labs
-
-  - **(2023)** [**AKS Labs - Introduction**](https://azure-samples.github.io/aks-labs/docs/intro) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Microsoft's structured laboratory ecosystem designed to onboard engineers to Azure Kubernetes Service (AKS). The content delivers a reliable, production-aligned guide covering core infrastructure topics such as advanced networking, cluster security integration, and enterprise scaling mechanics.
-## Education
-
-### Professional Certifications
-
-#### Networking
-
-  - **(2026)** [ine.com](https://ine.com) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An advanced IT, cybersecurity, and cloud-networking training suite. Provides massive, production-grade lab simulations targeting Cisco, cloud infrastructure, and penetration testing paths.
 ## Platform Engineering
 
 ### AI Integration
 
 #### Agentic Engineering
 
-  - **(2025)** [**Azure DevOps MCP Server Public Preview**](https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The official public announcement details the release and capabilities of the Azure DevOps MCP server. Highlights the architectural integration of Large Language Models directly into enterprise ADO workflows for automated engineering management.
-### CI-CD Pipelines
-
-#### AI Integration (1)
-
-##### Azure DevOps
-
-  - **(2025)** [**Automate Pull Request Descriptions in Azure DevOps with Azure OpenAI**](https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-devops-with-azure-openai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A practical implementation guide demonstrating how to integrate Azure OpenAI into Azure DevOps pipelines to automatically generate comprehensive pull request descriptions from code differences. Demonstrates prompt engineering techniques and YAML pipeline configurations to enhance team productivity and standardise PR documentation using generative AI.
-### Cloud Security
-
-#### Identity Federation
-
-  - **(2024)** [mattias.engineer: Azure Federated Identity Credentials for GitHub](https://mattias.engineer/blog/2024/azure-federated-credentials-github) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An in-depth configuration guide explaining how to design passwordless integrations between GitHub Actions and Microsoft Azure using OpenID Connect (OIDC). Eliminates long-lived static API secrets in favor of short-lived federated credentials.
-## Public Cloud Providers
-
-### Azure Kubernetes Service AKS
-
-#### Observability and Monitoring
-
-  - **(2024)** [techcommunity.microsoft.com: Advanced Network Observability for your Azure Kubernetes Service clusters through Azure Monitor](https://techcommunity.microsoft.com/blog/azureobservabilityblog/advanced-network-observability-for-your-azure-kubernetes-service-clusters-throug/4176736) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Focuses on utilizing the Advanced Network Observability tool inside AKS. By using modern eBPF technology, it provides insights into packet loss, path drops, and end-to-end routing delays across clusters.
-#### Service Mesh
-
-  - **(2023)** [techcommunity.microsoft.com: How to install an AKS cluster with the Istio service mesh add-on via Bicep](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A declarative infrastructure blueprint outlining how to install and manage the native Istio Service Mesh add-on on AKS using Bicep. Highlights lifecycle management integrations, sidecar provisioning schemes, and traffic routing policies within secure Microsoft architectures.
+  - **(2025)** [**Azure DevOps MCP Server**](https://github.com/microsoft/azure-devops-mcp) <span class='md-tag md-tag--info'>⭐ 1718</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, inspect pipeline logs, and orchestrate PR reviews dynamically.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md)
 
diff --git a/v2-docs/caching.md b/v2-docs/caching.md
index 0656afa8..f94f413f 100644
--- a/v2-docs/caching.md
+++ b/v2-docs/caching.md
@@ -3,21 +3,14 @@
 !!! info "Architectural Context"
     Detailed reference for Caching in the context of Networking & Service Mesh.
 
-## Data Engineering
+## Serverless Architectures
 
-### In-Memory Databases
+### WebAssembly and Edge
 
-#### Caching (1)
+#### Edge Computing Engines
 
-  - **(2026)** [==Redis==](http://redis.io) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The definitive open-source, in-memory data store used as a database, cache, message broker, and streaming engine. Offers unmatched low-latency read-write cycles and versatile data structures. Highly valued for real-time applications requiring low overhead.
-## Networking
-
-### Load Balancing
-
-#### HAProxy
-
-  - **(2026)** [==haproxy.org==](http://www.haproxy.org) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The official site for HAProxy, the high-performance TCP/HTTP load balancer. Renowned for its extreme efficiency and microsecond-level latency control, HAProxy is an industry standard for routing massive amounts of concurrent web traffic.
+  - **(2026)** [==github.com/taubyte/tau: Tau==](https://github.com/taubyte/tau) <span class='md-tag md-tag--info'>⭐ 5030</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The main open-source repository for Tau. This platform handles autonomous routing, distributed database syncs, and scaling for multi-tenant edge services, running on WebAssembly.
 
 ---
-💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Networking](./networking.md)
+💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Istio](./istio.md) | [Networking](./networking.md)
 
diff --git a/v2-docs/chaos-engineering.md b/v2-docs/chaos-engineering.md
deleted file mode 100644
index 98837ae7..00000000
--- a/v2-docs/chaos-engineering.md
+++ /dev/null
@@ -1,16 +0,0 @@
-# Chaos Engineering
-
-!!! info "Architectural Context"
-    Detailed reference for Chaos Engineering in the context of Platform & Site Reliability.
-
-## Public Cloud Platforms
-
-### AWS
-
-#### Chaos Engineering (1)
-
-  - **(2021)** [Chaos engineering on Amazon EKS using AWS Fault Injection Simulator](https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fault-injection-simulator) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Guided workflow utilizing AWS FIS (Fault Injection Simulator) to execute controlled resilience and disruption experiments against EKS node groups and containers. Demonstrates monitoring system reaction metrics and reinforcing application failover.
-
----
-💡 **Explore Related:** [Project Management Methodology](./project-management-methodology.md) | [Scaffolding](./scaffolding.md) | [Devops](./devops.md)
-
diff --git a/v2-docs/chatgpt.md b/v2-docs/chatgpt.md
index a686acb5..03bc0024 100644
--- a/v2-docs/chatgpt.md
+++ b/v2-docs/chatgpt.md
@@ -34,6 +34,13 @@
 #### Enterprise AI
 
   - **(2023)** [**thenewstack.io: Using ChatGPT for Questions Specific to Your Company Data**](https://thenewstack.io/using-chatgpt-for-questions-specific-to-your-company-data) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Technical deep-dive on Retrieval-Augmented Generation (RAG). Outlines how to query private corporate document indexes using semantic vector databases paired with ChatGPT-style APIs securely.
+## DevOps and Automation
+
+### AI-Assisted Operations
+
+#### Infrastructure as Code (1)
+
+  - **(2023)** [ansible.com: Ansible and ChatGPT: Putting it to the test](https://www.redhat.com/en/blog/channel/open-source-communities?intcmp=7015Y000003t7aWQAQ) 🌟🌟🌟 <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--warning'>[EMERGING]</span> — Red Hat's experimental analysis testing generative AI capability against Ansible Playbook authoring constraints. Highlights current logical gaps and structural best practices for verification.
 ## Healthcare Technology
 
 ### Artificial Intelligence
@@ -51,6 +58,13 @@
 #### Workplace Automation
 
   - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al día para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> <span class='md-tag md-tag--primary'>[CASE STUDY]</span> 🌟 <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Reportaje de carácter práctico que expone la incorporación intensiva de agentes de IA conversacional dentro del flujo de trabajo corporativo diario, ilustrando la aceleración de tareas de síntesis y redacción técnica. [SPANISH CONTENT]
+## Machine Learning
+
+### AI Hardware Acceleration
+
+#### Enterprise Infrastructure
+
+  - **(2026)** [**Cerebras AI**](https://www.cerebras.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Architectural hub detailing wafer-scale AI processors built to tackle compute limits. Facilitates unprecedented deep-learning model execution with extreme localized bandwidth optimizations.
 ## Market Analysis
 
 ### Artificial Intelligence (2)
@@ -60,12 +74,12 @@
   - **(2023)** [genbeta.com: En la era de la inteligencia artificial, Microsoft es el nuevo Google](https://www.genbeta.com/a-fondo/era-inteligencia-artificial-microsoft-nuevo-google) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analiza la evolución de Microsoft como líder de la revolución de IA generativa a través de su alianza con OpenAI, contrastándolo con la postura reactiva de Google ante los modelos de lenguaje transformadores. [SPANISH CONTENT]
 ## Software Engineering
 
-### AI-Assisted Operations
+### AI-Assisted Operations (1)
 
 #### Code Generation Quality
 
   - **(2023)** [thenewstack.io: Developers Put AI Bots to the Test of Writing Code](https://thenewstack.io/developers-put-ai-bots-to-the-test-of-writing-code) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Empirical evaluation measuring code-generation accuracy across popular AI engines. Examines compiler error rates, structural vulnerabilities, and the necessity of developer supervision in AI workflows.
 
 ---
-💡 **Explore Related:** [Ai](./ai.md) | [Ai Agents Mcp](./ai-agents-mcp.md)
+💡 **Explore Related:** [Ai Agents Mcp](./ai-agents-mcp.md) | [Ai](./ai.md)
 
diff --git a/v2-docs/cheatsheets.md b/v2-docs/cheatsheets.md
index 8e30a523..ac8c58c0 100644
--- a/v2-docs/cheatsheets.md
+++ b/v2-docs/cheatsheets.md
@@ -9,46 +9,23 @@
 
 #### Technical Writing Utilities
 
-  - **(2025)** [==markdownguide.org==](https://www.markdownguide.org) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An exhaustive reference guide covering the syntax, best practices, and extended features of the Markdown markup language. It provides clear examples of basic syntax, extended elements, and compatibility matrices across parsers. Double-Evidence: This guide serves as the authoritative standard for syntax validation, and live grounding shows it is widely integrated into onboarding resources for junior developers and technical writers globally.
-## Developer Reference
-
-### Syntax Cheat Sheets
-
-#### Language Manuals
-
-  - **(2026)** [QuickRef.ME - Quick Reference Cheat Sheets](https://quickref.me/index.html) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A massive aggregator of high-density cheat sheets and quick reference guides covering terminal systems, programming syntaxes, database commands, and deployment paradigms.
-## Operating Systems
-
-### Linux Utilities
-
-#### CLI Curation
-
-  - **(2025)** [**CommandLineFu 🌟**](https://www.commandlinefu.com/commands/browse) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An immense, user-voted platform for sharing and assessing terminal tricks. Perfect for tracking down highly specific, multi-tool regex constructs or one-liners.
+  - **(2024)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) <span class='md-tag md-tag--info'>⭐ 60200</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — One of the most referenced cheat sheets on GitHub for fast, offline-compatible Markdown syntax lookups. Includes rendering comparisons for basic elements, blockquotes, code blocks, and inline HTML. Double-Evidence: Despite its age, live grounding confirms its massive utility and continued reference value in developer wikis, representing a classic standard for text formatting.
+  - **(2024)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The authoritative documentation portal for GitHub, offering deep-dives into GitHub Flavored Markdown (GFM) and integration patterns. It outlines security implications, task lists, and interactive rendering rules. Double-Evidence: While a generic entry point, live grounding confirms this repository of guides is the primary reference for understanding platform-specific rendering behaviors on the GitHub UI.
 ## Programming Languages
 
 ### Go
 
 #### Reference Docs
 
-  - **(2021)** [devhints.io/go: Go cheatsheet](https://devhints.io/go) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight highlights a concise, single-page reference sheet covering Go syntax, control flow, channels, and basic standard library interfaces. Live Grounding confirms this is a widely-used cheatsheet for quick syntax lookups during day-to-day coding. It is optimized for speed and readability.
-## Software Development
-
-### Scripting
-
-#### Secure Bash
-
-  - **(2025)** [==Bash Pitfalls 🌟==](http://mywiki.wooledge.org/BashPitfalls) <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> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — The legendary Wooledge guide listing common Bash coding mistakes and how to fix them. Covering quoting, scope, pipeline traps, and array logic, this resource is a mandatory read for any systems engineer.
+  - **(2023)** [**github.com: golang-cheat-sheet**](https://github.com/a8m/golang-cheat-sheet) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Duplicate reference of the high-density Go cheat-sheet database. It provides programmatic access to Go fundamentals, standard functions, and syntax paradigms to streamline engineering workflows.
 ## Software Engineering
 
-### Version Control
+### NodeJS
 
-#### Branching Strategies
+#### Best Practices
 
-  - **(2013)** [**Git-flow cheatsheet**](https://danielkummer.github.io/git-flow-cheatsheet/index.html) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly interactive and multilingual cheat sheet illustrating the lifecycle of branches in Vincent Driessen's GitFlow model. This reference acts as an indispensable, quick-lookup guide for understanding CLI commands for features, releases, and hotfixes.
-#### Git Operations
-
-  - **(2021)** [**atlassian.com: Git cheat sheet**](https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A comprehensive and beautifully formatted PDF and web-based Git command reference guide from Atlassian. Covers essential command categories including repository creation, local staging, history review, branch management, and remote synchronization.
+  - **(2025)** [==NodeJS Best Practices (Spanish Translation)==](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) <span class='md-tag md-tag--info'>⭐ 105273</span> <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Curator Insight hosts the comprehensive Spanish translation of the premier Node.js architecture and security handbook. Live Grounding validates its immense utility as an industry-standard guide covering testing, error handling, and production safety. [SPANISH CONTENT]
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Linux](./linux.md) | [Introduction](./introduction.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/cicd-kubernetes-plugins.md b/v2-docs/cicd-kubernetes-plugins.md
index c25ea65f..aafbffd2 100644
--- a/v2-docs/cicd-kubernetes-plugins.md
+++ b/v2-docs/cicd-kubernetes-plugins.md
@@ -12,5 +12,5 @@
   - [**GitLab Kubernetes Agent**](https://docs.gitlab.com/user/clusters/agent) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The GitLab Agent for Kubernetes. Establishes a secure pull-based GitOps connection inside the cluster, avoiding external security exposures.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Argo](./argo.md)
+💡 **Explore Related:** [Cicd](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Jenkins](./jenkins.md)
 
diff --git a/v2-docs/cicd.md b/v2-docs/cicd.md
index eff22f4c..2e6039c1 100644
--- a/v2-docs/cicd.md
+++ b/v2-docs/cicd.md
@@ -5,6 +5,16 @@
 
 ## Cloud-Native Infrastructure
 
+### GitOps and Declarative Delivery
+
+#### Argo Project Ecosystem
+
+  - **(2026)** [ArgoCon North America 2026 Call for Proposals](https://events.linuxfoundation.org/kubecon-cloudnativecon-north-america/co-located-events/argocon/#call-for-proposals) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--warning'>[EMERGING]</span> — Curator Insight: Direct portal to community sessions, submissions, and emerging patterns for the Argo GitOps suite in 2026. Live Grounding: Acts as the primary standard gathering point for Kubernetes GitOps continuous delivery. Keeps teams abreast of cutting-edge development paths in orchestration.
+### Infrastructure as Code
+
+#### AI-Assisted Operations
+
+  - **(2025)** [**Enhancing Infrastructure as Code Generation with GitHub Copilot for Azure**](https://techcommunity.microsoft.com/blog/AzureDevCommunityBlog/enhancing-infrastructure-as-code-generation-with-github-copilot-for-azure/4388514) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: Analyzes the application of LLM co-pilots in rapidly writing secure ARM and Bicep configurations. Live Grounding: Demonstrates how contextual AI generators drastically lower human-error risk in pipeline IaC templates. Highly representative of modern 2025/2026 operational shifts.
 ### Kubernetes Delivery
 
 #### Engine Evaluation
@@ -30,6 +40,7 @@
 
 #### Blue-Green
 
+  - **(2022)** [==semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟==](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A highly-rated technical guide illustrating step-by-step implementation of automated Blue-Green deployments within a Kubernetes cluster. Details traffic switching using Kubernetes Services and ingress resources, highlighting rollback procedures and pipeline workflow integration.
   - **(2022)** [opsmx.com: What is Blue Green Deployment ?](https://www.opsmx.com/blog/blue-green-deployment) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explains the fundamental architecture of Blue-Green deployment models, evaluating how this strategy minimizes downtime and mitigates risks during production releases. Offers comparisons against canary configurations and covers prerequisite infrastructure needs.
 #### Overview
 
@@ -42,18 +53,21 @@
 #### OpenShift
 
   - **(2020)** [**developers.redhat.com: The present and future of CI/CD with GitOps on Red Hat OpenShift**](https://developers.redhat.com/blog/2020/09/03/the-present-and-future-of-ci-cd-with-gitops-on-red-hat-openshift) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Analyzes the convergence of OpenShift Pipelines (Tekton-based) and OpenShift GitOps (Argo CD-based) to deliver unified, declarative software delivery. Discusses multi-tenancy models, secure cluster bootstrapping, and the future roadmap of enterprise GitOps.
+### Kubernetes Native CI-CD
+
+#### Argo Workflows
+
+  - **(2023)** [==Migrating CI/CD from Jenkins to Argo Workflows==](https://dev.to/intuitdev/migrating-cicd-from-jenkins-to-argo-1km4) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A comprehensive real-world migration case study detailing how Intuit transitioned high-volume CI/CD pipelines from Jenkins to Kubernetes-native Argo Workflows. Outlines critical architectural lessons, scale bottlenecks, pipeline-as-code models, and resource optimization.
 ### Progressive Delivery
 
 #### Theory
 
+  - **(2024)** [**harness.io: Progressive Delivery: Everything You Need to Know**](https://www.harness.io/blog) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A masterclass resource explaining the evolutionary shift from standard continuous delivery to progressive delivery. Explains integration of automated canary releases with advanced deployment patterns, metrics monitoring, and developer self-service.
   - **(2024)** [**split.io: Progressive Delivery**](https://www.harness.io/harness-devops-academy/progressive-delivery?utm_campaign=fme&utm_source=split_io&utm_medium=redirect&utm_content=individual) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A comprehensive guide hosted by Harness (following Split.io's integration) that breaks down the mechanics of Progressive Delivery, combining canary deployments, feature flags, and automated rollbacks. Outlines how to mitigate blast radius and leverage real-time observability.
 ## Infrastructure
 
 ### CI-CD
 
-#### Curated Lists
-
-  - **(2024)** [**Awesome CI/CD 🌟**](https://github.com/cicdops/awesome-ciandcd) <span class='md-tag md-tag--info'>⭐ 1996</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly extensive, community-curated collection targeting cloud-native CI/CD. Live Grounding verifies this repository remains a vital architectural map for discovering modern delivery platforms, container orchestrators, and automated pipeline security tools.
 #### Evaluations
 
   - **(2021)** [cloudbees.com: Continuous Delivery Tools: The 5 You Absolutely Need to Know in 2021](https://www.cloudbees.com/blog/cicd-tools-to-know-2021) 🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — A comparison of baseline CI/CD options focusing on legacy and cloud-native systems. It contrasts the architecture of Jenkins, GitLab CI, and CloudBees, providing a foundational frame of reference before modern GitOps practices took precedence.
@@ -71,9 +85,11 @@
 #### Agentic Engineering
 
   - **(2025)** [**Kiro: Engineering Rigor for Agentic Development**](https://kiro.dev) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An emerging framework focused on enforcing software engineering rigor, test-driven validation, and deterministic guardrails within AI Agent-driven code generation and execution loops. Provides platform architectures for managing safe agent-based deployments.
-  - **(2025)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) <span class='md-tag md-tag--info'>⭐ 1881</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An experimental, open-source repository establishing unified Model Context Protocol (MCP) skills or AI tools for Terraform and OpenTofu. Empowers AI agents to dynamically generate, parse, validate, and execute infrastructure-as-code definitions with semantic awareness.
+  - **(2025)** [**Azure DevOps MCP Server Public Preview**](https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The official public announcement details the release and capabilities of the Azure DevOps MCP server. Highlights the architectural integration of Large Language Models directly into enterprise ADO workflows for automated engineering management.
+  - **(2025)** [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An illustrative guide showing how the Draw.io Model Context Protocol (MCP) server allows AI assistants to programmatically generate and edit architecture diagrams. Bridges the gap between conversational design instructions and technical diagrams.
 #### Coding Assistants
 
+  - **(2025)** [**Programming with GitHub Copilot Agent Mode**](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-github-copilot-agent-mode/4400630) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A technical deep-dive into utilizing GitHub Copilot's 'Agent Mode' (Copilot Workspace) directly from the IDE. Explains how the tool acts as an autonomous collaborator, creating comprehensive implementation plans, managing complex multi-file updates, and executing test suites.
   - **(2025)** [**GitHub Copilot Now Explains Failed Actions Jobs (GA)**](https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official GitHub product announcement marking the General Availability of GitHub Copilot's automated pipeline diagnostics. Empowers developers to quickly resolve failing CI/CD builds by getting clear, contextual, AI-driven summaries and remediation plans.
   - **(2024)** [**Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous Free Tier**](https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Spanish news analysis covering the competitive launch of Google Gemini Code Assist and its direct threat to GitHub Copilot's market dominance. Highlights its multi-repository context window, competitive pricing strategies, and integration into IDEs. [SPANISH CONTENT]
 ### Artifact Management
@@ -88,19 +104,46 @@
   - **(2021)** [Gama: Terminal UI for GitHub Actions](https://github.com/termkit/gama) <span class='md-tag md-tag--info'>⭐ 480</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Terminal UI utility designed to monitor and execute GitHub Actions directly from CLI screens. Deprioritized under Minimum Viable Quality (MVQ) constraints due to lack of active commits since late 2021.
 ### CI-CD Pipelines
 
+#### AI Integration (1)
+
+##### Azure DevOps
+
+  - **(2025)** [**Automate Pull Request Descriptions in Azure DevOps with Azure OpenAI**](https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-devops-with-azure-openai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A practical implementation guide demonstrating how to integrate Azure OpenAI into Azure DevOps pipelines to automatically generate comprehensive pull request descriptions from code differences. Demonstrates prompt engineering techniques and YAML pipeline configurations to enhance team productivity and standardise PR documentation using generative AI.
 #### AWS
 
   - **(2023)** [**trek10.com: Enterprise CI/CD on AWS: a pragmatic approach**](https://caylent.com/blog/pragmatic-enterprise-cicd) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A comprehensive article providing a pragmatic blueprint for building, scaling, and managing enterprise CI/CD workflows on AWS infrastructure. Covers critical patterns including AWS CodePipeline, multi-account structures, security controls, and hybrid workload deployments.
-#### Infrastructure as Code
+#### Enterprise Tooling
 
-##### GitHub Actions
+  - **(2023)** [**JFrog Pipelines**](https://jfrog.com/pipelines) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An enterprise-grade CI/CD automation tool natively integrated into the JFrog Platform. It leverages declarative YAML schemas, step-based workflows, and reusable resource models to orchestrate robust binary-centric pipelines with native support for Artifactory.
+#### Infrastructure as Code (1)
 
-  - **(2022)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) <span class='md-tag md-tag--info'>⭐ 221</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A specialized GitHub Action designed to automate the release process, version tagging, and registry publication of Terraform modules. Resolves development overhead by automatically generating release logs and enforcing Semantic Versioning.
+##### Azure DevOps (1)
+
+  - **(2025)** [**Automate Terraform Testing with Azure DevOps Pipelines**](https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-pipelines) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Provides a complete implementation walkthrough for embedding robust automated test suites (including tftest and checkov) inside Azure DevOps pipelines. Demonstrates how to validate infrastructure compliance and dry-run infrastructure updates early in the pipeline.
+  - **(2024)** [**Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)**](https://deniscooper.co.uk/azure-devops-terraform-pipeline) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A production-grade, step-by-step tutorial on building a fully secure and automated Terraform deployment pipeline within Azure DevOps. Provides robust, reusable YAML template definitions, including state locking configurations, plan validations, and multi-environment promotions.
+#### Jenkins
+
+  - **(2023)** [**Back of the Napkin Guide to Updating Jenkins**](https://www.jenkins.io/blog/2023/10/31/marc-s-napkin-upgrade-guide) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly practical, pragmatic guide from a core Jenkins maintainer outlining safe upgrade strategies for Jenkins controllers and its complex plugin ecosystem. Reduces administrative friction by emphasizing snapshot backups, compatibility matrices, and staged canary verification.
+#### Language Runtimes
+
+##### Azure DevOps (2)
+
+  - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A technical guide written in Spanish demonstrating how to dynamically configure, install, and leverage the Java 23 SDK runtime inside Azure DevOps build pipelines, using modern Microsoft-hosted and self-hosted runner strategies. [SPANISH CONTENT]
+#### Legacy Tooling
+
+  - **(2023)** [Buildbot](https://buildbot.net) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An open-source, highly customizable Python-based continuous integration framework. While largely replaced in modern microservice deployments by container-native engines, it remains a powerful workhorse for complex, multi-platform compiled build environments.
 #### Patterns
 
   - **(2023)** [**harness.io: Pipeline Patterns for CI/CD Pipelines 🌟**](https://www.harness.io/blog/deployment-pipeline-patterns) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A curated collection of proven architectural patterns for structuring CI/CD pipelines at scale. Analyzes standard strategies for separating build and release triggers, parallel execution trees, templated pipeline-as-code inheritance, and automated gate governance.
 ### CI-CD Security
 
+#### Azure DevOps (3)
+
+  - **(2025)** [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical guide explaining the installation and automated orchestration of Dependabot-style dependency scanning and automated PR version updates within Azure DevOps repositories. Written in Spanish. [SPANISH CONTENT]
+  - **(2024)** [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official documentation outlines the network security updates for Azure DevOps, focusing on the transitioning IP address ranges and service tags. Crucial for security engineers managing firewalls and strict ingress/egress rules to maintain uninterrupted pipeline connectivity.
+#### Cloud Identity
+
+  - **(2023)** [==Avoiding Mistakes with AWS OIDC Integration Conditions==](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An in-depth security analysis detailing how to configure AWS OpenID Connect (OIDC) trust relationships correctly in GitHub Actions and other CI providers. Highlights major vulnerabilities arising from missing subject (sub) or audience (aud) validation and shows how to restrict access patterns safely.
 #### Hardening
 
   - **(2022)** [devops.com: 8 Security Considerations for CI/CD](https://devops.com/8-security-considerations-for-ci-cd) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Outlines foundational security rules for continuous integration and delivery pipelines, addressing secret management, environment isolation, source code integrity, and third-party dependency scanning. Serves as a high-level checklist for establishing a secure DevSecOps culture.
@@ -119,17 +162,32 @@
   - **(2022)** [thenewstack.io: 4 Best Practices to Drive Successful Adoption of CI/CD](https://thenewstack.io/four-best-practices-to-drive-successful-adoption-of-ci-cd) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Culture-focused guide outlining change management best practices for migrating to modern deployment patterns. Live Grounding: Focuses on phased migration, building internal developer champions, and utilizing lightweight automation pilots. Helpful for engineering directors managing transitions.
   - **(2022)** [community.dataminer.services: CI/CD and the Agile Principles](https://community.dataminer.services/ci-cd-and-the-agile-principles) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Maps technical CI/CD mechanisms onto Agile software development principles and continuous collaboration. Live Grounding: Outlines practical execution loops to integrate sprint feedback directly into pipeline automated test setups. Good theoretical onboarding material.
   - **(2020)** [linkedin pulse: Enabling CI/CD to Boost DevOps | Pavan Belagatti](https://www.linkedin.com/pulse/enabling-cicd-boost-devops-pavan-belagatti) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Discusses the cultural mindset shifts necessary to successfully execute technical CI/CD platforms. Live Grounding: Emphasizes treating feedback loops as critical team alignment vectors rather than purely code checks. Provides a non-technical introduction.
+#### Product Management Alignment
+
+  - **(2019)** [mindtheproduct.com: The Product Managers’ Guide to Continuous Delivery and DevOps 🌟🌟](https://www.mindtheproduct.com/what-the-hell-are-ci-cd-and-devops-a-cheatsheet-for-the-rest-of-us) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Bridges the gap between technical release pipelines and business product cycles. Live Grounding: Emphasizes how feature flagging and continuous delivery empower product managers to decouple releases from deployments. Translates high-velocity engineering metrics into business outcome key-performance indicators.
 ### Developer Experience
 
 #### Metrics and Strategy
 
   - **(2022)** [thenewstack.io: Improve Dev Experience to Maximize the Business Value of CD](https://thenewstack.io/improve-dev-experience-to-maximize-the-business-value-of-cd) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Direct correlation of continuous delivery maturity with developer cognitive load and retention. Live Grounding: Explores the internal developer platform (IDP) model, emphasizing self-service portal deployment mechanisms. Highlights how lowering tool friction yields faster market delivery.
+### FinOps
+
+#### Infrastructure as Code (2)
+
+  - **(2024)** [**InfraCost + Terraform PRs: Making Cost Awareness Effortless**](https://www.linkedin.com/pulse/infracost-terraform-prs-making-cost-awareness-martin-jackson-a6sge?utm_source=share&utm_medium=member_android&utm_campaign=share_via) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Highlights how integrating Infracost into Terraform pull request workflows drives continuous cost awareness and optimization directly at the developer level. Prevents budget shocks by showing real-time, side-by-side cost differentials before code is merged.
 ### FinOps and Efficiency
 
 #### Pipeline Cost Control
 
   - **(2022)** [harness.io: Streamlining CI/CD and Optimizing AWS Cloud Spend](https://www.harness.io/blog/streamlining-ci-cd) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Analyzes how automated delivery platforms can lower infrastructure footprints during CI/CD execution. Live Grounding: Details techniques like spot instance integration, automatic test-environment teardown, and resource tagging. Highly relevant for modern cloud cost-efficiency strategies.
-### Kubernetes Native CI-CD
+### Infrastructure as Code (3)
+
+#### GitHub Actions Runners
+
+##### AWS (1)
+
+  - **(2024)** [==RunsOn: Self-hosted GitHub Actions Runners in AWS==](https://runs-on.com) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A commercial-grade, highly efficient solution for hosting ephemeral, auto-scaled GitHub Actions runners directly on your AWS account. Delivers a significant reduction in GitHub Actions spend (up to 10x) using cheap EC2 spot instances, fast cache persistence, and seamless setup.
+### Kubernetes Native CI-CD (1)
 
 #### Best Practices
 
@@ -181,6 +239,7 @@
   - **(2022)** [about.gitlab.com: How to learn CI/CD fast](https://about.gitlab.com/blog/2022/04/13/how-to-learn-ci-cd-fast) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Practical learning blueprint focusing on building incremental toy pipelines using GitLab CI. Live Grounding: Recommends direct hand-on setups of simple test automation and container builds before transitioning to complex deployments. Perfect for rapid developer upskilling.
 #### Open Source Pipelines
 
+  - **(2020)** [devops.com: 7 Popular Open Source CI/CD Tools](https://devops.com/7-popular-open-source-ci-cd-tools) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Comparative survey of prominent open-source continuous integration and deployment engines. Live Grounding: Analyzes Jenkins, GitLab, Tekton, and others, contrasting their resource overheads and declarative features. Useful for teams choosing a baseline deployment stack.
   - **(2019)** [opensource.com: A beginner's guide to building DevOps pipelines with open source tools](https://opensource.com/article/19/4/devops-pipeline) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Demystifies CI/CD pipeline construction using classic open-source tools like Jenkins and GitLab CI. Live Grounding: Provides an educational blueprint on source control integration, build automation, and deployment validation. Highly suitable for teams transitioning from manual deployments to early automation.
 #### Theory and Concepts (1)
 
@@ -237,7 +296,15 @@
 
   - **(2006)** [==martinfowler.com: Continuous Integration (original version)==](https://martinfowler.com/articles/originalContinuousIntegration.html) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Martin Fowler's classic text detailing the cultural and technical prerequisites of Continuous Integration. Covers core practices such as automated builds, self-testing, and daily developer code merges.
   - **(2018)** [opensource.com: What is CI/CD?](https://opensource.com/article/18/8/what-cicd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A foundational article defining the mechanics of Continuous Integration and Continuous Deployment (CI/CD). Explores testing automation, continuous integration loops, and deployment pipelines.
+#### Trends
+
+  - **(2021)** [sdtimes.com: CI/CD pipelines are expanding 🌟](https://sdtimes.com/devops/ci-cd-pipelines-are-expanding)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explores how modern CI/CD pipelines are expanding their scope to integrate security scans, compliance policy engines, and platform provisioning stages.
+### Microservices
+
+#### Design Patterns
+
+  - **(2023)** [The 12-Factor App: An Updated Guide](https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An updated architectural deep-dive into the Twelve-Factor App methodology. Reviews the classic software principles (like database separations, environment configs, and scaling processes) in modern Kubernetes environments.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Argo](./argo.md)
+💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Jenkins](./jenkins.md) | [Cicd Kubernetes Plugins](./cicd-kubernetes-plugins.md)
 
diff --git a/v2-docs/cloud-arch-diagrams.md b/v2-docs/cloud-arch-diagrams.md
deleted file mode 100644
index 166cf23d..00000000
--- a/v2-docs/cloud-arch-diagrams.md
+++ /dev/null
@@ -1,16 +0,0 @@
-# Cloud Arch Diagrams
-
-!!! info "Architectural Context"
-    Detailed reference for Cloud Arch Diagrams in the context of Architectural Foundations.
-
-## Platform Engineering
-
-### AI Integration
-
-#### Agentic Engineering
-
-  - **(2025)** [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An illustrative guide showing how the Draw.io Model Context Protocol (MCP) server allows AI assistants to programmatically generate and edit architecture diagrams. Bridges the gap between conversational design instructions and technical diagrams.
-
----
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
-
diff --git a/v2-docs/cloud-asset-inventory.md b/v2-docs/cloud-asset-inventory.md
index 4b9b5aad..e8dd57ab 100644
--- a/v2-docs/cloud-asset-inventory.md
+++ b/v2-docs/cloud-asset-inventory.md
@@ -3,17 +3,25 @@
 !!! info "Architectural Context"
     Detailed reference for Cloud Asset Inventory in the context of Architectural Foundations.
 
+## Cloud Infrastructure
+
+### AWS
+
+#### Asset Management
+
+  - **(2021)** [Querying AWS at scale across APIs, Regions, and accounts](https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An AWS blog post analyzing strategies and open-source tools (like Steampipe) to query and audit AWS resources at massive multi-region, multi-account scales. It breaks down API rate-limiting workarounds and security posture assessment methodologies.
 ## Cloud Security
 
-### Asset Management
+### Asset Management (1)
 
 #### Infrastructure-as-Code
 
   - **(2026)** [==cloudquery.io: Cloud Query: The open-source cloud asset inventory powered by SQL==](https://www.cloudquery.io) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An open-source cloud asset inventory tool that transforms infrastructure metadata into queryable SQL databases. By decoupling extraction (APIs) from storage (PostgreSQL, ClickHouse), it enables security and platform teams to perform advanced compliance auditing, cost optimization, and drift detection.
+  - **(2026)** [**steampipe 🌟**](https://steampipe.io) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A zero-dependency CLI tool that allows querying of APIs and cloud infrastructure (AWS, Azure, GitHub, etc.) dynamically using Postgres-compatible SQL. It simplifies cloud infrastructure compliance, security audits, and resource inspection by exposing multi-platform APIs as regular database tables.
 #### Observability
 
   - **(2023)** [cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery and Grafana](https://www.cloudquery.io/learning-center/cloud-asset-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A hands-on deployment guide detailing how to build a unified cloud-native asset inventory. It guides architects through configuring CloudQuery pipelines to extract multi-cloud metadata and visualize security posture and infrastructure footprint dynamically via Grafana dashboards.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/container-managers.md b/v2-docs/container-managers.md
index 74b96a88..6b84166e 100644
--- a/v2-docs/container-managers.md
+++ b/v2-docs/container-managers.md
@@ -3,14 +3,14 @@
 !!! info "Architectural Context"
     Detailed reference for Container Managers in the context of The Container Stack.
 
-## DevSecOps
+## Observability
 
-### CICD Pipeline Security
+### Logging
 
-#### Podman
+#### Command Line Tools
 
-  - **(2021)** [Build trusted pipelines/Guards with Podman containers](https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Evaluates strategies for building rootless, secure continuous integration pipelines using Red Hat's Podman. Contrasts Podman's daemonless security with Docker's privileged execution models to prevent pipeline takeover attacks.
+  - **(2021)** [bul: Interactive TUI for Exploring Kubernetes Container Logs](https://github.com/ynqa/bul) <span class='md-tag md-tag--info'>⭐ 16</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An interactive Terminal User Interface (TUI) written in Go for streaming and searching Kubernetes container logs. Grounding suggests that development has stalled (inactive for over 4 years), so while technically functional for local dev, tools like Stern or K9s are preferred in enterprise environments.
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md)
+💡 **Explore Related:** [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Kubectl Commands](./kubectl-commands.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/crossplane.md b/v2-docs/crossplane.md
index 7fece062..0ebf8ea2 100644
--- a/v2-docs/crossplane.md
+++ b/v2-docs/crossplane.md
@@ -52,5 +52,5 @@
   - **(2023)** [codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD](https://octopus.com/devops/gitops) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — This architectural study outlines the synchronization of infrastructure and application deployments using GitOps principles, examining the strategic union of Crossplane and continuous deployment tools.
 
 ---
-💡 **Explore Related:** [Devsecops](./devsecops.md) | [Pulumi](./pulumi.md) | [Kubernetes Security](./kubernetes-security.md)
+💡 **Explore Related:** [Terraform](./terraform.md) | [Iac](./iac.md) | [Kubernetes Security](./kubernetes-security.md)
 
diff --git a/v2-docs/customer.md b/v2-docs/customer.md
index 33fc5659..69bbac37 100644
--- a/v2-docs/customer.md
+++ b/v2-docs/customer.md
@@ -12,5 +12,5 @@
   - **(2024)** [aws.amazon.com/blogs/industries: BMW Group Develops a GenAI Assistant to Accelerate Infrastructure Optimization on AWS](https://aws.amazon.com/blogs/industries/bmw-group-develops-a-genai-assistant-to-accelerate-infrastructure-optimization-on-aws) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Reviews BMW Group's production deployment of a GenAI orchestrator built on Amazon Bedrock. Highlights technical methods used to automatically review AWS cloud footprints and propose infrastructure optimizations globally.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/databases.md b/v2-docs/databases.md
index a34ca82c..2a55ca14 100644
--- a/v2-docs/databases.md
+++ b/v2-docs/databases.md
@@ -3,14 +3,14 @@
 !!! info "Architectural Context"
     Detailed reference for Databases in the context of Data & Advanced Analytics.
 
-## Cluster Management
+## Developer Experience
 
-### Infrastructure Provisioning
+### Database Tooling
 
-#### Kubernetes Operators
+#### SQL Utilities
 
-  - **(2023)** [learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](https://learnkube.com/cloud-resources-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Comparative analysis of Kubernetes Operators for cloud infrastructure provisioning (such as Crossplane, AWS ACK, Google KCC, and Azure ASO). Critiques the shift from Terraform toward declarative reconciliation loops.
+  - **(2025)** [**SQL Studio: A Unified SQL Database Explorer**](https://github.com/frectonz/sql-studio) <span class='md-tag md-tag--info'>⭐ 3539</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, and MySQL) in resource-constrained containerized runtimes.
 
 ---
-💡 **Explore Related:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [Newsql](./newsql.md)
+💡 **Explore Related:** [Newsql](./newsql.md) | [Nosql](./nosql.md) | [Yaml](./yaml.md)
 
diff --git a/v2-docs/demos.md b/v2-docs/demos.md
index 7ca4f0d0..2c24eeca 100644
--- a/v2-docs/demos.md
+++ b/v2-docs/demos.md
@@ -17,6 +17,15 @@
 #### Enterprise Architectures
 
   - **(2020)** [Continuous Delivery with Sonatype Nexus, Jenkins and the Cloudogu Ecosystem](https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Architectural integration study mapping out Continuous Delivery structures using Nexus Repository, Jenkins pipelines, and Cloudogu software suites for regulated enterprise workloads.
+## Cloud-Native
+
+### Kubernetes Native
+
+#### Java Build Plugins
+
+##### Eclipse JKube
+
+  - **(2020)** [developers.redhat.com: Java development on top of Kubernetes using Eclipse JKube](https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Exploring developer loop workflows utilizing Eclipse JKube to build, deploy, and debug Java applications in real-time inside a local or remote Kubernetes cluster environment.
 ## Continuous Integration
 
 ### Jenkins Pipelines
@@ -40,13 +49,6 @@
 ##### Integrations
 
   - **(2020)** [developers.redhat.com: HTTP-based Kafka messaging with Red Hat AMQ Streams](https://developers.redhat.com/blog/2020/08/04/http-based-kafka-messaging-with-red-hat-amq-streams) 🌟🌟🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — An architectural guide detailing how to use the HTTP Bridge component inside AMQ Streams. Allows web and legacy application services to publish and consume event data via lightweight REST HTTP requests.
-## Infrastructure
-
-### Cluster Provisioning
-
-#### Kubeadm Guides
-
-  - **(2019)** [itnext.io: Kubernetes Journey — Up and running out of the cloud — How to setup the Masters using kubeadm bootstrap](https://itnext.io/kubernetes-journey-up-and-running-out-of-the-cloud-how-to-setup-the-masters-using-kubeadm-9a496a14fbc1) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An in-depth guide on deploying an on-premises multi-master Kubernetes control plane using kubeadm and HAProxy for load balancing. Walks through the bootstrap token mechanism and control-plane join procedures. Excellent theoretical coverage of manual multi-master networking.
 ## Platform Engineering
 
 ### Enterprise Linux
@@ -60,15 +62,8 @@
 
 #### Jenkins Ecosystem (1)
 
-  - **(2020)** [developers.redhat.com: An easier way to create custom Jenkins containers](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explains streamlined procedures for producing custom, secure Jenkins container images for deployment. Focuses on minimizing layers, loading plug-ins safely during build time, and injecting enterprise parameters within Red Hat architectures.
-  - **(2018)** [OpenShift Pipelines with Jenkins Blue Ocean 🌟](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Combines OpenShift Orchestration APIs with Jenkins Blue Ocean to manage continuous delivery pipelines visually. Promotes clear state-tracking, modular pipeline construction, and simplified debugging metrics.
-## Security
-
-### Supply Chain
-
-#### Enterprise Platform
-
-  - **(2021)** [tanzu.vmware.com: Log4Shell Vulnerability Spotlights the Importance of Adopting Trusted Open Source Software Providers for the Enterprise](https://www.vmware.com/products/app-platform/tanzu)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Examines the strategic imperative of establishing trusted open-source workflows inside enterprise build infrastructures. Demonstrates how Tanzu's curated application platform streamlines immediate mitigation tasks at runtime.
+  - **(2018)** [**github - using jenkins pipelines with OKD**](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) <span class='md-tag md-tag--info'>⭐ 8654</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container platform.
+  - **(2018)** [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Utility repository hosting configurations to deploy Jenkins Blue Ocean configurations instantly within early Red Hat OpenShift Container Platform environments. Serves as a reference setup for visualized pipeline states.
 ## Software Engineering
 
 ### Developer Experience
@@ -80,5 +75,5 @@
   - **(2026)** [==SdkMan==](https://sdkman.io) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A command-line utility for managing parallel versions of multiple Software Development Kits on most Unix-like systems. Widely used to manage JDKs, Gradle, Maven, and JBang versions in local developer setups and CI agents.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/devel-sites.md b/v2-docs/devel-sites.md
deleted file mode 100644
index 06ad2aa5..00000000
--- a/v2-docs/devel-sites.md
+++ /dev/null
@@ -1,16 +0,0 @@
-# Devel Sites
-
-!!! info "Architectural Context"
-    Detailed reference for Devel Sites in the context of Developer Ecosystem.
-
-## Software Engineering
-
-### Developer Experience
-
-#### IDEs and Tooling
-
-  - **(2022)** [IntelliJ vs. VSCode for Rust Development](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Community-driven performance and usability evaluation contrasting IntelliJ Rust and VSCode (rust-analyzer) workflows. Discusses compilation feedback, macro expansion speeds, and debugging tool integrations.
-
----
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [Golang](./golang.md)
-
diff --git a/v2-docs/developerportals.md b/v2-docs/developerportals.md
index 7b29e2cf..f86b7332 100644
--- a/v2-docs/developerportals.md
+++ b/v2-docs/developerportals.md
@@ -18,42 +18,7 @@ Live Grounding: Delivers strategic instruction on utilizing AI capabilities, cod
 #### Prompt Engineering
 
   - **(2024)** [Claude 101: Free Guides to Master Claude](https://claude101.com) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Comprehensive guides to mastering Anthropic's Claude. Focuses on system instructions, complex XML markup injection, custom tool calls, and API configuration profiles for multi-agent workflows.
-## Developer Experience
-
-### AI Assisted Engineering
-
-#### Multi-Repository Architectures
-
-  - **(2024)** [Using Workspaces for AI Changes Across Multiple Repos](https://ettema.dev/posts/ai-multi-repo-workspaces) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Investigates methods for utilizing structured developer workspaces to safely implement, coordinate, and review automated AI-driven modifications across sprawling multi-repository codebases. Offers patterns for multi-repo orchestrations and version control management.
-## Developer Tools (1)
-
-### Collaboration and Workflow
-
-#### Documentation Engines
-
-  - **(2021)** [What is a GitHub Wiki and How Do You Use it?](https://www.freecodecamp.org/news/what-is-github-wiki-and-how-do-you-use-it) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — This practical guide breaks down the structure and utility of GitHub Wikis for software project documentation. It walks through syntax formatting, sidebar architecture, and collaborative editing patterns. While modern enterprise teams often prefer Docs-as-Code paradigms built with tools like MkDocs or Docusaurus, GitHub Wikis still serve as a quick, low-overhead option for repository-centric developer documentation.
-## Platform Engineering
-
-### AI Integration
-
-#### Coding Assistants
-
-  - **(2025)** [**Programming with GitHub Copilot Agent Mode**](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-github-copilot-agent-mode/4400630) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A technical deep-dive into utilizing GitHub Copilot's 'Agent Mode' (Copilot Workspace) directly from the IDE. Explains how the tool acts as an autonomous collaborator, creating comprehensive implementation plans, managing complex multi-file updates, and executing test suites.
-## Software Engineering
-
-### Developer Experience (1)
-
-#### AI Assisted Coding
-
-##### GitHub Copilot
-
-  - **(2024)** [**GitHub Copilot CLI for Beginners: Getting Started**](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli/?utm_source=twitter-cli-beginners-getting-started-cta&utm_medium=social&utm_campaign=dev-pod-copilot-cli-2026) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Introductory guide explaining how to integrate the terminal-based GitHub Copilot CLI to leverage natural-language shell queries, automating script development and git lifecycle executions.
-### Frontend Development
-
-#### Architectural Patterns
-
-  - **(2021)** [**Clean Architecture on Frontend**](https://bespoyasov.me/blog/clean-architecture-on-frontend) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An exceptional breakdown demonstrating the application of Clean Architecture principles to frontend systems. Illustrates isolation of business logic from UI components to enable extreme testability.
 
 ---
-💡 **Explore Related:** [Project Management Methodology](./project-management-methodology.md) | [Scaffolding](./scaffolding.md) | [Devops](./devops.md)
+💡 **Explore Related:** [Devops](./devops.md) | [Sre](./sre.md) | [Scaffolding](./scaffolding.md)
 
diff --git a/v2-docs/devops-tools.md b/v2-docs/devops-tools.md
index 6ae07f10..819a03fb 100644
--- a/v2-docs/devops-tools.md
+++ b/v2-docs/devops-tools.md
@@ -46,11 +46,11 @@
   - **(2021)** [clarusway.com: Top 21 DevOps Tools Of 2021 (Comprehensive Guide)](https://clarusway.com/top-21-devops-tools) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Comprehensive market snapshot from 2021 enumerating critical DevOps technologies. While highly localized to historical toolchains, it provides a comparative baseline of industry migration patterns from monolithic pipelines to modern orchestrators.
 ## Developer Experience
 
-### Database Tooling
+### AI Assisted Engineering
 
-#### SQL Utilities
+#### Multi-Repository Architectures
 
-  - **(2025)** [**SQL Studio: A Unified SQL Database Explorer**](https://github.com/frectonz/sql-studio) <span class='md-tag md-tag--info'>⭐ 3539</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, and MySQL) in resource-constrained containerized runtimes.
+  - **(2024)** [Using Workspaces for AI Changes Across Multiple Repos](https://ettema.dev/posts/ai-multi-repo-workspaces) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Investigates methods for utilizing structured developer workspaces to safely implement, coordinate, and review automated AI-driven modifications across sprawling multi-repository codebases. Offers patterns for multi-repo orchestrations and version control management.
 ## Developer Reference
 
 ### Industry Reports
@@ -91,11 +91,6 @@
   - **(2022)** [Kubeterm: Graphical Management Tool for Kubernetes](https://github.com/kbterm/kubeterm) <span class='md-tag md-tag--info'>⭐ 208</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An open-source desktop client designed for administrative and monitoring interactions within Kubernetes clusters. Employs graphical representations of active resources to lower cognitive load during deep-dive debugging of deployments, services, and namespace configurations.
 ## Platform Engineering (1)
 
-### AI Integration
-
-#### Agentic Engineering
-
-  - **(2025)** [**Azure DevOps MCP Server**](https://github.com/microsoft/azure-devops-mcp) <span class='md-tag md-tag--info'>⭐ 1718</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, inspect pipeline logs, and orchestrate PR reviews dynamically.
 ### CI-CD Pipelines
 
 #### Debugging
@@ -105,6 +100,13 @@
   - **(2025)** [==action-tmate: Debug GitHub Actions via SSH==](https://github.com/mxschmitt/action-tmate) <span class='md-tag md-tag--info'>⭐ 3544</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The definitive tool for debugging failing GitHub Actions runner environments. This action opens an interactive, secure shell (SSH or Web TUI) terminal session on the live GHA runner, allowing developers to execute shell commands, inspect filesystems, and debug failures instantly.
 ## Software Engineering
 
+### Developer Experience (1)
+
+#### AI Assisted Coding
+
+##### GitHub Copilot
+
+  - **(2024)** [**GitHub Copilot CLI for Beginners: Getting Started**](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli/?utm_source=twitter-cli-beginners-getting-started-cta&utm_medium=social&utm_campaign=dev-pod-copilot-cli-2026) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Introductory guide explaining how to integrate the terminal-based GitHub Copilot CLI to leverage natural-language shell queries, automating script development and git lifecycle executions.
 ### Product Culture
 
 #### Philosophical Frameworks
@@ -112,5 +114,5 @@
   - **(2020)** [thenewstack.io: DevOps Is Fed by a Tools Culture Loop](https://thenewstack.io/devops-is-fed-by-a-tools-culture-loop) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Commentary exploring the dynamic intersection between DevOps organizational practices, corporate cultures, and how continuous toolchain feedback loops dictate infrastructure modernization.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/devops.md b/v2-docs/devops.md
index 6c04656e..d19bf32b 100644
--- a/v2-docs/devops.md
+++ b/v2-docs/devops.md
@@ -11,13 +11,6 @@
 
   - **(2024)** [Announcing Azure MCP Server 2.0 Stable Release for Self-Hosted Agentic Cloud Automation](https://devblogs.microsoft.com/azure-sdk/announcing-azure-mcp-server-2-0-stable-release) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Announcement of Microsoft Azure's MCP Server 2.0 release for agentic automation.
 Live Grounding: Provides stable, secure integrations allowing compliant AI models to deploy, manage, and query Azure cloud assets using the standardized Model Context Protocol.
-## Career Development
-
-### Interview Preparation
-
-#### Cloud Networking
-
-  - **(2021)** [learnsteps.com: DevOps Interview Questions: How will you design your cloud VPC and subnets?](https://www.learnsteps.com/devops-interview-questions-how-will-you-design-your-cloud-vpc-and-subnets) <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> — Curator Insight examines VPC design, public and private subnet mapping, and routing infrastructure. Live Grounding confirms that secure network isolation is the first defense line in cloud security architectures. This prepares candidates for high-level network design.
 ## Cloud Infrastructure
 
 ### AWS
@@ -25,77 +18,7 @@ Live Grounding: Provides stable, secure integrations allowing compliant AI model
 #### CI-CD Pipelines
 
   - **(2019)** [cloudtweaks.com: DevOps - Secure and Scalable CI/CD Pipeline with AWS](https://cloudtweaks.com/2019/05/devops-secure-and-scalable-ci-cd-pipeline-with-aws) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical guide illustrating architectural patterns for building resilient and secure continuous integration and delivery pipelines within the AWS ecosystem. Analyzes core components such as AWS CodePipeline, CodeBuild, and security best practices to enforce governance and compliance.
-## Developer Tools
-
-### AI Coding Assistants
-
-#### Agentic Workflows
-
-  - **(2025)** [Development Environments for Cloud Agents](https://cursor.com/blog/cloud-agent-development-environments) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analyzes the infrastructure required to run high-autonomy AI coding agents. Discusses secure sandboxing, runtime requirements, and interactive execution environments designed to bridge LLMs with real-world system runtimes safely.
-## Enterprise Strategy
-
-### Container Adoption
-
-#### Best Practices
-
-  - **(2023)** [**contino.io: How to Make Enterprise Container Strategies That Last (Part One) 🌟**](https://www.contino.io/insights/how-to-make-enterprise-container-strategies-that-last-part-one) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: Provides high-level strategic guidance for enterprise leaders looking to build sustainable containerization and orchestration architectures. Live Grounding: Covers people, process, and security paradigms, helping organizations align technological adoption with reliable cloud-native governance structures.
-## Platform Engineering
-
-### Architectural Patterns
-
-#### Internal Developer Platforms
-
-  - **(2023)** [Platform Democracy: Rethinking Who Builds and Consumes Your Internal Platform](https://www.syntasso.io/post/platform-democracy-rethinking-who-builds-and-consumes-your-internal-platform) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An analytical piece explaining Platform Democracy as an operational framework. Discusses user-centric workflows when designing internal developer platform structures (IDPs).
-### CI-CD Pipelines (1)
-
-#### Legacy Tooling
-
-  - **(2023)** [Buildbot](https://buildbot.net) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An open-source, highly customizable Python-based continuous integration framework. While largely replaced in modern microservice deployments by container-native engines, it remains a powerful workhorse for complex, multi-platform compiled build environments.
-### CI-CD Security
-
-#### Azure DevOps
-
-  - **(2024)** [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official documentation outlines the network security updates for Azure DevOps, focusing on the transitioning IP address ranges and service tags. Crucial for security engineers managing firewalls and strict ingress/egress rules to maintain uninterrupted pipeline connectivity.
-### Cloud-Native
-
-#### Education
-
-  - **(2026)** [**Techworld with Nana: Learn DevOps topics easily**](https://www.techworld-with-nana.com) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The premier high-density visual learning academy for modern DevOps engineering. Features highly structured training tracks on Docker, Kubernetes, CI/CD, GitOps, and cloud-native monitoring systems.
-### DevOps Culture
-
-#### Product Management Alignment
-
-  - **(2019)** [mindtheproduct.com: The Product Managers’ Guide to Continuous Delivery and DevOps 🌟🌟](https://www.mindtheproduct.com/what-the-hell-are-ci-cd-and-devops-a-cheatsheet-for-the-rest-of-us) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Bridges the gap between technical release pipelines and business product cycles. Live Grounding: Emphasizes how feature flagging and continuous delivery empower product managers to decouple releases from deployments. Translates high-velocity engineering metrics into business outcome key-performance indicators.
-### Infrastructure as Code
-
-#### GitHub Actions Runners
-
-##### AWS (1)
-
-  - **(2024)** [**Cloud Posse runs-on: GitHub Actions Self-Hosted Runners**](https://docs.cloudposse.com/components/library/aws/runs-on) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A robust, production-tested Terraform component for deploying and autoscaling self-hosted GitHub Actions runners inside AWS. Integrates with AWS ECS, EKS, or EC2 to provide secure, ephemeral, and cost-effective pipeline execution environments.
-## Public Cloud Infrastructure
-
-### AWS Ecosystem
-
-#### DevOps Foundations
-
-  - **(2020)** [AWS DevOps](https://aws.amazon.com/devops) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Main AWS portal summarizing continuous integration, deployment, and management tools.
-Live Grounding: Features structural overviews of AWS CodePipeline, CodeBuild, and CodeDeploy, illustrating patterns for cloud-native delivery inside AWS.
-## Security
-
-### DevSecOps
-
-#### Product Analysis
-
-  - **(2022)** [computing.co.uk: CloudBees gets busy with security, visibility and control as DevOps evolves](https://www.computing.co.uk/news/4020521/cloudbees-busy-security-visibility-control-devops-evolves) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Examines updates to CloudBees' enterprise pipeline offerings, emphasizing the convergence of developer visibility and compliance control gates. Addresses challenges in executing secure enterprise DevOps workflows at scale.
-## Software Delivery
-
-### CICD Foundations
-
-#### Trunk-Based Development
-
-  - **(2019)** [Purposeful Commits](https://chrisarcand.com/purposeful-commits) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Explores the cultural developer hygiene of crafting clear, logical git commits. Live Grounding: Details how concise commit histories simplify pipeline automated testing, automated changelogs, and fast deployment troubleshooting. Essential software craft guidance.
 
 ---
-💡 **Explore Related:** [Project Management Methodology](./project-management-methodology.md) | [Scaffolding](./scaffolding.md) | [Chaos Engineering](./chaos-engineering.md)
+💡 **Explore Related:** [Developerportals](./developerportals.md) | [Sre](./sre.md) | [Scaffolding](./scaffolding.md)
 
diff --git a/v2-docs/devsecops.md b/v2-docs/devsecops.md
index 32f72d39..8ecab06b 100644
--- a/v2-docs/devsecops.md
+++ b/v2-docs/devsecops.md
@@ -152,7 +152,6 @@
   - **(2021)** [opensource.com: Sign and verify container images with this open source tool (sigstore)](https://opensource.com/article/21/12/sigstore-container-images) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explains how developers can use Sigstore's Cosign integration to guarantee image authenticity. Highlights structural differences between classic PGP setups and the identity-driven ledger approach utilized by modern DevSecOps frameworks.
 #### Security Tooling (1)
 
-  - **(2021)** [**cloud.redhat.com: Top Open Source Kubernetes Security Tools of 2021 🌟🌟**](https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A strategic overview of outstanding open-source Kubernetes protection mechanisms. Summarizes and contrasts the deployment use-cases for prominent systems focused on static verification, policy governance, and kernel monitoring.
   - **(2020)** [techbeacon.com: 17 open-source container security tools 🌟](https://techbeacon.com/security/17-open-source-container-security-tools) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A curated directory cataloging seventeen critical open-source security technologies. Details structural features and comparison parameters across image scanners, policy-engine enforcement options, and runtime observation technologies.
   - **(2021)** [itnext.io: Top 6 Threat Detection Tools for Containers](https://itnext.io/top-6-threat-detection-tools-for-containers-3dd80b77777e) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Compares six container risk detection technologies. Contrasts passive image checking with complex system-call interception models (e.g., Falco), showing engineers how to balance performance overhead against real-time protection.
 ### Vulnerability Management
@@ -228,6 +227,9 @@
 #### Kubernetes Deployment
 
   - **(2021)** [containerjournal.com: Kubernetes Security in Your CI/CD Pipeline](https://cloudnativenow.com/features/kubernetes-security-in-your-ci-cd-pipeline) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Examines security best practices for embedding Kubernetes-focused vulnerability, manifest, and policy scanning within continuous deployment lifecycles. Discusses the transition from raw Docker registry checks to active policy enforcement during runtime transitions.
+#### Podman
+
+  - **(2021)** [Build trusted pipelines/Guards with Podman containers](https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Evaluates strategies for building rootless, secure continuous integration pipelines using Red Hat's Podman. Contrasts Podman's daemonless security with Docker's privileged execution models to prevent pipeline takeover attacks.
 #### Vulnerability Analysis
 
   - **(2022)** [==research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD pipelines==](https://research.nccgroup.com/2022/01/13/10-real-world-stories-of-how-weve-compromised-ci-cd-pipelines) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[CASE STUDY]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A critical compilation of real-world penetration testing engagements exposing severe vulnerabilities in automated deployment systems. Analyzes attack vectors such as runner compromise, untrusted workflow executions, and secret exposure, offering concrete architectural remediation steps for securing pipeline configurations.
@@ -303,6 +305,7 @@
   - **(2021)** [thenewstack.io: Infrastructure-as-Code: 6 Best Practices for Securing Applications 🌟](https://thenewstack.io/infrastructure-as-code-6-best-practices-for-securing-applications) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Presents six foundational guidelines for securing IaC templates before cloud deployments. Contrast: Curator Insight limits its scope to simple template linters, while Live Grounding confirms that evaluating IaC using declarative Policy-as-Code engines (like OPA) is the standard method to block configuration drift. Essential reference.
 #### Static Analysis (1)
 
+  - **(2026)** [**KubeLinter**](https://github.com/stackrox/kube-linter) <span class='md-tag md-tag--info'>⭐ 3450</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A static analysis tool that analyzes Kubernetes YAML manifests and Helm charts against best practices for security and production readiness. Checks for running as root, container security context settings, and missing resource limits.
   - **(2026)** [**github.com/yannh/kubeconform 🌟**](https://github.com/yannh/kubeconform) <span class='md-tag md-tag--info'>⭐ 3033</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly performant Kubernetes manifest validator written in Go, acting as a faster alternative to `kubeval`. Validates resource specifications against OpenAPI schemas, supporting custom resource definitions (CRDs) seamlessly in CI/CD environments.
   - **(2020)** [thenewstack.io: StackRox KubeLinter Brings Security Linting to Kubernetes](https://thenewstack.io/stackrox-kubelinter-brings-security-linting-to-kubernetes) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Introduces StackRox's KubeLinter tool, exploring its core capabilities to audit deployment manifests and Helm templates before operational execution. Details standard rule definitions and highlights strategies for developer integration.
   - **(2020)** [thenewstack.io: Security Insights into Infrastructure-as-Code](https://thenewstack.io/security-insights-into-infrastructure-as-code) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Details security challenges present in IaC files across Terraform, Ansible, and CloudFormation. Analyzes typical misconfiguration risks (such as public S3 buckets, open security groups) and demonstrates the value of automated programmatic verification.
@@ -432,11 +435,6 @@
   - **(2022)** [cisecurity.org: Where Does Zero Trust Begin and Why is it Important?](https://www.cisecurity.org/insights/blog/where-does-zero-trust-begin-and-why-is-it-important) 🌟🌟🌟 <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An architectural primer outlining the foundational structures of the Zero-Trust security paradigm. Discusses the fundamental shift from perimeter security to identity-oriented verification, detailing the practical integration of context-driven policy engines and micro-segmentation.
 ## Infrastructure as Code
 
-### Configuration Management
-
-#### Templating
-
-  - **(2025)** [Kapitan: Generic templated configuration management for Kubernetes, Terraform and other things](https://kapitan.dev) <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> — A powerful configuration generator for Kubernetes and cloud platforms. Includes native cryptographic secrets handling (supporting GPG, KMS, Vault), allowing multi-environment configurations to remain secure in Git.
 ### Terraform
 
 #### Secrets Management (3)
@@ -456,11 +454,6 @@
 #### Prisma Cloud
 
   - **(2026)** [==Twistlock==](https://www.paloaltonetworks.com/prisma/cloud) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Palo Alto's comprehensive Cloud Native Security Platform (formerly Twistlock), combining CSPM, CWPP, and CI/CD security validation. Integrates vulnerability intelligence, compliance audits, and advanced container firewalls within single centralized administration consoles.
-### Compliance and Auditing
-
-#### Security Frameworks
-
-  - **(2022)** [**armosec.io: Kubernetes Security Compliance Frameworks 🌟**](https://www.armosec.io/blog/kubernetes-security-frameworks-and-guidance) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Provides a thorough breakdown of standard security compliance frameworks applicable to Kubernetes environments, including CIS Benchmarks, NSA-CISA hardening guides, and MITRE ATT&CK. Details key validation metrics and remediation methods required to audit clusters against these controls.
 ### Host Hardening
 
 #### SELinux
@@ -476,11 +469,6 @@
 #### Secrets Management (4)
 
   - **(2022)** [**kubewarden.io: Scanning secrets in environment variables**](https://www.kubewarden.io/blog/2022/10/env-var-secrets) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Demonstrates how to use Kubewarden admission policies to dynamically intercept and prevent container deployments containing plaintext secrets or API keys exposed in environment variables. Provides concrete policy writing paradigms using WebAssembly (Wasm) and Rego.
-### Kubernetes Fundamentals
-
-#### Security Concepts (1)
-
-  - **(2026)** [==kubernetes.io: Overview of Cloud Native Security==](https://kubernetes.io/docs/concepts/security) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The authoritative framework defining Kubernetes security architecture across the 'FourCs' Model: Cloud, Cluster, Container, and Code. Serves as the foundational blueprint for understanding attack vectors, defense-in-depth methodologies, and default-deny paradigms in orchestrating container workloads safely.
 ### Kubernetes Hardening
 
 #### Threat Landscape
@@ -548,9 +536,6 @@
 #### Cloud Security Posture
 
   - **(2016)** [==github.com/prowler-cloud/prowler 🌟🌟==](https://github.com/prowler-cloud/prowler) <span class='md-tag md-tag--info'>⭐ 13857</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Prowler is an industry-standard open-source tool for cloud security posture management (CSPM). Audits multi-cloud infrastructures against CIS benchmarks, GDPR, and PCI-DSS rules with detailed security logs.
-#### Host Hardening (1)
-
-  - **(2021)** [sysadminxpert.com: How to do Security Auditing of CentOS System Using Lynis Tool](https://sysadminxpert.com/how-to-do-security-auditing-of-centos-system-using-lynis-tool)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A detailed Linux auditing walkthrough using the Lynis tool to harden target environments. Provides granular shell instructions for reviewing user-space permissions, file integrity, and core system policies.
 ### Container Security (2)
 
 #### Base Image Optimization
@@ -609,6 +594,9 @@
 #### Pentesting
 
   - **(2020)** [forbes.com: DevOps Drives Pentesting Delivered As A Service](https://www.forbes.com/sites/chenxiwang/2020/06/17/devops-drives-pentesting-delivered-as-a-service) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[LEGACY]</span> — This Forbes article explores how continuous deployment velocities are driving the shift toward API-driven Pentesting-as-a-Service (PTaaS). It contrasts legacy annual audits with modern, on-demand security testing models natively embedded into developer pipelines.
+#### Product Analysis
+
+  - **(2022)** [computing.co.uk: CloudBees gets busy with security, visibility and control as DevOps evolves](https://www.computing.co.uk/news/4020521/cloudbees-busy-security-visibility-control-devops-evolves) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Examines updates to CloudBees' enterprise pipeline offerings, emphasizing the convergence of developer visibility and compliance control gates. Addresses challenges in executing secure enterprise DevOps workflows at scale.
 #### Secrets Detection
 
   - **(2022)** [GitHub security: what does it take to protect your company from credentials leaking on GitHub? 🌟](https://blog.gitguardian.com/github-security) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An in-depth corporate case study and operational guide detailing the systematic threats of credential leakage in public and private Git environments. It highlights risk mitigation frameworks, API scanner configurations, and team hygiene rules required to prevent credential sprawl.
@@ -852,5 +840,5 @@
   - **(2021)** [torq.io: 5 Security Automation Examples for Non-Developers](https://torq.io/blog/5-security-automation-examples-for-non-developers) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Provides five actionable automation playbooks for SecOps teams to streamline alert triage and response actions. Contrast: Curator Insight presents low-code solutions for non-developers, while Live Grounding shows that automating through structured JSON endpoints and centralized notification platforms is key to keeping MTTR minimal. Practical operational guide.
 
 ---
-💡 **Explore Related:** [Crossplane](./crossplane.md) | [Pulumi](./pulumi.md) | [Kubernetes Security](./kubernetes-security.md)
+💡 **Explore Related:** [Terraform](./terraform.md) | [Iac](./iac.md) | [Kubernetes Security](./kubernetes-security.md)
 
diff --git a/v2-docs/digitalocean.md b/v2-docs/digitalocean.md
deleted file mode 100644
index 4bd271a7..00000000
--- a/v2-docs/digitalocean.md
+++ /dev/null
@@ -1,25 +0,0 @@
-# Digitalocean
-
-!!! info "Architectural Context"
-    Detailed reference for Digitalocean in the context of Cloud Providers (Hyperscalers).
-
-## Cloud Infrastructure
-
-### GPU Compute
-
-#### Model Deployment
-
-  - **(2025)** [How to run Deepseek R1 LLMs on GPU Droplets](https://www.digitalocean.com/community/tutorials/deepseek-r1-gpu-droplets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Tactical walkthrough showing how to provision DigitalOcean GPU Droplets to serve DeepSeek-R1. Configures vLLM runtimes, registers systemd units, and establishes benchmarking paradigms to maximize inference performance on cost-effective infrastructure.
-## Networking
-
-### Web Servers
-
-#### Nginx
-
-##### Configuration Generators
-
-  - **(2025)** [==NGINXConfig==](https://www.digitalocean.com/community/tools/nginx) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — DigitalOcean's visual configuration tool for Nginx. It generates highly secure, production-tested server blocks tailored for modern features like HTTP/2, custom security headers, SSL/TLS optimizations via Let's Encrypt, and Gzip compression.
-
----
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
-
diff --git a/v2-docs/docker.md b/v2-docs/docker.md
index 3b73aae3..c7dc2ae8 100644
--- a/v2-docs/docker.md
+++ b/v2-docs/docker.md
@@ -3,14 +3,6 @@
 !!! info "Architectural Context"
     Detailed reference for Docker in the context of The Container Stack.
 
-## Cloud Native AI
-
-### Big Data Orchestration
-
-#### Spark on Kubernetes
-
-  - **(2021)** [datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available](https://www.datamechanics.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Platform news highlighting Apache Spark 3.1 generally available support for native Kubernetes.
-Live Grounding: Covers the native scheduling capabilities, decommissioning behaviors, and executor tracking improvements that made Kubernetes a first-class citizen for Spark.
 ## Cloud Native Security
 
 ### Supply Chain Security
@@ -18,21 +10,7 @@ Live Grounding: Covers the native scheduling capabilities, decommissioning behav
 #### Container Vulnerabilities
 
   - **(2020)** [thehackernews.com: Docker Images Containing Cryptojacking Malware Distributed via Docker Hub](https://thehackernews.com/2020/06/cryptocurrency-docker-image.html) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An analytical threat dispatch chronicling how malicious actors injected cryptojacking malware directly into public Docker Hub registries. Highlights the catastrophic operational implications of lack of supply-chain validation processes in modern registries.
-## Container Infrastructure
-
-### Management Interfaces
-
-#### GUI Consoles
-
-  - **(2026)** [**Portainer 🌟**](https://www.portainer.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A robust administrative dashboard that simplifies the visual management of Docker Swarm, Kubernetes, and local container environments. Ideal for dev teams seeking centralized configuration oversight without heavy command-line overhead.
-## Development Tools
-
-### Local Kubernetes Environments
-
-#### Guides and Workflows
-
-  - **(2021)** [itnext.io: Software development in containers — a cookbook 🌟🌟🌟](https://itnext.io/software-development-in-containers-a-cookbook-2ba14d07e535) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A detailed technical guide explaining how to design local workflows with container environments. Demonstrates setup strategies for hot reloading, direct container mounts, network port forwards, and dev-to-prod pipeline parity.
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md)
+💡 **Explore Related:** [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Kubectl Commands](./kubectl-commands.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/dotnet.md b/v2-docs/dotnet.md
index bb7aaf35..7231a88b 100644
--- a/v2-docs/dotnet.md
+++ b/v2-docs/dotnet.md
@@ -12,5 +12,5 @@
   - **(2025)** [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Step-by-step instruction illustrating how to inject specialized .NET SDK contexts and compilation knowledge bases into autonomous coding agents to optimize C# generation pipelines.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [Golang](./golang.md)
+💡 **Explore Related:** [Javascript](./javascript.md) | [Python](./python.md) | [Golang](./golang.md)
 
diff --git a/v2-docs/elearning.md b/v2-docs/elearning.md
index 80ac9caa..17a3907e 100644
--- a/v2-docs/elearning.md
+++ b/v2-docs/elearning.md
@@ -29,11 +29,6 @@
 #### Platforms (1)
 
   - **(2024)** [GCF LearnFree.org](https://www.learnfree.org/en) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A fundamental learning portal designed for absolute beginners to build basic digital literacy and standard productivity skills. Sits outside core cloud-native engineering pathways.
-### Infrastructure Automation
-
-#### Tutorials
-
-  - **(2025)** [learnitguide.net 🌟](https://www.learnitguide.net) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A systematic, text-based documentation portal offering modular training on enterprise Linux administration, automation, bash script configurations, and core networking blueprints.
 ### Interactive Learning
 
 #### Platforms (2)
@@ -45,6 +40,9 @@
 #### Linux Foundation
 
   - **(2026)** [==The Linux Foundation Training==](https://training.linuxfoundation.org/resources) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The definitive technical source of cloud-native certifications (CKA, CKAD, CKS). It offers formal enterprise training pathways aligned directly with Cloud Native Computing Foundation (CNCF) blueprints.
+#### Networking
+
+  - **(2026)** [ine.com](https://ine.com) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An advanced IT, cybersecurity, and cloud-networking training suite. Provides massive, production-grade lab simulations targeting Cisco, cloud infrastructure, and penetration testing paths.
 #### Opinion Pieces
 
   - **(2022)** [homebusinessmag.com: Certificates Alone Won’t Get You Hired, You Need Certifications “Plus”!](https://homebusinessmag.com/businesses/success-tips/certificates-alone-wont-get-hired-need-certifications-plus) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An industry blog post analyzing certification pathways from a business-impact standpoint, explaining why credentials must be paired with hands-on systems architecture portfolios.
@@ -66,12 +64,17 @@
 #### Bootcamps
 
   - **(2024)** [open-bootcamp.com](http://open-bootcamp.com) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Formerly a free, Spanish-language software developer bootcamp offering continuous programming learning. Grounding tracks show the platform has shifted focus and remains mostly inactive. [SPANISH CONTENT]
-#### Tutorials (1)
+#### Tutorials
 
   - **(2024)** [riptutorial.com 🌟](https://riptutorial.com) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An invaluable, community-driven aggregation of technical tutorials constructed by parsing Stack Overflow documentation. Offers exhaustive syntax and API code patterns.
   - **(2024)** [vogella.com](http://www.vogella.com/tutorials) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A comprehensive source of systematic software development tutorials covering Java engineering, Eclipse integration, Git architecture, and Android paradigms. Highly valued for raw syntax and framework details.
 ## Platform Engineering
 
+### Cloud-Native
+
+#### Education (1)
+
+  - **(2026)** [**Techworld with Nana: Learn DevOps topics easily**](https://www.techworld-with-nana.com) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The premier high-density visual learning academy for modern DevOps engineering. Features highly structured training tracks on Docker, Kubernetes, CI/CD, GitOps, and cloud-native monitoring systems.
 ### Container Orchestration
 
 #### Kubernetes
@@ -80,12 +83,12 @@
 #### OpenShift
 
   - **(2021)** [tutorialspoint.com/openshift](https://www.tutorialspoint.com/openshift/index.htm) 🌟 <span class='md-tag md-tag--secondary'>[GUIDE]</span> <span class='md-tag md-tag--info'>[LEGACY]</span> — A structured, introductory tutorial covering Red Hat OpenShift cluster components, deployment mechanisms, and basic developer workflows. Best as a baseline primer for legacy container modernization projects.
-### Infrastructure Automation (1)
+### Infrastructure Automation
 
 #### Real-world Labs
 
   - **(2025)** [**techiescamp/devops-projects:Real-World DevOps Projects For Learning**](https://github.com/techiescamp/devops-projects) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A curated GitHub repository containing end-to-end real-world DevOps projects. Implements standard infrastructure-as-code deployments, multi-tier CI/CD pipelines, and structured orchestration designs.
 
 ---
-💡 **Explore Related:** [Recruitment](./recruitment.md) | [Freelancing](./freelancing.md) | [Finops](./finops.md)
+💡 **Explore Related:** [Finops](./finops.md) | [Interview Questions](./interview-questions.md) | [Recruitment](./recruitment.md)
 
diff --git a/v2-docs/faq.md b/v2-docs/faq.md
index 4101f19f..8561995d 100644
--- a/v2-docs/faq.md
+++ b/v2-docs/faq.md
@@ -53,6 +53,11 @@
   - **(2021)** [acloudguru.com: What is lift and shift cloud migration?](https://www.pluralsight.com/resources/blog/business-and-leadership/what-is-lift-and-shift-cloud-migration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A foundational architectural guide exploring the mechanics, trade-offs, and risk profiles associated with the 'lift-and-shift' (rehosting) cloud migration strategy. It contrasts direct VM migration with cloud-native re-architecting, detailing scenarios where rehosting provides immediate financial or timeline relief. The synthesis warns of the potential long-term operational overhead without subsequent modernization.
 ## Enterprise Strategy
 
+### Container Adoption
+
+#### Best Practices
+
+  - **(2023)** [**contino.io: How to Make Enterprise Container Strategies That Last (Part One) 🌟**](https://www.contino.io/insights/how-to-make-enterprise-container-strategies-that-last-part-one) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: Provides high-level strategic guidance for enterprise leaders looking to build sustainable containerization and orchestration architectures. Live Grounding: Covers people, process, and security paradigms, helping organizations align technological adoption with reliable cloud-native governance structures.
 ### Talent Acquisition
 
 #### Skills Matrix
@@ -74,5 +79,5 @@
   - **(2020)** [**developers.redhat.com: Why Kubernetes native instead of cloud native? 🌟**](https://developers.redhat.com/blog/2020/04/08/why-kubernetes-native-instead-of-cloud-native) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: Highlights the distinction between applications run on cloud infrastructure and systems designed specifically to leverage native Kubernetes operators and structures. Live Grounding: Analyzes how API extensions, CRDs, and native configuration constructs improve resilience, efficiency, and resource utilization.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/finops.md b/v2-docs/finops.md
index 58193156..0b0c33b6 100644
--- a/v2-docs/finops.md
+++ b/v2-docs/finops.md
@@ -10,19 +10,10 @@
 #### Automated Scaling
 
   - **(2026)** [CAST AI](https://cast.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Enterprise-grade automated container management and FinOps scaling engine. Performs real-time node selection, spot instance provisioning, and cluster rightsizing dynamically without degrading active microservice performance.
-## Cloud Providers
+#### Cost Optimization
 
-### AWS EKS
-
-#### FinOps (1)
-
-  - **(2022)** [aws.amazon.com: Understanding and Cost Optimizing Amazon EKS Control Plane Logs](https://aws.amazon.com/blogs/containers/understanding-and-cost-optimizing-amazon-eks-control-plane-logs) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analyzes CloudWatch logging costs generated by EKS API server audit logs, offering practical strategies to filter and optimize them. It details how to use Logstash, FluentBit, or CloudWatch filter patterns to eliminate verbose, low-value telemetry. Crucial for enterprise platform administrators looking to cut hidden SaaS expenses.
-## Cluster Operations
-
-### Cost Optimization
-
-  - **(2023)** [infoworld.com: Kubernetes cost management for the real world](https://www.infoworld.com/article/2338428/kubernetes-cost-management-for-the-real-world.html) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explores pragmatic methodologies for managing and forecasting costs inside Kubernetes. Contrasts standard manual scaling limits with automated tools like Kubecost and OpenCost, providing architecture guidelines for resource allocation optimization.
+  - **(2025)** [Learn to Manage Investments and Cost Efficiency of Azure and AI Workloads](https://techcommunity.microsoft.com/blog/finopsblog/learn-to-manage-investments-and-cost-efficiency-of-azure-and-ai-workloads/4396862)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Comprehensive guide for managing cloud-spend on Azure AI infrastructure. Covers architectural frameworks for optimizing large GPU node pools, tracking LLM API consumption patterns, and integrating FinOps principles into AI platform teams.
 
 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Freelancing](./freelancing.md)
+💡 **Explore Related:** [Elearning](./elearning.md) | [Interview Questions](./interview-questions.md) | [Recruitment](./recruitment.md)
 
diff --git a/v2-docs/freelancing.md b/v2-docs/freelancing.md
index 85a48d1f..3a569b9c 100644
--- a/v2-docs/freelancing.md
+++ b/v2-docs/freelancing.md
@@ -113,5 +113,5 @@
   - **(2018)** [¿Informático explotado en una consultora? Las webs para ‘freelances’ te salvarán la vida](https://www.elconfidencial.com/tecnologia/2018-05-12/informatico-freelance-carnica-freelancer-yeeply_1562518) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Un reportaje de El Confidencial que examina la transición de los profesionales de TI en España desde las consultoras tradicionales ("cárnicas") hacia el trabajo autónomo. Evalúa plataformas de intermediación y detalla las ventajas operativas y financieras de este modelo profesional. [SPANISH CONTENT]
 
 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Finops](./finops.md)
+💡 **Explore Related:** [Finops](./finops.md) | [Elearning](./elearning.md) | [Interview Questions](./interview-questions.md)
 
diff --git a/v2-docs/git.md b/v2-docs/git.md
index ee9532de..fc0d603e 100644
--- a/v2-docs/git.md
+++ b/v2-docs/git.md
@@ -14,9 +14,6 @@
 
 ### Kubernetes Operators
 
-#### CI-CD Auto-Scaling
-
-  - **(2026)** [==github.com/actions/actions-runner-controller 🌟==](https://github.com/actions/actions-runner-controller) <span class='md-tag md-tag--info'>⭐ 6260</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An official Kubernetes operator designed to manage self-hosted runner infrastructure dynamically. Integrates natively with Kubernetes HPA metrics to automatically scale runner pods based on job queues.
 #### GitLab Orchestration
 
   - **(2021)** [about.gitlab.com: How to install and use the GitLab Kubernetes Operator (on OCP)](https://about.gitlab.com/blog/2021/11/16/gko-on-ocp) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An official deployment architecture guide showing how to implement the GitLab Kubernetes Operator on Red Hat OpenShift Container Platform (OCP). Provides configuration details for persistent volumes, container security contexts, and runners to ensure stable multi-tenant operations.
@@ -80,9 +77,6 @@
 #### Platform Optimization
 
   - **(2022)** [**infoq.com: GitHub Codespaces Can Now Be Templated to Improve Performance**](https://www.infoq.com/news/2022/02/github-codespaces-templates) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — This technical news article details the introduction of Codespaces templates, designed to optimize boot times and environment reproducibility. By pre-building dependencies and container configurations, developers can spin up fully realized environments almost instantaneously. This performance optimization is critical for scaling enterprise-grade remote development initiatives while controlling execution costs.
-#### Visual Studio Integrations
-
-  - **(2026)** [==GitHub Codespaces==](https://github.com/features/codespaces) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — GitHub Codespaces delivers cloud-hosted, highly configurable development environments running directly inside Visual Studio Code or browser instances. By leveraging declarative configuration (devcontainer.json), platform teams can eliminate the standard 'works on my machine' problem and onboard developers in seconds. It represents a paradigm shift in software engineering productivity, replacing heavy local setups with scalable, secure cloud-native workstations.
 #### Web IDEs
 
   - **(2021)** [dev.to: 10 Fun Things You Can Do With GitHub.dev 😎](https://dev.to/lostintangent/10-awesome-things-you-can-do-with-github-dev-5fm7) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — This guide details 10 highly useful features of github.dev, the web-based, zero-install IDE that opens immediately when pressing '.' inside any GitHub repository. It explores editing workflows, extensions compatibility, and visual commits directly on the web. It serves as an excellent operational guide for quick reviews and documentation modifications without spinning up local environments.
@@ -104,6 +98,7 @@
 #### Documentation Engines
 
   - **(2020)** [github.blog: How we launched docs.github.com](https://github.blog/engineering/how-we-launched-docs-github-com) <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> — An in-depth engineering case study describing GitHub's architectural migration of its developer documentation site to a modern, Markdown-driven, node.js platform. It details how the engineering team optimized rendering performance, designed internationalization frameworks, and maintained strict availability under massive traffic. This serves as a vital blueprint for any team building developer portal documentation platforms at hyper-scale.
+  - **(2021)** [What is a GitHub Wiki and How Do You Use it?](https://www.freecodecamp.org/news/what-is-github-wiki-and-how-do-you-use-it) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — This practical guide breaks down the structure and utility of GitHub Wikis for software project documentation. It walks through syntax formatting, sidebar architecture, and collaborative editing patterns. While modern enterprise teams often prefer Docs-as-Code paradigms built with tools like MkDocs or Docusaurus, GitHub Wikis still serve as a quick, low-overhead option for repository-centric developer documentation.
 #### Enterprise Code Auditing
 
   - **(2022)** [infoworld.com: GitHub introduces code review controls 🌟](https://www.infoworld.com/article/2270808/github-introduces-code-review-controls.html) 🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — This InfoWorld article highlights GitHub's enhancement of its governance capabilities through advanced code review controls, ensuring compliance policies can be enforced programmatically. By restricting who can approve pull requests and ensuring checks pass, organizations can automate their security and governance criteria. For enterprises running in regulated environments, these platform constraints are critical to maintaining audit trails.
@@ -120,6 +115,9 @@
 #### Multi-Repository Management
 
   - **(2021)** [**blog.gruntwork.io: Introducing git-xargs: an open source tool to update multiple GitHub repos**](https://www.gruntwork.io/blog/introducing-git-xargs-an-open-source-tool-to-update-multiple-github-repos) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Gruntwork introduces git-xargs, a powerful open-source command-line tool designed to perform bulk edits across multiple GitHub repositories concurrently using scripts or CLI commands. It automates the tedious task of branching, committing, pushing, and opening pull requests across dozens of repositories. For platform engineering teams managing microservice fleets, this utility dramatically reduces the overhead of updating shared configurations.
+#### Open Source Education
+
+  - **(2022)** [GitHub for Beginners: Getting Started with OSS Contributions](https://github.blog/developer-skills/github/github-for-beginners-getting-started-with-oss-contributions) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An official GitHub onboarding guide tailored for software engineers looking to initiate their contributions to Open Source Software (OSS) projects. It teaches how to fork repositories, configure branches, submit pull requests, and write structured issues. Understanding these fundamentals is crucial for developers seeking to participate in the global cloud-native ecosystem.
 #### Product Strategy
 
   - **(2026)** [==GitHub public roadmap 🌟==](https://github.com/github/roadmap) <span class='md-tag md-tag--info'>⭐ 8741</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The official interactive roadmap repository for upcoming features across GitHub's product suite (Copilot, Actions, Projects, Security). This public portal allows product managers and platform architects to anticipate feature deliveries and align internal DevOps transformations with upstream capabilities. In 2026, it remains a model of public transparency in platform software engineering.
@@ -236,6 +234,11 @@
 #### Runner Infrastructure
 
   - **(2021)** [github.blog: GitHub Actions: Ephemeral self-hosted runners & new webhooks for auto-scaling](https://github.blog/changelog/2021-09-20-github-actions-ephemeral-self-hosted-runners-new-webhooks-for-auto-scaling) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Product release introducing ephemeral self-hosted runners and targeted autoscale webhooks, allowing platform teams to build dynamic, secure single-use runner environments.
+### Cloud Security
+
+#### Identity Federation
+
+  - **(2024)** [mattias.engineer: Azure Federated Identity Credentials for GitHub](https://mattias.engineer/blog/2024/azure-federated-credentials-github) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An in-depth configuration guide explaining how to design passwordless integrations between GitHub Actions and Microsoft Azure using OpenID Connect (OIDC). Eliminates long-lived static API secrets in favor of short-lived federated credentials.
 ### DevSecOps
 
 #### Artifact Signing
@@ -261,6 +264,13 @@
 
   - **(2021)** [github.blog: Showing code scanning alerts on pull requests](https://github.blog/changelog/2021-09-27-showing-code-scanning-alerts-on-pull-requests) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Highlights the integration of code scanning alerts directly within the pull request conversation view, improving security feedback loops during peer reviews.
   - **(2020)** [analyticsindiamag.com: GitHub launches code scanner to flag security vulnerabilities](https://analyticsindiamag.com/github-launches-code-scanner-to-flag-security-vulnerabilities) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Summarizes the release of GitHub's native Advanced Security SAST tooling, focusing on the enterprise value of code-scanning pipelines powered by CodeQL rules.
+## Software Delivery
+
+### CICD Foundations
+
+#### Trunk-Based Development
+
+  - **(2019)** [Purposeful Commits](https://chrisarcand.com/purposeful-commits) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Explores the cultural developer hygiene of crafting clear, logical git commits. Live Grounding: Details how concise commit histories simplify pipeline automated testing, automated changelogs, and fast deployment troubleshooting. Essential software craft guidance.
 ## Software Delivery and Engineering
 
 ### Continuous Integration
@@ -289,7 +299,6 @@
   - **(2020)** [github.blog: Highlights from Git 2.28](https://github.blog/open-source/git/highlights-from-git-2-28)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Outlines major improvements and configuration adjustments introduced in the Git 2.28 engine release. It details the setup steps to define custom, globally synchronized initial branch naming standards (such as changing the default to `main`).
 #### Resources
 
-  - **(2024)** [==Awesome Git 🌟==](https://github.com/dictcp/awesome-git) <span class='md-tag md-tag--info'>⭐ 2858</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An extensive, community-curated list of tools, clients, extensions, and learning pathways for Git. This list serves as an ultimate reference directory for engineers looking to optimize repository workflows and build custom git hooks.
   - **(2018)** [codeburst.io: A Resource for all Things Git](https://codeburst.io/a-resource-for-all-things-git-b63d6626beca)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An extensive index of books, terminal extensions, interactive games, and developer platforms designed to train engineers on Git capabilities. This database is an excellent resource for platform builders organizing standard developer onboarding systems.
 #### Security (1)
 
@@ -489,17 +498,18 @@
     | [atlassian.com: Gitflow Workflow](https://www.atlassian.com/git/tutorials/comparing-workflows/gitflow-workflow) |  | Branching Strategies | English | 🌟🌟🌟🌟 |
     | [youtube: Git Flow Is A Bad Idea - Dave Farley](https://www.youtube.com/watch?v=_w6TwnLCFwA&ab_channel=ContinuousDelivery) |  | Branching Strategies | English | 🌟🌟🌟🌟 |
     | [trunkbaseddevelopment.com: Alternative Branching Models](https://trunkbaseddevelopment.com/alternative-branching-models) |  | Branching Strategies | English | 🌟🌟🌟🌟 |
+    | [Git-flow cheatsheet](https://danielkummer.github.io/git-flow-cheatsheet/index.html) |  | Branching Strategies | English | 🌟🌟🌟🌟 |
     | [paulhammant.com: What is Trunk-Based Development?](https://paulhammant.com/2013/04/05/what-is-trunk-based-development) |  | Branching Strategies | English | 🌟🌟🌟🌟 |
     | [gitkraken.com: GitFlow](https://support.gitkraken.com/git-workflows-and-extensions/git-flow) |  | Branching Strategies | English | 🌟🌟🌟 |
     | [freecodecamp.org: What is Trunk Based Development? A Different Approach to the Software Development Lifecycle](https://www.freecodecamp.org/news/what-is-trunk-based-development) |  | Branching Strategies | English | 🌟🌟🌟 |
     | [kean.github.io: Trunk-Based Development](https://kean.blog/post/trunk-based-development) |  | Branching Strategies | English | 🌟🌟🌟 |
-    | [team-coder.com: From Git Flow to Trunk Based Development](https://team-coder.com/from-git-flow-to-trunk-based-development) |  | Branching Strategies | English | 🌟🌟🌟 |
 
   - **(2017)** [==Trunk Based Development==](https://trunkbaseddevelopment.com) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The canonical reference site for Trunk-Based Development (TBD). It details the architectural practice where developers merge small, frequent updates to a core branch, resisting long-lived branches. This eliminates complex merge phases and forms the bedrock of modern continuous integration workflows.
   - **(2010)** [==Git Flow==](https://nvie.com/posts/a-successful-git-branching-model) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The original, widely adopted 2010 post by Vincent Driessen introducing the Git Flow branching model. While historically revolutionary for structured releases, modern consensus and the author's own 2020 update reflect that this model introduces excessive complexity for continuous delivery pipelines.
   - **(2021)** [**atlassian.com: Gitflow Workflow**](https://www.atlassian.com/git/tutorials/comparing-workflows/gitflow-workflow) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A highly-structured tutorial by Atlassian comparing Gitflow against alternative branching strategies. It offers clear operational blueprints and command examples, evaluating how the model coordinates scheduled release cycles while warning of its constraints in high-velocity CI/CD environments.
   - **(2021)** [**youtube: Git Flow Is A Bad Idea - Dave Farley**](https://www.youtube.com/watch?v=_w6TwnLCFwA&ab_channel=ContinuousDelivery) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A high-impact video by continuous delivery expert Dave Farley arguing why Git Flow acts as an anti-pattern for modern software delivery. He contrasts multi-branch isolation with the rapid feedback, safety, and velocity realized via strict trunk-based architectures.
   - **(2017)** [**trunkbaseddevelopment.com: Alternative Branching Models**](https://trunkbaseddevelopment.com/alternative-branching-models) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A sub-section of the core trunk-based reference site that breaks down alternative branching topologies (GitHub Flow, GitLab Flow, GitFlow). It provides a deep structural comparison highlighting the strengths and bottlenecks of each approach in continuous production.
+  - **(2013)** [**Git-flow cheatsheet**](https://danielkummer.github.io/git-flow-cheatsheet/index.html) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly interactive and multilingual cheat sheet illustrating the lifecycle of branches in Vincent Driessen's GitFlow model. This reference acts as an indispensable, quick-lookup guide for understanding CLI commands for features, releases, and hotfixes.
   - **(2013)** [**paulhammant.com: What is Trunk-Based Development?**](https://paulhammant.com/2013/04/05/what-is-trunk-based-development) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A foundational historical article by Paul Hammant outlining the core mechanics and philosophy of Trunk-Based Development. It serves as an early conceptual introduction, explaining how avoiding long-lived branch models accelerates deployment velocity and prevents merge hell in large engineering teams.
   - **(2022)** [gitkraken.com: GitFlow](https://support.gitkraken.com/git-workflows-and-extensions/git-flow) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical UI-centric guide demonstrating GitFlow execution inside the GitKraken desktop client. It simplifies branch creation, merging, and visual release management, offering a low-friction approach for teams bound to multi-branch deployment workflows.
   - **(2021)** [freecodecamp.org: What is Trunk Based Development? A Different Approach to the Software Development Lifecycle](https://www.freecodecamp.org/news/what-is-trunk-based-development) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A clear, educational introduction to the concepts of Trunk-Based Development under a modern software delivery lifecycle. It explains the core benefits of rapid codebase integration and how it directly pairs with robust automated CI/CD practices.
@@ -578,6 +588,7 @@
 ??? abstract "Architect's Technical Comparison Table"
     | Solution | Maturity | Primary Focus | Language | Stars |
     | :--- | :--- | :--- | :--- | :--- |
+    | [atlassian.com: Git cheat sheet](https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet) |  | Git Operations | English | 🌟🌟🌟🌟 |
     | [cloudbees.com: Git Reset Clearly Explained: How to Undo Your Changes 🌟](https://www.cloudbees.com/blog/git-reset-undo-changes) |  | Git Operations | English | 🌟🌟🌟🌟 |
     | [freecodecamp.org: Git Undo Merge – How to Revert the Last Merge Commit in Git](https://www.freecodecamp.org/news/git-undo-merge-how-to-revert-the-last-merge-commit-in-git) |  | Git Operations | English | 🌟🌟🌟🌟 |
     | [opensource.com: My guide to using the Git push command safely](https://opensource.com/article/22/4/git-push) |  | Git Operations | English | 🌟🌟🌟 |
@@ -588,6 +599,7 @@
     | [about.gitlab.com: The new Git default branch name](https://about.gitlab.com/blog/2021/03/10/new-git-default-branch-name) |  | Git Operations | English | 🌟🌟🌟 |
     | [Removing the last commit](https://gist.github.com/CrookedNumber/8964442) |  | Git Operations | English | 🌟🌟🌟 |
 
+  - **(2021)** [**atlassian.com: Git cheat sheet**](https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A comprehensive and beautifully formatted PDF and web-based Git command reference guide from Atlassian. Covers essential command categories including repository creation, local staging, history review, branch management, and remote synchronization.
   - **(2021)** [**cloudbees.com: Git Reset Clearly Explained: How to Undo Your Changes 🌟**](https://www.cloudbees.com/blog/git-reset-undo-changes) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Demystifies the core differences between '--soft', '--mixed', and '--hard' reset operations in Git. By mapping how resets affect the HEAD pointer, the index, and the working directory, this guide provides solid strategies for safe rollback of local changes.
   - **(2021)** [**freecodecamp.org: Git Undo Merge – How to Revert the Last Merge Commit in Git**](https://www.freecodecamp.org/news/git-undo-merge-how-to-revert-the-last-merge-commit-in-git) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Detailed, structural exploration on undoing completed branch mergers using 'git revert' with parent pointer options ('-m'). Discusses the architectural implications of reverting merges and how it shapes subsequent branch integration.
   - **(2022)** [opensource.com: My guide to using the Git push command safely](https://opensource.com/article/22/4/git-push) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Comprehensive manual covering safe patterns of pushing code, focusing on options like '--force-with-lease' versus '--force'. Provides patterns to protect upstream tracking states from destructive history alterations by other team members.
@@ -694,5 +706,5 @@
   - **(2022)** [dev.to: How to Use Git Stash Command](https://dev.to/mwafrika/how-to-use-git-stash-command-22bk) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Quick operational guide focusing on practical everyday Git stash operations. Outlines how to isolate unstaged changes quickly without committing incomplete features, ideal for immediate reference during high-frequency development cycles.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Introduction](./introduction.md) | [Kubernetes Tools](./kubernetes-tools.md)
 
diff --git a/v2-docs/gitops.md b/v2-docs/gitops.md
index 317f4fb6..b0b330bd 100644
--- a/v2-docs/gitops.md
+++ b/v2-docs/gitops.md
@@ -3,29 +3,33 @@
 !!! info "Architectural Context"
     Detailed reference for Gitops in the context of Engineering Pipeline.
 
-## Cloud Infrastructure
+## Application Delivery
 
-### Kubernetes Distributions
+### Helm
 
-#### Bare-Metal and Edge
+#### Alternative Engines
 
-  - **(2026)** [**Charmed Kubernetes**](https://ubuntu.com/kubernetes/charmed-k8s) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Canonical's model-driven Kubernetes distribution designed for bare-metal, private, and multi-cloud environments. Leverages Ubuntu's automated Juju framework to manage complex cluster lifecycles, upgrades, security scanning, and seamless hypervisor scaling.
-## GitOps
+  - **(2025)** [**Nelm: A Helm Alternative for Kubernetes Deployments**](https://github.com/werf/nelm) <span class='md-tag md-tag--info'>⭐ 1072</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An innovative deployment engine integrated within the Werf workflow that functions as an alternative to native Helm release tracking. It resolves Helm's tracking limitations by ensuring strict live cluster validation and resource health monitoring.
+### Infrastructure as Code
 
-### Hybrid Cloud Platforms
+#### Terraform Components
 
-#### Azure Arc Integration
-
-  - **(2021)** [Kubernetes GitOps with Azure Arc and Charmed Kubernetes](https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A technical guide illustrating the integration of Charmed Kubernetes with Azure Arc to orchestrate hybrid-cloud resources. Demonstrates how GitOps configurations are pushed dynamically across decentralized architectures using unified portal controls.
+  - **(2024)** [AWS EKS Argo CD Terraform Component](https://github.com/cloudposse-terraform-components/aws-eks-argocd) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Live Grounding: Standardizes complex security configuration flags, integrates smoothly with AWS IAM roles for service accounts (IRSA), and provisions preconfigured Helm-based releases.
 ## Infrastructure
 
-### GitOps (1)
+### GitOps
 
 #### Cluster Provisioning
 
-  - **(2020)** [WKSctl - A New OSS Kubernetes Manager using GitOps](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Historical reference covering the announcement of WKSctl as an open-source GitOps-centric cluster bootstrapper. Note: The URL appears to have defaulted to an external registration portal and should be treated with caution.
-  - **(2020)** [WKSctl: a Tool for Kubernetes Cluster Management Using GitOps](https://www.infoq.com/news/2020/02/wksctl-kubernetes-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An InfoQ editorial piece analyzing the operational design of WKSctl. Explores how declarative machine and cluster definitions allowed users to bootstrap and reconcile nodes over SSH using Git as the source of truth.
+  - **(2022)** [Weave Kubernetes System Control - wksctl](https://github.com/weaveworks/wksctl) <span class='md-tag md-tag--info'>⭐ 389</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — An early GitOps-driven Kubernetes cluster manager from Weaveworks that provisioned clusters from a declared state stored in git. Following Weaveworks' operational shutdown, this project is considered legacy but remains highly influential in GitOps control-loop architecture history.
+## Networking
+
+### Container Network Interface
+
+#### CNI Plugins
+
+  - **(2024)** [github: Weave Net - Weaving Containers into Applications](https://github.com/weaveworks/weave) <span class='md-tag md-tag--info'>⭐ 6613</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--info'>[LEGACY]</span> — Weave Net is a resilient container CNI designed to create peer-to-peer overlay networks without external databases or configurations. The project was officially archived by Weaveworks in 2024, prompting teams to migrate to more modern CNI plugins like Cilium and Calico.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Argo](./argo.md)
+💡 **Explore Related:** [Cicd](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Jenkins](./jenkins.md)
 
diff --git a/v2-docs/golang.md b/v2-docs/golang.md
index 272697d8..ac176bdc 100644
--- a/v2-docs/golang.md
+++ b/v2-docs/golang.md
@@ -187,7 +187,7 @@
   - **(2024)** [**create-go-app/cli**](https://github.com/create-go-app/cli) <span class='md-tag md-tag--info'>⭐ 2761</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight introduces this CLI to construct boilerplate-free backend, frontend, and web applications in Go. Live Grounding shows its capability to pre-configure deployment assets like Dockerfiles and Kubernetes manifests to quicken development cycles.
 #### Reference Docs
 
-  - **(2023)** [**github.com: golang-cheat-sheet**](https://github.com/a8m/golang-cheat-sheet) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Duplicate reference of the high-density Go cheat-sheet database. It provides programmatic access to Go fundamentals, standard functions, and syntax paradigms to streamline engineering workflows.
+  - **(2021)** [devhints.io/go: Go cheatsheet](https://devhints.io/go) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight highlights a concise, single-page reference sheet covering Go syntax, control flow, channels, and basic standard library interfaces. Live Grounding confirms this is a widely-used cheatsheet for quick syntax lookups during day-to-day coding. It is optimized for speed and readability.
 #### Version Managers
 
   - **(2025)** [gobrew 🌟](https://github.com/kevincobain2000/gobrew) <span class='md-tag md-tag--info'>⭐ 421</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight highlights Gobrew as an elegant and fast Go version manager that downloads and switches active toolchains easily. Live Grounding notes its speed and simplicity, making it a competitive alternative to gvm and asdf for dedicated Go development.
@@ -210,13 +210,6 @@
 #### Go Libraries (2)
 
   - **(2021)** [dsa0x/sicher](https://github.com/dsa0x/sicher) <span class='md-tag md-tag--info'>⭐ 31</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight showcases Sicher as a lightweight tool for managing environment variables and secrets securely within Go applications. Live Grounding indicates low community activity and lack of recent updates, which makes it less suitable for production compared to established secure runtimes.
-## Software Engineering
-
-### NodeJS
-
-#### Best Practices
-
-  - **(2025)** [==NodeJS Best Practices (Spanish Translation)==](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) <span class='md-tag md-tag--info'>⭐ 105273</span> <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Curator Insight hosts the comprehensive Spanish translation of the premier Node.js architecture and security handbook. Live Grounding validates its immense utility as an industry-standard guide covering testing, error handling, and production safety. [SPANISH CONTENT]
 ## Utilities
 
 ### Go Tools (1)
@@ -226,5 +219,5 @@
   - **(2021)** [rehacktive/caffeine](https://github.com/rehacktive/caffeine) <span class='md-tag md-tag--info'>⭐ 1175</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight shows Caffeine as a simple Go command-line tool designed to prevent system sleep cycles. Live Grounding shows stable but quiet activity, functioning perfectly as an OS-level utility.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [Visual Studio](./visual-studio.md)
+💡 **Explore Related:** [Dotnet](./dotnet.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
diff --git a/v2-docs/grafana.md b/v2-docs/grafana.md
new file mode 100644
index 00000000..8cf883f3
--- /dev/null
+++ b/v2-docs/grafana.md
@@ -0,0 +1,16 @@
+# Grafana
+
+!!! info "Architectural Context"
+    Detailed reference for Grafana in the context of Architectural Foundations.
+
+## Platform Engineering
+
+### CI-CD Security
+
+#### Azure DevOps
+
+  - **(2023)** [Securing Azure DevOps When Using Private Repositories](https://www.linkedin.com/top-content/?trk=article_not_found) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analyses secure integration patterns for private Azure DevOps environments. Offers standard reference controls for isolating source code hosting, managing external worker access, and mitigating common misconfiguration patterns across self-hosted agent pools.
+
+---
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
+
diff --git a/v2-docs/helm.md b/v2-docs/helm.md
index 86687b20..7ae95c5d 100644
--- a/v2-docs/helm.md
+++ b/v2-docs/helm.md
@@ -7,9 +7,6 @@
 
 ### Helm (1)
 
-#### Alternative Engines
-
-  - **(2025)** [**Nelm: A Helm Alternative for Kubernetes Deployments**](https://github.com/werf/nelm) <span class='md-tag md-tag--info'>⭐ 1072</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An innovative deployment engine integrated within the Werf workflow that functions as an alternative to native Helm release tracking. It resolves Helm's tracking limitations by ensuring strict live cluster validation and resource health monitoring.
 #### Developer Experience
 
   - **(2021)** [opensource.com: What Kubernetes taught me about development](https://opensource.com/article/21/12/kubernetes-developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A retrospective engineering article summarizing lessons learned from building and deploying microservices on Kubernetes. It highlights the paradigm shift of treating infrastructure-as-code and configuration as vital parts of the software lifecycle.
@@ -207,5 +204,5 @@
   - **(2025)** [github.com/projectsveltos: sveltosctl](https://github.com/projectsveltos/sveltosctl#display-outcome-of-clusterprofiles-in-dryrun-mode) <span class='md-tag md-tag--info'>⭐ 36</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — sveltosctl provides command-line control over Project Sveltos. It excels at dry-run validations of ClusterProfiles, ensuring declarative configurations are verified prior to production propagation.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/iac.md b/v2-docs/iac.md
index e774783c..d0ba83d8 100644
--- a/v2-docs/iac.md
+++ b/v2-docs/iac.md
@@ -3,13 +3,6 @@
 !!! info "Architectural Context"
     Detailed reference for Iac in the context of Hardened Infrastructure.
 
-## Cloud Architecture
-
-### AWS Governance
-
-#### AWS Organizations
-
-  - **(2023)** [AWS Organizations: The Key to Managing Your Cloud Infrastructure Effectively](https://awsfundamentals.com/blog/aws-organizations-the-key-to-managing-your-cloud-infrastructure-effectively) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A highly clear exploration of AWS Organizations, dissecting organizational units (OUs), Service Control Policies (SCPs), and account hierarchy. Grounding shows it serves as a fundamental training material for cloud administrators establishing multi-account safety structures.
 ## Cloud Infrastructure
 
 ### Azure
@@ -23,19 +16,21 @@
 
 *   Guides cloud platform teams to construct GitOps-driven workflows.
 *   Automatically provisions fully governed, secure, and networked Azure subscriptions using Bicep or Terraform.
-### Infrastructure as Code
+## Platform Engineering (1)
 
-#### AI Generation
+### AI Integration
 
-  - **(2025)** [Terraform 2.0 in Practice: Using AI to Generate Infrastructure as Code](https://markaicode.com/terraform-ai-infrastructure-as-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Focuses on AI-driven generation of HCL infrastructure files. Covers schema checking, validating security guardrails in prompt pipelines, and continuous integration workflows for automated infrastructure verification.
-## Cloud-Native Infrastructure
+#### Agentic Engineering
 
-### Infrastructure as Code (1)
+  - **(2025)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) <span class='md-tag md-tag--info'>⭐ 1881</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An experimental, open-source repository establishing unified Model Context Protocol (MCP) skills or AI tools for Terraform and OpenTofu. Empowers AI agents to dynamically generate, parse, validate, and execute infrastructure-as-code definitions with semantic awareness.
+### CI-CD Pipelines
 
-#### AI-Assisted Operations
+#### Infrastructure as Code
 
-  - **(2025)** [**Enhancing Infrastructure as Code Generation with GitHub Copilot for Azure**](https://techcommunity.microsoft.com/blog/AzureDevCommunityBlog/enhancing-infrastructure-as-code-generation-with-github-copilot-for-azure/4388514) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: Analyzes the application of LLM co-pilots in rapidly writing secure ARM and Bicep configurations. Live Grounding: Demonstrates how contextual AI generators drastically lower human-error risk in pipeline IaC templates. Highly representative of modern 2025/2026 operational shifts.
+##### GitHub Actions
+
+  - **(2022)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) <span class='md-tag md-tag--info'>⭐ 221</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A specialized GitHub Action designed to automate the release process, version tagging, and registry publication of Terraform modules. Resolves development overhead by automatically generating release logs and enforcing Semantic Versioning.
 
 ---
-💡 **Explore Related:** [Devsecops](./devsecops.md) | [Crossplane](./crossplane.md) | [Pulumi](./pulumi.md)
+💡 **Explore Related:** [Terraform](./terraform.md) | [Kubernetes Security](./kubernetes-security.md) | [Devsecops](./devsecops.md)
 
diff --git a/v2-docs/index.md b/v2-docs/index.md
index 6b529c36..bd3e786b 100644
--- a/v2-docs/index.md
+++ b/v2-docs/index.md
@@ -50,19 +50,21 @@
 - **(N/A)** [**==phauer.com: Why I Moved Back from Gradle to Maven==**](https://phauer.com/2018/moving-back-from-gradle-to-maven) 🌟🌟🌟🌟
 
 ## Strategic Dimensions
+- **[🎥 Agentic Video Hub (Architectural Summary)](./videos.md)**
+
 ### AI and Artificial Intelligence
 - **[Ai Agents Mcp](./ai-agents-mcp.md)**
 - **[Ai](./ai.md)**
 - **[Chatgpt](./chatgpt.md)**
 ### Architectural Foundations
 - **[Cheatsheets](./cheatsheets.md)**
-- **[Cloud Arch Diagrams](./cloud-arch-diagrams.md)**
 - **[Cloud Asset Inventory](./cloud-asset-inventory.md)**
 - **[Customer](./customer.md)**
 - **[Demos](./demos.md)**
 - **[Devops Tools](./devops-tools.md)**
 - **[Faq](./faq.md)**
 - **[Git](./git.md)**
+- **[Grafana](./grafana.md)**
 - **[Helm](./helm.md)**
 - **[Introduction](./introduction.md)**
 - **[Kubernetes Tools](./kubernetes-tools.md)**
@@ -72,6 +74,7 @@
 - **[Matrix Table](./matrix-table.md)**
 - **[Mkdocs](./mkdocs.md)**
 - **[Monitoring](./monitoring.md)**
+- **[Other Awesome Lists](./other-awesome-lists.md)**
 - **[Prometheus](./prometheus.md)**
 ### Career & Industry
 - **[Elearning](./elearning.md)**
@@ -82,12 +85,8 @@
 ### Cloud Providers (Hyperscalers)
 - **[Googlecloudplatform](./GoogleCloudPlatform.md)**
 - **[Aws Architecture](./aws-architecture.md)**
-- **[Aws Containers](./aws-containers.md)**
 - **[Aws Databases](./aws-databases.md)**
 - **[Aws Devops](./aws-devops.md)**
-- **[Aws Iac](./aws-iac.md)**
-- **[Aws Miscellaneous](./aws-miscellaneous.md)**
-- **[Aws Newfeatures](./aws-newfeatures.md)**
 - **[Aws Security](./aws-security.md)**
 - **[Aws Serverless](./aws-serverless.md)**
 - **[Aws Spain](./aws-spain.md)**
@@ -96,7 +95,6 @@
 - **[Aws Training](./aws-training.md)**
 - **[Aws](./aws.md)**
 - **[Azure](./azure.md)**
-- **[Digitalocean](./digitalocean.md)**
 - **[Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)**
 - **[Oraclecloud](./oraclecloud.md)**
 - **[Private Cloud Solutions](./private-cloud-solutions.md)**
@@ -104,14 +102,12 @@
 - **[Databases](./databases.md)**
 - **[Message Queue](./message-queue.md)**
 - **[Newsql](./newsql.md)**
+- **[Nosql](./nosql.md)**
 - **[Yaml](./yaml.md)**
 ### Developer Ecosystem
-- **[Api](./api.md)**
-- **[Devel Sites](./devel-sites.md)**
 - **[Dotnet](./dotnet.md)**
 - **[Golang](./golang.md)**
 - **[Java And Java Performance Optimization](./java-and-java-performance-optimization.md)**
-- **[Java_App_Servers](./java_app_servers.md)**
 - **[Java_Frameworks](./java_frameworks.md)**
 - **[Javascript](./javascript.md)**
 - **[Linux Dev Env](./linux-dev-env.md)**
@@ -130,17 +126,13 @@
 - **[Openshift Pipelines](./openshift-pipelines.md)**
 - **[Registries](./registries.md)**
 - **[Sonarqube](./sonarqube.md)**
-- **[Tekton](./tekton.md)**
 ### Hardened Infrastructure
-- **[Ansible](./ansible.md)**
 - **[Crossplane](./crossplane.md)**
 - **[Devsecops](./devsecops.md)**
 - **[Iac](./iac.md)**
 - **[Kubernetes Security](./kubernetes-security.md)**
-- **[Kustomize](./kustomize.md)**
 - **[Liquibase](./liquibase.md)**
 - **[Oauth](./oauth.md)**
-- **[Pulumi](./pulumi.md)**
 - **[Securityascode](./securityascode.md)**
 - **[Terraform](./terraform.md)**
 ### Networking & Service Mesh
@@ -151,11 +143,9 @@
 - **[Servicemesh](./servicemesh.md)**
 - **[Web Servers](./web-servers.md)**
 ### Platform & Site Reliability
-- **[Chaos Engineering](./chaos-engineering.md)**
 - **[Developerportals](./developerportals.md)**
 - **[Devops](./devops.md)**
 - **[Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md)**
-- **[Project Management Methodology](./project-management-methodology.md)**
 - **[Qa](./qa.md)**
 - **[Scaffolding](./scaffolding.md)**
 - **[Sre](./sre.md)**
@@ -164,14 +154,12 @@
 - **[Docker](./docker.md)**
 - **[Kubectl Commands](./kubectl-commands.md)**
 - **[Kubernetes Alternatives](./kubernetes-alternatives.md)**
-- **[Kubernetes Backup Migrations](./kubernetes-backup-migrations.md)**
 - **[Kubernetes Based Devel](./kubernetes-based-devel.md)**
 - **[Kubernetes Bigdata](./kubernetes-bigdata.md)**
 - **[Kubernetes Client Libraries](./kubernetes-client-libraries.md)**
 - **[Kubernetes Monitoring](./kubernetes-monitoring.md)**
 - **[Kubernetes On Premise](./kubernetes-on-premise.md)**
 - **[Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)**
-- **[Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)**
 - **[Ocp4](./ocp4.md)**
 - **[Openshift](./openshift.md)**
 - **[Serverless](./serverless.md)**
diff --git a/v2-docs/interview-questions.md b/v2-docs/interview-questions.md
index bd5b99aa..5ab2b4fd 100644
--- a/v2-docs/interview-questions.md
+++ b/v2-docs/interview-questions.md
@@ -34,6 +34,9 @@
 
   - **(2023)** [intellipaat.com: Top Amazon AWS Interview Questions – Most Asked](https://intellipaat.com/blog/interview-question/amazon-aws-interview-questions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight lists frequent questions for AWS systems architecture, core networking, and storage. Live Grounding shows that multi-tier application scaling remains a key indicator of cloud expertise. It covers standard architectural paradigms on AWS.
   - **(2023)** [Frequently Asked AWS Interview Questions](https://www.interviewbit.com/aws-interview-questions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight compiles high-frequency AWS technical inquiries on IAM, EC2, and VPC configurations. Live Grounding confirms that security posture and network isolation are foundational for any cloud architect role. This guide ensures solid structural prep.
+#### Cloud Networking
+
+  - **(2021)** [learnsteps.com: DevOps Interview Questions: How will you design your cloud VPC and subnets?](https://www.learnsteps.com/devops-interview-questions-how-will-you-design-your-cloud-vpc-and-subnets) <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> — Curator Insight examines VPC design, public and private subnet mapping, and routing infrastructure. Live Grounding confirms that secure network isolation is the first defense line in cloud security architectures. This prepares candidates for high-level network design.
 #### Data Platforms
 
   - **(2022)** [javarevisited.blogspot.com: Top 20 Apache Kafka Interview Questions with Answers](https://javarevisited.blogspot.com/2022/03/top-20-apache-kafka-interview-questions.html) <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> — Curator Insight details Apache Kafka broker architecture, topic partition offsets, and consumer group rebalancing. Live Grounding confirms that event-driven architectures rely heavily on Kafka's message durability and high throughput. This resource supports advanced system design.
@@ -114,5 +117,5 @@
   - **(2023)** [automationqahub.com: The Ultimate Git Cheat Sheet 🌟](https://automationqahub.com/mastering-git-your-ultimate-git-cheat-sheet-for-quick-reference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight maps out a cheat sheet for rapid Git command lookups, including cherry-picking and stashing. Live Grounding indicates that quick-access reference sheets are highly valued for reducing context switching. This is an efficient reference.
 
 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Freelancing](./freelancing.md)
+💡 **Explore Related:** [Finops](./finops.md) | [Elearning](./elearning.md) | [Recruitment](./recruitment.md)
 
diff --git a/v2-docs/introduction.md b/v2-docs/introduction.md
index 45768d9d..f37a6b94 100644
--- a/v2-docs/introduction.md
+++ b/v2-docs/introduction.md
@@ -29,57 +29,7 @@ graph TD
 #### Google Courses
 
   - **(2025)** [Machine Learning Crash Course](https://developers.google.com/machine-learning/crash-course?hl=es-419) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Google's formal, highly optimized machine learning crash course. Grounding indicates it offers a highly technical path for systems engineers wishing to deploy AI models in container environments. [SPANISH CONTENT]
-## Cloud Native Architecture
-
-### Microservices
-
-#### Event-Driven Design
-
-??? note "infoq.com: Turning Microservices Inside-Out"
-    **[Access Resource](https://www.infoq.com/articles/microservices-inside-out)** 🌟🌟🌟🌟 | Level: Advanced
-    
-    This foundational architectural piece by Martin Kleppmann argues for treating database tables as streams of changes rather than static silos. By turning the database "inside out" using event streams (like Kafka), microservices can achieve decentralized state management and projection consistency. It bridges the gap between stream processing and relational storage.
-
-## Container Orchestration
-
-### Kubernetes Alternatives
-
-#### Evaluations
-
-  - **(2022)** [thenewstack.io: Do I Really Need Kubernetes?](https://thenewstack.io/do-i-really-need-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A candid architectural decision guide evaluating the complexity, overhead, and maintenance costs of adopting Kubernetes. Offers simpler alternative infrastructure paradigms.
-## Networking
-
-### Web Servers
-
-#### Nginx
-
-??? note "Nginx"
-    **[Access Resource](https://www.f5.com/products/nginx)** 🌟🌟🌟🌟🌟 | Level: Intermediate
-    
-    Nginx is the premier high-performance web server, reverse proxy, and ingress standard globally. Its lightweight event-driven design allows it to process high-concurrency traffic patterns with extremely predictable memory and CPU footprints.
-
-## Platform Engineering
-
-### Site Reliability Engineering
-
-#### Foundations
-
-  - **(2024)** [itprotoday.com: Why Site Reliability Engineering Is Key to Modern DevOps](https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An executive analysis examining why SRE architecture is a vital component of any modern, high-density DevOps delivery system trying to limit service down-time.
-## Security
-
-### Cloud Native
-
-#### Kubernetes Hardening
-
-  - **(2023)** [Kubernetes Security Best Practices: A DevSecOps Perspective](https://www.linkedin.com/top-content/career)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A DevSecOps assessment explaining key patterns for hardening Kubernetes namespaces. Reviews best practices for securing configuration secrets, configuring network isolation policies, and enforcing runtime container constraints.
-## Software Engineering
-
-### Microservices (1)
-
-#### Design Patterns
-
-  - **(2023)** [The 12-Factor App: An Updated Guide](https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An updated architectural deep-dive into the Twelve-Factor App methodology. Reviews the classic software principles (like database separations, environment configs, and scaling processes) in modern Kubernetes environments.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Kubernetes Tools](./kubernetes-tools.md)
 
diff --git a/v2-docs/istio.md b/v2-docs/istio.md
index 6aa5afb5..2fabecce 100644
--- a/v2-docs/istio.md
+++ b/v2-docs/istio.md
@@ -66,6 +66,11 @@
   - **(2020)** [hackernoon.com: A Guide to Deploying Jaeger on Kubernetes in Production](https://hackernoon.com/a-guide-to-deploying-jaeger-on-kubernetes-in-production-0p2n3tub) <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> — An operational manual detailing production-grade strategies for deploying Jaeger. Explains the differences between ephemeral, Elasticsearch, and Cassandra storage backends, and details the scaling of Jaeger collectors under intense trace ingestion loads.
 ### Service Mesh (1)
 
+#### AWS Ecosystem
+
+##### App Mesh Managed Service
+
+  - **(2023)** [**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--info'>[ENTERPRISE-STABLE]</span> — The official landing page for AWS App Mesh, a fully managed service mesh service designed to streamline microservice communications. Utilizes the Envoy proxy data plane to offer consistent visibility, routing controls, and mTLS security across Amazon ECS, EKS, and EC2.
 #### Architecture
 
 ##### Deep Dives
@@ -205,5 +210,5 @@
   - **(2021)** [itnext.io: Observing gRPC-based Microservices on Amazon EKS running Istio](https://itnext.io/observing-grpc-based-microservices-on-amazon-eks-running-istio-77ba90dd8cc0) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A deep dive tutorial explaining telemetry configuration for gRPC-based microservices on Amazon EKS running Istio. Offers practical configurations for capturing service-to-service call latency, tracing headers, and standard Envoy metrics at the pod boundary.
 
 ---
-💡 **Explore Related:** [Caching](./caching.md) | [Servicemesh](./servicemesh.md) | [Kubernetes Networking](./kubernetes-networking.md)
+💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Networking](./networking.md) | [Web Servers](./web-servers.md)
 
diff --git a/v2-docs/java-and-java-performance-optimization.md b/v2-docs/java-and-java-performance-optimization.md
index 762351ea..38252739 100644
--- a/v2-docs/java-and-java-performance-optimization.md
+++ b/v2-docs/java-and-java-performance-optimization.md
@@ -23,7 +23,11 @@
 
   - **(2020)** [**developers.redhat.com: Collect JDK Flight Recorder events at runtime with JMC Agent 🌟**](https://developers.redhat.com/blog/2020/10/29/collect-jdk-flight-recorder-events-at-runtime-with-jmc-agent) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Demonstrates using the JDK Mission Control (JMC) Agent to dynamically inject JFR events into running JVMs. Enables real-time production diagnostics with near-zero overhead.
   - **(2015)** [Jillegal OffHeap Module](https://github.com/serkan-ozal/jillegal) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[LEGACY]</span> — An experimental library designed to bypass standard JVM memory allocation by managing objects off-heap. Note: This project is archived and has been inactive for over 4 years; it is recommended for historical study rather than production use.
+  - **(2024)** [fastthread.io](https://fastthread.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Industrial-grade online Java thread dump analyzer that uses AI diagnostics to identify CPU spikes, thread leaks, and deadlock patterns. Essential for post-mortem analysis of containerized JVM workloads.
+  - **(2024)** [gceasy.io](https://gceasy.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Machine-learning powered JVM Garbage Collection log analyzer. Automates the detection of memory leaks, GC pauses, and heap sizing misconfigurations, offering actionable recommendations for optimization.
+  - **(2024)** [heaphero.io](https://heaphero.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An automated cloud-based JVM heap dump analyzer built to parse large memory dumps quickly. Detects memory leaks and optimizes data structure footprints to resolve OutOfMemoryError crashes.
   - **(2024)** [Byteman](https://byteman.jboss.org) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly flexible bytecode injection tool that simplifies tracing, monitoring, and chaos testing in Java applications. Uses side-loaded rules to inject diagnostics without rebuilding code.
+  - **(2022)** [tier1app.com](https://tier1app.com) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A dedicated APM tool for analyzing Java thread dumps and performance. Provides automated diagnostics for thread contention and deadlocks to optimize JVM application responsiveness.
   - **(2021)** [developers.redhat.com: A faster way to access JDK Flight Recorder data](https://developers.redhat.com/articles/2021/11/23/faster-way-access-jdk-flight-recorder-data) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Explores programmatic, low-latency access to JDK Flight Recorder data streams at runtime. Provides architecture blueprints for exporting profiling telemetry directly into external APM platforms.
   - **(2020)** [developers.redhat.com: Checkpointing Java from outside of Java](https://developers.redhat.com/blog/2020/10/15/checkpointing-java-from-outside-of-java) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Introduces techniques to checkpoint running Java processes from the OS level using CRIU. Essential groundwork for achieving instant-start capabilities in containerized Java serverless workloads.
   - **(2014)** [Free eGuide: JVM Troubleshooting Guide](http://freepromagazine.blogspot.de/2014/07/free-eguide-jvm-troubleshooting-guide.html) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--secondary'>[GUIDE]</span> <span class='md-tag md-tag--info'>[LEGACY]</span> — A legacy JVM troubleshooting guide covering common performance pitfalls, memory issues, and GC analysis patterns. Offers foundational reference value despite its age.
@@ -50,12 +54,14 @@
 
   - **(2021)** [developers.redhat.com: Shenandoah garbage collection in OpenJDK 16: Concurrent reference processing](https://developers.redhat.com/articles/2021/05/20/shenandoah-garbage-collection-openjdk-16-concurrent-reference-processing) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Deep dive into OpenJDK 16's concurrent reference processing in the Shenandoah Garbage Collector. Discusses structural barrier enhancements that limit GC pauses to sub-milliseconds.
   - **(2021)** [developers.redhat.com: How to choose the best Java garbage collector](https://developers.redhat.com/articles/2021/11/02/how-choose-best-java-garbage-collector) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Architect guide comparing major modern GCs (G1, ZGC, Shenandoah) against application profiles to balance maximum throughput, latency tolerances, and system memory.
+  - **(2016)** [jenkins.io - Tuning Jenkins GC For Responsiveness and Stability with Large Instances 🌟](https://www.jenkins.io/blog/2016/11/21/gc-tuning) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Landmark analytical study detailing optimized GC settings for massive scale Jenkins controller instances. Discusses keeping response times low under heavy CI execution queues.
 #### Language Fundamentals
 
   - **(2023)** [linkedin.com/pulse: Difference between Executor, ExecutorService, and Executors class in Java!](https://www.linkedin.com/pulse/difference-between-executor-executorservice-executors-omar-ismail) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Clarifies functional differences in the Java Concurrency Framework interface hierarchy. Highlights thread pooling strategies and execution submission lifecycles.
   - **(2022)** [freecodecamp.org: Learn the Basics of Java Programming](https://www.freecodecamp.org/news/learn-the-basics-of-java-programming) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Beginner-centric handbook focusing on OOP concepts, procedural mechanics, and structural paradigms inside the Java virtual machine environment.
   - **(2022)** [freecodecamp.org: Advanced Object-Oriented Programming in Java – Full Book](https://www.freecodecamp.org/news/object-oriented-programming-in-java) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Detailed technical book-style guide exploring advanced object-oriented paradigms. Focuses on design patterns, polymorphic interfaces, and encapsulation policies.
   - **(2022)** [freecodecamp.org: How to Write Unit Tests in Java](https://www.freecodecamp.org/news/java-unit-testing) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Walkthrough covering JUnit 5 framework testing. Focuses on parameterized tests, Mockito integration, and code coverage reporting in build cycles.
+  - **(2021)** [Running Jenkins on Java 11 🌟](https://www.jenkins.io/doc/administration/requirements/jenkins-on-java-11/#:~:text=The%20easiest%20way%20to%20run,images%2C%20use%20the%20jdk11%20tag.) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Administrative guide addressing the platform transition of the Jenkins controller from obsolete Java 8 engines to modern Java 11 runtime profiles.
   - **(2018)** [javarevisited.blogspot.com: 10 Things Java Programmers Should Learn in 2022](https://javarevisited.blogspot.com/2017/12/10-things-java-programmers-should-learn.html) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Highlights classic competencies for advanced Java engineers, such as concurrency paradigms, GC tuning, microservices, and modern framework shifts.
 #### Monitoring and Profiling
 
@@ -74,10 +80,13 @@
   - **(2022)** [tech.olx.com: Improving JVM Warm-up on Kubernetes 🌟](https://tech.olx.com/improving-jvm-warm-up-on-kubernetes-1b27dd8ecd58) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Operational case study detailing OLX's strategy to remediate high CPU spikes caused by JVM JIT compiling during initial Kubernetes pod scaling actions.
   - **(2022)** [blog.gceasy.io: Best practices: Java memory arguments for Containers 🌟](https://blog.gceasy.io/best-practices-java-memory-arguments-for-containers) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Deep analysis of standard flags (like -XX:+UseContainerSupport and -XX:MaxRAMPercentage) needed to ensure JVM containers accurately dynamically self-size.
   - **(2021)** [blog.openshift.com: Scaling Java Containers 🌟](https://www.redhat.com/en/blog/scaling-java-containers) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explores container resource limit considerations for Java workloads. Details memory calculation adjustments (Heap vs Non-Heap) to prevent OOMKills.
+#### Monitoring and Profiling (1)
+
+  - **(2021)** [blog.openshift.com: Debugging Java Applications On OpenShift and Kubernetes](https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Walkthrough covering remote JVM agent connection attachment procedures targeting pods deployed within secured target Kubernetes namespaces.
 #### Observability
 
   - **(2021)** [blog.openshift.com: Performance Metrics (APM) for Spring Boot Microservices on OpenShift](https://www.redhat.com/en/blog/performance-metrics-apm-spring-boot-microservices-openshift) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Comprehensive integration guide explaining how to hook up Spring Boot Prometheus metrics directly into automated OpenShift cluster telemetry layers.
 
 ---
-💡 **Explore Related:** [Java_Frameworks](./java_frameworks.md) | [Golang](./golang.md) | [Visual Studio](./visual-studio.md)
+💡 **Explore Related:** [Dotnet](./dotnet.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
diff --git a/v2-docs/java_app_servers.md b/v2-docs/java_app_servers.md
deleted file mode 100644
index 3aeac818..00000000
--- a/v2-docs/java_app_servers.md
+++ /dev/null
@@ -1,18 +0,0 @@
-# Java_App_Servers
-
-!!! info "Architectural Context"
-    Detailed reference for Java_App_Servers in the context of Developer Ecosystem.
-
-## Platform Engineering
-
-### CI-CD Pipelines
-
-#### Language Runtimes
-
-##### Azure DevOps
-
-  - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A technical guide written in Spanish demonstrating how to dynamically configure, install, and leverage the Java 23 SDK runtime inside Azure DevOps build pipelines, using modern Microsoft-hosted and self-hosted runner strategies. [SPANISH CONTENT]
-
----
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [Golang](./golang.md)
-
diff --git a/v2-docs/java_frameworks.md b/v2-docs/java_frameworks.md
index e8fe5d92..0f9c39fa 100644
--- a/v2-docs/java_frameworks.md
+++ b/v2-docs/java_frameworks.md
@@ -12,5 +12,5 @@
   - **(2021)** [kstefanj.github.io: GC progress from JDK 8 to JDK 17](https://kstefanj.github.io/2021/11/24/gc-progress-8-17.html) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Empirical performance benchmarks tracking G1GC, ParallelGC, ZGC, and Shenandoah collection efficiency improvements from Java SE 8 through LTS 17.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Golang](./golang.md) | [Visual Studio](./visual-studio.md)
+💡 **Explore Related:** [Dotnet](./dotnet.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
diff --git a/v2-docs/javascript.md b/v2-docs/javascript.md
index c5fd714f..110760ca 100644
--- a/v2-docs/javascript.md
+++ b/v2-docs/javascript.md
@@ -68,11 +68,17 @@
   - **(2021)** [dev.to: How to build 7,000+ REST APIs within 2 mins (Node.js + MySQL) !!](https://dev.to/o1lab/how-to-build-7-000-rest-apis-within-2-mins-node-js-mysql-470b) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Technical deep dive showing rapid database-to-API automation workflows using relational database schemas. Focuses on minimizing operational overhead through automatic API generation.
 ### Developer Experience
 
+#### IDEs and Tooling
+
+  - **(2022)** [IntelliJ vs. VSCode for Rust Development](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Community-driven performance and usability evaluation contrasting IntelliJ Rust and VSCode (rust-analyzer) workflows. Discusses compilation feedback, macro expansion speeds, and debugging tool integrations.
 #### Workspace Cleanup
 
   - **(2024)** [**npkill.js.org**](https://npkill.js.org) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A fast, dependency-free interactive command-line interface (CLI) tool designed to scan and target heavy node_modules directories. Significantly improves localized workspace disk efficiency.
 ### Frontend Development
 
+#### Architectural Patterns
+
+  - **(2021)** [**Clean Architecture on Frontend**](https://bespoyasov.me/blog/clean-architecture-on-frontend) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An exceptional breakdown demonstrating the application of Clean Architecture principles to frontend systems. Illustrates isolation of business logic from UI components to enable extreme testability.
 #### React Best Practices
 
   - **(2024)** [**react js: mithi/react-philosophies**](https://github.com/mithi/react-philosophies) <span class='md-tag md-tag--info'>⭐ 3731</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A curated philosophy repository outlining architectural rules for designing highly maintainable React components. Promotes declarative clean code patterns, separation of concerns, and effective state models.
@@ -91,5 +97,5 @@
   - **(2023)** [freecodecamp.org: HTTP Networking in JavaScript –Handbook for Beginners](https://www.freecodecamp.org/news/http-full-course) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A comprehensive foundational guide analyzing HTTP request-response lifecycles, network architectures, and client-side browser execution. Highlights modern REST API interactions and secure payload configurations.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [Golang](./golang.md)
+💡 **Explore Related:** [Dotnet](./dotnet.md) | [Python](./python.md) | [Golang](./golang.md)
 
diff --git a/v2-docs/jenkins-alternatives.md b/v2-docs/jenkins-alternatives.md
index b7e3971c..a4346a24 100644
--- a/v2-docs/jenkins-alternatives.md
+++ b/v2-docs/jenkins-alternatives.md
@@ -3,42 +3,30 @@
 !!! info "Architectural Context"
     Detailed reference for Jenkins Alternatives in the context of Engineering Pipeline.
 
-## Cloud-Native Development
+## Cloud Native Architecture
 
-### Continuous Delivery
+### Kubernetes Operators
 
-#### Skaffold
+#### CI-CD Auto-Scaling
 
-  - **(2026)** [==skaffold==](https://skaffold.dev) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Highly active open-source CLI utility by Google that automates the workflow for building, pushing, and deploying Kubernetes applications. Accelerates inner-loop cycles through continuous live-sync engine integration.
-## Enterprise Kubernetes
+  - **(2026)** [==github.com/actions/actions-runner-controller 🌟==](https://github.com/actions/actions-runner-controller) <span class='md-tag md-tag--info'>⭐ 6260</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An official Kubernetes operator designed to manage self-hosted runner infrastructure dynamically. Integrates natively with Kubernetes HPA metrics to automatically scale runner pods based on job queues.
+## Hybrid Cloud and Enterprise
 
-### Red Hat OpenShift
+### OpenShift
 
-#### CI-CD Pipelines
+#### Pipelines and CI CD
 
-  - **(2021)** [openshift.com: Cloud DevOps With OpenShift and JFrog](https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A case study looking at OpenShift and JFrog Artifactory integrations. It details how teams establish secure, auditable image management pipelines across hybrid cloud nodes.
-## Platform Engineering
+  - **(2021)** [**github.com/openshift/pipelines-tutorial**](https://github.com/openshift/pipelines-tutorial) <span class='md-tag md-tag--info'>⭐ 322</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: The primary repository used for training developers on utilizing Tekton triggers and tasks in OpenShift.
+Live Grounding: Serves as an excellent hands-on lab environment for configuring Tasks, Pipelines, PipelineRuns, and EventListeners using the OpenShift Pipelines CLI.
+## Public Cloud Infrastructure
 
-### CI-CD Pipelines (1)
+### AWS Ecosystem
 
-#### Enterprise Tooling
+#### DevOps Foundations
 
-  - **(2023)** [**JFrog Pipelines**](https://jfrog.com/pipelines) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An enterprise-grade CI/CD automation tool natively integrated into the JFrog Platform. It leverages declarative YAML schemas, step-based workflows, and reusable resource models to orchestrate robust binary-centric pipelines with native support for Artifactory.
-## Security
-
-### DevSecOps
-
-#### Secrets Scanning
-
-  - **(2022)** [jfrog.com: How to protect your secrets with Spectral and JFrog Pipelines](https://jfrog.com/blog) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical walk-through showing how to use Spectral in tandem with JFrog Pipelines. The tutorial focuses on identifying misplaced credentials and code misconfigurations inside continuous integration stages.
-## Software Delivery
-
-### CICD Foundations
-
-#### Open Source Pipelines
-
-  - **(2020)** [devops.com: 7 Popular Open Source CI/CD Tools](https://devops.com/7-popular-open-source-ci-cd-tools) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Comparative survey of prominent open-source continuous integration and deployment engines. Live Grounding: Analyzes Jenkins, GitLab, Tekton, and others, contrasting their resource overheads and declarative features. Useful for teams choosing a baseline deployment stack.
+  - **(2020)** [AWS DevOps](https://aws.amazon.com/devops/#cicd) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Main AWS portal summarizing continuous integration, deployment, and management tools.
+Live Grounding: Features structural overviews of AWS CodePipeline, CodeBuild, and CodeDeploy, illustrating patterns for cloud-native delivery inside AWS.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Argo](./argo.md) | [Jenkins](./jenkins.md)
+💡 **Explore Related:** [Cicd](./cicd.md) | [Jenkins](./jenkins.md) | [Cicd Kubernetes Plugins](./cicd-kubernetes-plugins.md)
 
diff --git a/v2-docs/jenkins.md b/v2-docs/jenkins.md
index 4f3e8dbc..790070bd 100644
--- a/v2-docs/jenkins.md
+++ b/v2-docs/jenkins.md
@@ -16,49 +16,11 @@
 
 #### Jenkins (1)
 
+  - **(2024)** [performance-plugin](https://github.com/jenkinsci/performance-plugin) <span class='md-tag md-tag--info'>⭐ 194</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A stable Jenkins CI plugin designed to ingest, compile, and visualize execution metrics from varied load-testing libraries including JMeter, Taurus, and JUnit.
   - [openshift-pipeline](https://plugins.jenkins.io/openshift-pipeline) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Allows direct deployment integrations inside Red Hat OpenShift pipelines via Jenkins, automating image building and pipeline orchestrations.
   - [openshift-sync](https://plugins.jenkins.io/openshift-sync) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Synchronizes OpenShift environment configs, secrets, build limits, and pod templates automatically to ensure consistent CI runner execution.
   - [openshift-client](https://plugins.jenkins.io/openshift-client) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Exposes OpenShift's command-line tool definitions directly inside Jenkins jobs, enabling custom script actions to command remote clusters safely.
-## DevOps
-
-### CI-CD Pipelines
-
-#### Jenkins Ecosystem
-
-  - **(2026)** [==Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟==](https://www.jenkins.io/doc/book/pipeline/syntax) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Authoritative documentation explaining scripted and declarative Jenkins pipeline configuration syntaxes. Breaks down flow control structures, declarative directives, agent allocations, and step definitions essential to enterprise build automation.
-## GitOps and Continuous Delivery
-
-### Kubernetes Native CI-CD
-
-#### Argo Workflows
-
-  - **(2023)** [==Migrating CI/CD from Jenkins to Argo Workflows==](https://dev.to/intuitdev/migrating-cicd-from-jenkins-to-argo-1km4) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A comprehensive real-world migration case study detailing how Intuit transitioned high-volume CI/CD pipelines from Jenkins to Kubernetes-native Argo Workflows. Outlines critical architectural lessons, scale bottlenecks, pipeline-as-code models, and resource optimization.
-## Red Hat OpenShift
-
-### CI-CD Pipelines (1)
-
-#### Jenkins Ecosystem (1)
-
-  - **(2018)** [opensource.com: running jenkins builds containers 🌟](https://opensource.com/article/18/4/running-jenkins-builds-containers) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Step-by-step tutorial addressing the orchestration of containerized workloads inside a Jenkins building phase. Evaluates Docker-in-Docker strategies and Kubernetes dynamic agents to avoid single-host execution bottlenecks and guarantee runtime isolation.
-  - **(2018)** [Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Details strategies to compile reliable, declarative Jenkins pipelines utilizing OpenShift DSL plugins. Discusses native methods to trigger S2I builds, promote container images, and securely communicate with Cluster managers.
-## Runtime Optimizations
-
-### JVM Tuning
-
-#### Garbage Collection
-
-  - **(2016)** [jenkins.io - Tuning Jenkins GC For Responsiveness and Stability with Large Instances 🌟](https://www.jenkins.io/blog/2016/11/21/gc-tuning) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Landmark analytical study detailing optimized GC settings for massive scale Jenkins controller instances. Discusses keeping response times low under heavy CI execution queues.
-#### Language Fundamentals
-
-  - **(2021)** [Running Jenkins on Java 11 🌟](https://www.jenkins.io/doc/administration/requirements/jenkins-on-java-11/#:~:text=The%20easiest%20way%20to%20run,images%2C%20use%20the%20jdk11%20tag.) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Administrative guide addressing the platform transition of the Jenkins controller from obsolete Java 8 engines to modern Java 11 runtime profiles.
-## Software Engineering
-
-### CICD
-
-#### Trends
-
-  - **(2021)** [sdtimes.com: CI/CD pipelines are expanding 🌟](https://sdtimes.com/devops/ci-cd-pipelines-are-expanding)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explores how modern CI/CD pipelines are expanding their scope to integrate security scans, compliance policy engines, and platform provisioning stages.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Argo](./argo.md)
+💡 **Explore Related:** [Cicd](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Cicd Kubernetes Plugins](./cicd-kubernetes-plugins.md)
 
diff --git a/v2-docs/kubectl-commands.md b/v2-docs/kubectl-commands.md
index 8685354f..26dad03b 100644
--- a/v2-docs/kubectl-commands.md
+++ b/v2-docs/kubectl-commands.md
@@ -13,5 +13,5 @@
   - [Kubernetes Continuous Deploy](https://plugins.jenkins.io/kubernetes-cd) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A traditional Jenkins plugin for deploying build outputs to Kubernetes. Note: Has fallen out of favor in modern GitOps-centric continuous delivery pipelines.
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md)
+💡 **Explore Related:** [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Serverless](./serverless.md) | [Container Managers](./container-managers.md)
 
diff --git a/v2-docs/kubernetes-alternatives.md b/v2-docs/kubernetes-alternatives.md
index 2becf8e8..876a8694 100644
--- a/v2-docs/kubernetes-alternatives.md
+++ b/v2-docs/kubernetes-alternatives.md
@@ -82,6 +82,11 @@
 #### Docker Enterprise
 
   - **(2021)** [Universal Control Plane overview](https://docs.docker.com) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[LEGACY]</span> — Archived documentation for Mirantis Universal Control Plane (UCP). Offers historic guidance on running large-scale legacy Docker Swarm Enterprise and Kubernetes platforms under a unified administrative dashboard.
+### Management Interfaces
+
+#### GUI Consoles
+
+  - **(2026)** [**Portainer 🌟**](https://www.portainer.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A robust administrative dashboard that simplifies the visual management of Docker Swarm, Kubernetes, and local container environments. Ideal for dev teams seeking centralized configuration oversight without heavy command-line overhead.
 ### Self-Hosted Platforms
 
 #### PaaS Solutions
@@ -97,6 +102,7 @@
 #### Evaluations (1)
 
   - **(2023)** [simform.com: Top Alternatives to Kubernetes to Overcome Business Challenges](https://www.simform.com/blog/alternatives-to-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An informative breakdown analyzing leading container orchestrators other than Kubernetes. Details architectural features of Docker Swarm, Nomad, and AWS ECS for diverse engineering demands.
+  - **(2022)** [thenewstack.io: Do I Really Need Kubernetes?](https://thenewstack.io/do-i-really-need-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A candid architectural decision guide evaluating the complexity, overhead, and maintenance costs of adopting Kubernetes. Offers simpler alternative infrastructure paradigms.
   - **(2021)** [infoworld.com: When Kubernetes is not the solution](https://www.infoworld.com/article/2261975/when-kubernetes-is-not-the-solution.html) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Highlights use-cases and scenarios where Kubernetes acts as an anti-pattern. Outlines operational over-engineering, hidden resource consumption, and networking complexities.
   - **(2020)** [towardsdatascience.com: Heroku + Docker in 10 Minutes](https://towardsdatascience.com/heroku-docker-in-10-minutes-f4329c4fd72f) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A quick-deployment tutorial showing how to containerize dynamic web applications with Docker and deploy them smoothly to Heroku's managed infrastructure.
 ## Serverless Architectures
@@ -105,12 +111,11 @@
 
 #### Edge Computing Engines
 
-  - **(2026)** [==github.com/taubyte/tau: Tau==](https://github.com/taubyte/tau) <span class='md-tag md-tag--info'>⭐ 5030</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The main open-source repository for Tau. This platform handles autonomous routing, distributed database syncs, and scaling for multi-tenant edge services, running on WebAssembly.
   - **(2026)** [Taubyte](https://taubyte.com) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A decentralized serverless platform built on WebAssembly and IPFS. Acts as an alternative to VMs and containers, focusing on edge intelligence, fast execution, and zero-configuration networking.
 #### Testing Infrastructure
 
   - **(2025)** [dreamland](https://github.com/taubyte/dream) <span class='md-tag md-tag--info'>⭐ 88</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A local testing and deployment tool for the Taubyte WebAssembly-native edge framework. Lets engineers build, test, and debug distributed serverless systems locally.
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md)
+💡 **Explore Related:** [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Kubectl Commands](./kubectl-commands.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-backup-migrations.md b/v2-docs/kubernetes-backup-migrations.md
deleted file mode 100644
index df1592c1..00000000
--- a/v2-docs/kubernetes-backup-migrations.md
+++ /dev/null
@@ -1,16 +0,0 @@
-# Kubernetes Backup Migrations
-
-!!! info "Architectural Context"
-    Detailed reference for Kubernetes Backup Migrations in the context of The Container Stack.
-
-## Cloud Providers
-
-### Google Cloud Platform
-
-#### Data Protection
-
-  - **(2022)** [cloud.google.com: Announcing Backup for GKE: the easiest way to protect GKE workloads](https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launches-backups-for-gke) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Deep dive into the native GKE Backup service, designed for stateful application restoration and cluster disaster recovery. Discusses how to safeguard configuration metadata and persistent volume states natively through GCP APIs.
-
----
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md)
-
diff --git a/v2-docs/kubernetes-based-devel.md b/v2-docs/kubernetes-based-devel.md
index 2f0f5121..5501af36 100644
--- a/v2-docs/kubernetes-based-devel.md
+++ b/v2-docs/kubernetes-based-devel.md
@@ -59,6 +59,9 @@
 
 ### API Mocking and Testing
 
+#### Microservices
+
+  - **(2026)** [**microcks.io 🌟**](https://microcks.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Microcks is a cloud-native platform for mocking and testing API specifications (REST, gRPC, GraphQL, and event-driven architectures). It allows microservices teams to mock dependencies and run contract tests rapidly during continuous integration.
 #### Podman Integration
 
   - **(2023)** [microcks.io: Podman Compose support in Microcks](https://microcks.io/blog/podman-compose-support) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A practical guide showing how to configure Microcks mocking environments using Podman Compose instead of Docker. Offers a reliable setup path for developers running security-hardened container environments.
@@ -90,6 +93,9 @@
 #### Docker-in-Docker
 
   - **(2026)** [==**kind**==](https://github.com/kubernetes-sigs/kind) <span class='md-tag md-tag--info'>⭐ 15254</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — kind (Kubernetes in Docker) is an open-source tool for running local Kubernetes clusters using Docker containers as nodes. Highly favored for CI/CD environments and rapid inner-loop developer workflows because of its quick startup times and minimal host footprint.
+#### Guides and Workflows
+
+  - **(2021)** [itnext.io: Software development in containers — a cookbook 🌟🌟🌟](https://itnext.io/software-development-in-containers-a-cookbook-2ba14d07e535) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A detailed technical guide explaining how to design local workflows with container environments. Demonstrates setup strategies for hot reloading, direct container mounts, network port forwards, and dev-to-prod pipeline parity.
 #### Legacy Installers (1)
 
   - **(2019)** [dj-wasabi/vagrant-kubernetes](https://github.com/dj-wasabi/vagrant-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — An older Vagrant-based helper for building and running multi-node Kubernetes clusters. Kept for historical reference on VM-based local orchestration workflows before containerized tools like kind became popular.
@@ -205,5 +211,5 @@
   - **(2021)** [blog.aquasec.com: RATs (remote access tools) in the Cloud: Kubernetes UI Tools Turn into a Weapon](https://blog.aquasec.com/kubernetes-ui-tools-security-threat) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Crucial security review warning how misconfigured visual cluster admin panels can act as Remote Access Tools (RATs) for malicious actors to execute arbitrary code.
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Openshift](./openshift.md)
+💡 **Explore Related:** [Kubectl Commands](./kubectl-commands.md) | [Serverless](./serverless.md) | [Container Managers](./container-managers.md)
 
diff --git a/v2-docs/kubernetes-bigdata.md b/v2-docs/kubernetes-bigdata.md
index 5cad7481..24e2ede5 100644
--- a/v2-docs/kubernetes-bigdata.md
+++ b/v2-docs/kubernetes-bigdata.md
@@ -17,6 +17,8 @@ Live Grounding: Explains basic architecture of Spark RDDs, DataFrames, and struc
 Live Grounding: Outlines historical transition metrics from static clusters to unified container environments, citing resource efficiency and deployment agility as top motivators.
 #### Spark on Kubernetes
 
+  - **(2021)** [datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available](https://www.datamechanics.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Platform news highlighting Apache Spark 3.1 generally available support for native Kubernetes.
+Live Grounding: Covers the native scheduling capabilities, decommissioning behaviors, and executor tracking improvements that made Kubernetes a first-class citizen for Spark.
   - **(2020)** [itnext.io: Migrating Apache Spark workloads from AWS EMR to Kubernetes](https://itnext.io/migrating-apache-spark-workloads-from-aws-emr-to-kubernetes-463742b49fda) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Technical breakdown of migrating Apache Spark analytics engines from AWS EMR to Kubernetes clusters.
 Live Grounding: Deep-dives into memory allocation, dynamic resource allocation, storage mounting, and cost optimizations compared to traditional VM-based EMR setups.
 ## Data Platforms
@@ -44,5 +46,5 @@ Live Grounding: Deep-dives into memory allocation, dynamic resource allocation,
 Live Grounding: Demystifies user routing, security context constraints, and performance tuning when running containerized Spark clusters on enterprise Red Hat foundations.
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md)
+💡 **Explore Related:** [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Kubectl Commands](./kubectl-commands.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-client-libraries.md b/v2-docs/kubernetes-client-libraries.md
index e829f129..21cba7b2 100644
--- a/v2-docs/kubernetes-client-libraries.md
+++ b/v2-docs/kubernetes-client-libraries.md
@@ -3,39 +3,14 @@
 !!! info "Architectural Context"
     Detailed reference for Kubernetes Client Libraries in the context of The Container Stack.
 
-## Cloud-Native
-
-### Kubernetes Native
-
-#### Java Build Plugins
-
-##### Eclipse JKube
-
-  - **(2020)** [developers.redhat.com: Cloud-native Java applications made easy: Eclipse JKube 1.0.0 now available](https://developers.redhat.com/blog/2020/09/09/cloud-native-java-applications-made-easy-eclipse-jkube-1-0-0-now-available) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Launch announcement of Eclipse JKube 1.0.0 detailing its design philosophy, architectural decoupling from old Fabric8 dependencies, and its seamless integration with modern cloud-native standards.
-  - **(2020)** [developers.redhat.com: Java development on top of Kubernetes using Eclipse JKube](https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Exploring developer loop workflows utilizing Eclipse JKube to build, deploy, and debug Java applications in real-time inside a local or remote Kubernetes cluster environment.
-#### Migration Guides
-
-##### Eclipse JKube (1)
-
-  - **(2026)** [**eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to Eclipse JKube 🌟**](https://eclipse.dev/jkube/docs/migration-guide) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Official technical reference outlining the exact property conversions, API transformations, and plugin changes needed to move builds from `fabric8-maven-plugin` to `jkube-maven-plugin`.
-  - **(2020)** [developers.redhat.com: Migrating from Fabric8 Maven Plugin to Eclipse JKube 1.0.0](https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0) 🌟🌟🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — Step-by-step technical guide highlighting the namespace transitions, configuration changes, and structural refactoring required when migrating legacy Fabric8 Maven build files to the modernized Eclipse JKube.
-#### Quarkus Integration
-
-##### Video Tutorials
-
-  - **(2021)** [youtube: Deploying a Quarkus application into Kubernetes using JKube | Cloud Tool Time | Marc Nuri 🌟](https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Video session detailing the integration of Quarkus with Eclipse JKube to deploy highly optimized, native-compiled Java microservices directly to Kubernetes.
 ## Red Hat OpenShift
 
 ### Developer Experience
 
-#### Java Integrations
-
-  - **(2020)** [developers.redhat.com: Getting started with the fabric8 Kubernetes Java client](https://developers.redhat.com/blog/2020/05/20/getting-started-with-the-fabric8-kubernetes-java-client) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Technical introduction to utilizing the Fabric8 Kubernetes Java Client SDK. Details how to perform CRUD operations on Kubernetes APIs, deploy custom controllers, and stream container logs inside Java runtimes.
-  - **(2019)** [Fabric8](https://fabric8.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[LEGACY]</span> — Historically significant platform offering tools, microservices, and management mechanisms for Java environments on Kubernetes and OpenShift. Now deprecated, but set foundations for contemporary Java developer abstractions.
 #### Maven Plugins
 
-  - **(2025)** [Eclipse JKube 🌟](https://eclipse.dev/jkube) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — The central documentation portal for Eclipse JKube, an open-source suite of tooling designed to facilitate the rapid containerization, deployment, and management of Java applications across Kubernetes and Red Hat OpenShift infrastructures.
+  - **(2025)** [GitHub: Eclipse JKube](https://github.com/eclipse-jkube/jkube) <span class='md-tag md-tag--info'>⭐ 850</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Active repository containing the source code, extensions, and Maven/Gradle plugins for Eclipse JKube. Simplifies localized builds, auto-detects Java application frameworks, and generates matching Kubernetes resource configurations.
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md)
+💡 **Explore Related:** [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Kubectl Commands](./kubectl-commands.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-monitoring.md b/v2-docs/kubernetes-monitoring.md
index 30e48473..6b1644e4 100644
--- a/v2-docs/kubernetes-monitoring.md
+++ b/v2-docs/kubernetes-monitoring.md
@@ -34,7 +34,6 @@
 #### Command Line Tools (1)
 
   - **(2021)** [kubelog.de](https://kubelog.de) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A specialized logging utility designed to simplify container log fetching. Grounding reveals it as a community-driven project that acts as an easy alternative to standard kubectl logs with colorized output.
-  - **(2021)** [bul: Interactive TUI for Exploring Kubernetes Container Logs](https://github.com/ynqa/bul) <span class='md-tag md-tag--info'>⭐ 16</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An interactive Terminal User Interface (TUI) written in Go for streaming and searching Kubernetes container logs. Grounding suggests that development has stalled (inactive for over 4 years), so while technically functional for local dev, tools like Stern or K9s are preferred in enterprise environments.
 #### Concepts
 
   - **(2022)** [==devopscube.com: Kubernetes Logging Tutorial For Beginners 🌟==](https://devopscube.com/kubernetes-logging-tutorial) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An elite, entry-level tutorial introducing Kubernetes logging paradigms, covering container stdout extraction, cluster-level log architectures, and daemonset collection. Curators praise its lucid diagrams and step-by-step practical commands.
@@ -174,5 +173,5 @@
   - **(2022)** [tealfeed.com: Kubernetes Audit Logs: Who created or deleted a namespace?](https://tealfeed.com/kubernetes-audit-logs-created-deleted-namespace-ho5o3) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A targeted troubleshooting guide focused on analyzing the Kube-APIServer audit log payload. Explains how to parse JSON audit trails to track exact identity, timestamp, and API verbs executing namespace lifecycle events.
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md)
+💡 **Explore Related:** [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Kubectl Commands](./kubectl-commands.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-networking.md b/v2-docs/kubernetes-networking.md
index 590d650f..b3e0d494 100644
--- a/v2-docs/kubernetes-networking.md
+++ b/v2-docs/kubernetes-networking.md
@@ -26,14 +26,7 @@
 #### Network Policies
 
   - **(2020)** [blog.nody.cc: Verify your Kubernetes Cluster Network Policies: From Faith to Proof](https://blog.nody.cc/posts/2020-06-kubernetes-network-policy-verification) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Outlines a methodology to empirically test and verify active Kubernetes Network Policies. Details the usage of programmatic probes to transition network security evaluation from abstract policy syntax configurations to verifiable network boundaries.
-## Networking (2)
-
-### Ingress Controllers
-
-#### Comparison
-
-  - **(2024)** [==Learnk8s: Comparison of Kubernetes Ingress controllers 🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit#gid=907731238) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An industry-standard comparison spreadsheet analyzing over a dozen Kubernetes Ingress controllers. Details performance, dynamic reloading capabilities, routing protocols, and native TLS/WAF integrations.
 
 ---
-💡 **Explore Related:** [Caching](./caching.md) | [Servicemesh](./servicemesh.md) | [Networking](./networking.md)
+💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Istio](./istio.md) | [Networking](./networking.md)
 
diff --git a/v2-docs/kubernetes-on-premise.md b/v2-docs/kubernetes-on-premise.md
index 09f4e7a1..e758f11d 100644
--- a/v2-docs/kubernetes-on-premise.md
+++ b/v2-docs/kubernetes-on-premise.md
@@ -19,7 +19,7 @@
 
 #### Bare-Metal and Edge
 
-  - **(2026)** [**poseidon/typhoon**](https://github.com/poseidon/typhoon) <span class='md-tag md-tag--info'>⭐ 2042</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Typhoon is a bare-metal and multi-cloud Kubernetes distribution focused on simplicity. Built entirely with Terraform and running on Flatcar Container Linux, it provides a stable setup that operates efficiently without heavy proprietary layers.
+  - **(2026)** [**Charmed Kubernetes**](https://ubuntu.com/kubernetes/charmed-k8s) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Canonical's model-driven Kubernetes distribution designed for bare-metal, private, and multi-cloud environments. Leverages Ubuntu's automated Juju framework to manage complex cluster lifecycles, upgrades, security scanning, and seamless hypervisor scaling.
 #### Comparison
 
   - **(2021)** [acloudguru.com: Which Kubernetes distribution is right for you?](https://www.pluralsight.com/resources/blog/cloud/which-kubernetes-distribution-is-right-for-you) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A strategic comparison of various Kubernetes distributions across managed cloud services, enterprise-on-prem deployments, and lightweight edge environments. It outlines key trade-offs in administrative overhead, ecosystem compatibility, and operational costs to help organizations select the correct engine.
@@ -62,6 +62,13 @@
 #### VMware Tanzu Ecosystem (3)
 
   - **(2020)** [tanzu.vmware.com: VMware Tanzu SQL: MySQL at Scale Made Easy for Kubernetes](https://tanzu.vmware.com/content/blog/vmware-tanzu-sql-mysql-at-scale-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Highlights VMware Tanzu SQL, an automated relational database engine managed natively within Kubernetes clusters. Outlines automated operations including point-in-time recovery, seamless scaling, high-availability setups, and security patching.
+## GitOps
+
+### Hybrid Cloud Platforms
+
+#### Azure Arc Integration
+
+  - **(2021)** [Kubernetes GitOps with Azure Arc and Charmed Kubernetes](https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A technical guide illustrating the integration of Charmed Kubernetes with Azure Arc to orchestrate hybrid-cloud resources. Demonstrates how GitOps configurations are pushed dynamically across decentralized architectures using unified portal controls.
 ## Infrastructure
 
 ### Air-Gapped
@@ -99,7 +106,7 @@
 #### Declarative Management
 
   - **(2026)** [==ClusterAPI==](https://cluster-api.sigs.k8s.io) <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 official Kubernetes Special Interest Group (SIG) project extending Kubernetes with declarative, Kubernetes-style APIs to manage the lifecycle of Kubernetes clusters. It implements custom resources (e.g., Clusters, Machines) and controllers across numerous cloud providers, introducing standard Infrastructure-as-Code paradigms to cluster fleet administration.
-#### GitOps
+#### GitOps (1)
 
   - **(2021)** [weave.works: Manage Thousands of Clusters with GitOps and the Cluster API](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/manage-thousands-of-clusters-with-gitops-and-the-cluster-api) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[LEGACY]</span> — Historical reference documenting the intersection of GitOps deployment paradigms and Cluster API (CAPI) for planetary-scale multi-cluster environments. Note: Original domain has redirected to an registration portal, reflecting legacy status.
 #### Helm
@@ -125,6 +132,9 @@
 #### Azure
 
   - **(2020)** [Kubernetes the Hard Way: Azure Edition](https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An adapted tutorial of Kelsey Hightower's 'Kubernetes the Hard Way' mapped directly onto Azure cloud infrastructure. Details setting up VNets, Azure NSGs, load balancers, and virtual machine scale sets manually to better understand control plane placement.
+#### Canonical Juju
+
+  - **(2026)** [**Conjure up**](https://canonical.com/juju) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — The canonical toolset for automating cloud operations using Juju charms. Simplifies the installation of Charmed Kubernetes clusters across various clouds. Note: Conjure-up has been fully integrated and evolved directly into Canonical Juju's primary modeling environment.
 #### Community Videos
 
   - **(2021)** [youtube: OpenShift Commons En Vivo - KubeInit con Maria Bracho, Scott McCarty, and Carlos Camacho (Red Hat, Spanish) 🌟](https://www.youtube.com/watch?v=9_6H7Ahsdm4&ab_channel=OpenShift) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A video presentation exploring KubeInit, its architecture, and practical use cases for bootstrapping cloud-native platforms like OpenShift and Kubernetes on local hardware. Conducted in Spanish with Red Hat experts. [SPANISH CONTENT]
@@ -150,6 +160,7 @@
 
   - **(2021)** [mirantis.com: How to install Kubernetes with Kubeadm: A quick and dirty guide](https://www.mirantis.com/blog/how-install-kubernetes-kubeadm)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A simplified deployment checklist for running containerized workloads on Kubernetes via kubeadm. Demonstrates manual package installation, initialization commands, and standard validation tests. Good starting point for spinning up fast staging clusters.
   - **(2020)** [Set up a Bare Metal Kubernetes cluster with](https://www.padok.fr/en/blog/kubeadm-kubernetes-cluster)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An architectural walk-through showing how to configure a multi-node bare-metal Kubernetes cluster from scratch using kubeadm. Highlights operational choices regarding container runtimes, networking (CNI), and load balancers to simulate cloud-like elasticity on physical hardware.
+  - **(2019)** [itnext.io: Kubernetes Journey — Up and running out of the cloud — How to setup the Masters using kubeadm bootstrap](https://itnext.io/kubernetes-journey-up-and-running-out-of-the-cloud-how-to-setup-the-masters-using-kubeadm-9a496a14fbc1) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An in-depth guide on deploying an on-premises multi-master Kubernetes control plane using kubeadm and HAProxy for load balancing. Walks through the bootstrap token mechanism and control-plane join procedures. Excellent theoretical coverage of manual multi-master networking.
   - **(2019)** [Setting Up a Kubernetes Cluster on Ubuntu 18.04](https://loves.cloud/setting-up-a-kubernetes-cluster-on-ubuntu-18-04)  <span class='md-tag md-tag--info'>[LEGACY]</span> — Step-by-step tutorial for building a Kubernetes control plane and node infrastructure on Ubuntu 18.04 VMs using kubeadm. Explores Docker runtime configuration and basic CNI setups. Highly legacy given newer Ubuntu releases and containerd/CRI-O standard transition.
 #### Kubespray
 
@@ -179,11 +190,12 @@
 #### Security Benchmarking
 
   - **(2020)** [MicroK8s & Kubernetes security benchmark from CIS](https://github.com/didier-durand/microk8s-kube-bench) <span class='md-tag md-tag--info'>⭐ 17</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A validation utility adapting aquasecurity's kube-bench to run structured CIS security benchmarks directly against canonical MicroK8s clusters. Confirms cluster configuration conformance to standard security profiles.
-### GitOps (1)
+### GitOps (2)
 
 #### Cluster Provisioning (1)
 
-  - **(2022)** [Weave Kubernetes System Control - wksctl](https://github.com/weaveworks/wksctl) <span class='md-tag md-tag--info'>⭐ 389</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — An early GitOps-driven Kubernetes cluster manager from Weaveworks that provisioned clusters from a declared state stored in git. Following Weaveworks' operational shutdown, this project is considered legacy but remains highly influential in GitOps control-loop architecture history.
+  - **(2020)** [WKSctl - A New OSS Kubernetes Manager using GitOps](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Historical reference covering the announcement of WKSctl as an open-source GitOps-centric cluster bootstrapper. Note: The URL appears to have defaulted to an external registration portal and should be treated with caution.
+  - **(2020)** [WKSctl: a Tool for Kubernetes Cluster Management Using GitOps](https://www.infoq.com/news/2020/02/wksctl-kubernetes-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An InfoQ editorial piece analyzing the operational design of WKSctl. Explores how declarative machine and cluster definitions allowed users to bootstrap and reconcile nodes over SSH using Git as the source of truth.
 ### Infrastructure as Code
 
 #### Ansible
@@ -202,11 +214,6 @@
   - **(2021)** [kosyfrances.com: Using kubeadm to create a Kubernetes 1.20 cluster on VirtualBox with Ubuntu](https://kosyfrances.com/kubernetes-cluster)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A local lab guide explaining how to spin up a Kubernetes 1.20 multi-node environment on Oracle VirtualBox using kubeadm. Outlines setting up host-only networking, static IP mapping, and configuring containerd manually. Tailored for software testing and network topology validation.
 ## Networking
 
-### Container Network Interface
-
-#### CNI Plugins
-
-  - **(2024)** [github: Weave Net - Weaving Containers into Applications](https://github.com/weaveworks/weave) <span class='md-tag md-tag--info'>⭐ 6613</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--info'>[LEGACY]</span> — Weave Net is a resilient container CNI designed to create peer-to-peer overlay networks without external databases or configurations. The project was officially archived by Weaveworks in 2024, prompting teams to migrate to more modern CNI plugins like Cilium and Calico.
 ### Service Mesh
 
 #### VMware Tanzu Ecosystem (4)
@@ -219,6 +226,13 @@
 #### Legacy Tools
 
   - **(2023)** [vmware-tanzu/octant](https://github.com/vmware-archive/octant) <span class='md-tag md-tag--info'>⭐ 6249</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--info'>[LEGACY]</span> — Octant was a widely used extensible, developer-focused dashboard for exploring Kubernetes structures. It was archived in 2023 and has been succeeded by more modern and active alternatives like Lens and K9s.
+## Security
+
+### Supply Chain
+
+#### Enterprise Platform
+
+  - **(2021)** [tanzu.vmware.com: Log4Shell Vulnerability Spotlights the Importance of Adopting Trusted Open Source Software Providers for the Enterprise](https://www.vmware.com/products/app-platform/tanzu)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Examines the strategic imperative of establishing trusted open-source workflows inside enterprise build infrastructures. Demonstrates how Tanzu's curated application platform streamlines immediate mitigation tasks at runtime.
 ## Storage
 
 ### Stateful Workloads
@@ -228,5 +242,5 @@
   - **(2019)** [Stateful Kubernetes-In-a-Box with Kontena Pharos](https://blog.purestorage.com/stateful-kubernetes-pure-service-orchestrator-kontena-pharos) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[LEGACY]</span> — A historical look at combining the Kontena Pharos Kubernetes distribution with Pure Storage orchestrators to run heavy database workloads. Useful for documenting the evolution of early volume mount drivers before CSI stabilization.
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md)
+💡 **Explore Related:** [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Kubectl Commands](./kubectl-commands.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-operators-controllers.md b/v2-docs/kubernetes-operators-controllers.md
index d02fe625..cb6e5bb5 100644
--- a/v2-docs/kubernetes-operators-controllers.md
+++ b/v2-docs/kubernetes-operators-controllers.md
@@ -3,36 +3,14 @@
 !!! info "Architectural Context"
     Detailed reference for Kubernetes Operators Controllers in the context of The Container Stack.
 
-## Cloud Infrastructure
+## GitOps and Continuous Delivery
 
-### Infrastructure as Code
+### GitOps
 
-#### Testing Practices
+#### Argo CD
 
-  - **(2025)** [AI Meets Terraform: Prompt Strategies for Test Generation](https://masterpoint.io/blog/ai-meets-tf-prompt-strategies-for-test-generation)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Outlines specific prompting strategies to automatically draft tests for Terraform modules. Synthesizes automated validation frameworks like `terraform test` with generative AI outputs to ensure infrastructure stability.
-## Cloud Native AI
-
-### Batch Workloads
-
-#### Kueue Scheduling
-
-  - **(2024)** [Red Hat Build of Kueue](https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue#about-kueue) <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> — Curator Insight: Documentation for the Red Hat Build of Kueue scheduler within OpenShift.
-Live Grounding: Kueue offers advanced queueing mechanism controls, priority groupings, and resource quotas, making it the premier platform tool for managing AI/ML and batch workloads.
-## Platform Engineering
-
-### Compute
-
-#### GPU Integration
-
-  - **(2023)** [**Sharing a NVIDIA GPU Between Pods in Kubernetes**](https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kubernetes) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Explores the technicalities of sharing physical NVIDIA GPUs among multiple Pods in Kubernetes. Covers GPU fractional slicing, Multi-Instance GPU (MIG) strategies, and workload optimization for ML/AI clusters.
-## Security
-
-### Secrets Management
-
-#### Cloud Integrations
-
-  - **(2025)** [Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)](https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Evaluates four approaches to integrate Azure Key Vault secrets within AKS environments. Weighs security architectures including Azure Workload Identity and the Secrets Store CSI driver.
+  - **(2025)** [==feat(ui): Add AppSet to Application Resource Tree in Argo CD==](https://github.com/argoproj/argo-cd/pull/26601) <span class='md-tag md-tag--info'>⭐ 22950</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The official GitHub pull request introducing ApplicationSet rendering directly inside the Argo CD UI Resource Tree. This highly demanded improvement provides cluster administrators with superior visibility into generated application topologies and dependencies directly from the dashboard.
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md)
+💡 **Explore Related:** [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Kubectl Commands](./kubectl-commands.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-security.md b/v2-docs/kubernetes-security.md
index 0f32c046..d41d47ea 100644
--- a/v2-docs/kubernetes-security.md
+++ b/v2-docs/kubernetes-security.md
@@ -80,6 +80,13 @@
 *   Details how network privilege escalation can occur via underlying CNI vulnerabilities.
 *   Highlights critical hardening practices for the network layer.
   - **(2020)** [thenewstack.io: Defend the Core: Kubernetes Security at Every Layer](https://thenewstack.io/defend-the-core-kubernetes-security-at-every-layer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical walkthrough of security layers within a standard Kubernetes deployment stack. It illustrates mapping defensive configurations from container code and pipelines down through the API server and network infrastructure.
+## Cloud Native Security
+
+### Supply Chain Security
+
+#### Security Tooling
+
+  - **(2021)** [**cloud.redhat.com: Top Open Source Kubernetes Security Tools of 2021 🌟🌟**](https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A strategic overview of outstanding open-source Kubernetes protection mechanisms. Summarizes and contrasts the deployment use-cases for prominent systems focused on static verification, policy governance, and kernel monitoring.
 ## Microservices
 
 ### Application Lifecycle
@@ -87,6 +94,18 @@
 #### Kubernetes Deployment
 
   - **(2022)** [**itnext.io: Journey Of A Microservice Application In The Kubernetes World 🌟**](https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-6abd625c60fe) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Follows a microservice application from development to full-scale production deployment on Kubernetes, focusing on ingress, security, and scaling. Curator insight breaks down architectural steps, including secure service routing and config separation. Live grounding verifies that understanding the holistic life cycle helps teams avoid standard reliability bottlenecks and secure their continuous delivery setups.
+## Platform Security
+
+### Compliance and Auditing
+
+#### Security Frameworks
+
+  - **(2022)** [**armosec.io: Kubernetes Security Compliance Frameworks 🌟**](https://www.armosec.io/blog/kubernetes-security-frameworks-and-guidance) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Provides a thorough breakdown of standard security compliance frameworks applicable to Kubernetes environments, including CIS Benchmarks, NSA-CISA hardening guides, and MITRE ATT&CK. Details key validation metrics and remediation methods required to audit clusters against these controls.
+### Kubernetes Fundamentals
+
+#### Security Concepts
+
+  - **(2026)** [==kubernetes.io: Overview of Cloud Native Security==](https://kubernetes.io/docs/concepts/security) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The authoritative framework defining Kubernetes security architecture across the 'FourCs' Model: Cloud, Cluster, Container, and Code. Serves as the foundational blueprint for understanding attack vectors, defense-in-depth methodologies, and default-deny paradigms in orchestrating container workloads safely.
 ## Security (2)
 
 ### Access Control
@@ -139,23 +158,13 @@
 #### TLS Automation
 
   - **(2026)** [==cert-manager.io 🌟==](https://cert-manager.io/docs) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The main technical documentation page for cert-manager, the industry-standard PKI and TLS certificate operator for automating certificates generation and renewal.
+  - **(2026)** [==cert-manager/cert-manager==](https://github.com/cert-manager/cert-manager) <span class='md-tag md-tag--info'>⭐ 13830</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Consolidated record of the cert-manager project, automating dynamic certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.
   - **(2022)** [itnext.io: Upgrade Cert-Manager for Your Production Deployment Without Downtime](https://itnext.io/upgrade-cert-manager-for-your-production-deployment-without-downtime-ee5d32fabec8) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Discusses upgrading cert-manager inside highly available environments without causing downtime, explaining migration mappings of CRDs and webhook components.
   - **(2021)** [rejupillai.com: Let’s Encrypt the Web (for free)](https://rejupillai.com/index.php/2021/03/06/configure-tls-on-gke-ingress-for-free-with-lets-encrypt) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Teaches administrators how to configure automated TLS on Google Kubernetes Engine (GKE) endpoints using GKE Ingress controllers and free Let's Encrypt certificates.
 ### Cluster Hardening
 
 #### Best Practices
 
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [Amazon EKS Best Practices Guide for Security 🌟](https://aws.github.io/aws-eks-best-practices) |  | Best Practices | en | 🌟🌟🌟🌟🌟 |
-    | [Kubernetes Security 101: Risks and 29 Best Practices 🌟](https://www.redhat.com/en/topics/containers/kubernetes-security) |  | Best Practices | en | 🌟🌟🌟🌟🌟 |
-    | [armosec.io: Kubernetes Security Best Practices: Definitive Guide](https://www.armosec.io/blog/kubernetes-security-best-practices) |  | Best Practices | en | 🌟🌟🌟🌟 |
-    | [thenewstack.io: 6 Kubernetes Security Best Practices 🌟](https://thenewstack.io/6-kubernetes-security-best-practices) |  | Best Practices | en | 🌟🌟🌟 |
-    | [spectrocloud.com: Kubernetes security best practices: 5 easy ways to cut risk](https://www.spectrocloud.com/blog/kubernetes-security-best-practices-5-easy-ways-to-cut-risk) |  | Best Practices | en | 🌟🌟🌟 |
-
-  - **(2026)** [==Amazon EKS Best Practices Guide for Security 🌟==](https://aws.github.io/aws-eks-best-practices) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: The definitive handbook for securing AWS EKS environments, curated by AWS security engineers. Live Grounding: Serves as the primary operational baseline for hardening network, IAM, data, and compute resources in AWS.
   - **(2024)** [==Kubernetes Security 101: Risks and 29 Best Practices 🌟==](https://www.redhat.com/en/topics/containers/kubernetes-security) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Fundamental 101 guide compiling standard security paradigms and vectors. Live Grounding: Maintained by Red Hat; compiles 29 production-validated rules including image scanning, API isolation, and run-time container metrics.
   - **(2024)** [**armosec.io: Kubernetes Security Best Practices: Definitive Guide**](https://www.armosec.io/blog/kubernetes-security-best-practices) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Comprehensive security handbook focused on practical remediation. Live Grounding: Authored by Armo (developers of Kubescape); highly detailed on network security, host configuration, and scanning orchestration.
   - **(2023)** [thenewstack.io: 6 Kubernetes Security Best Practices 🌟](https://thenewstack.io/6-kubernetes-security-best-practices) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Conceptual breakdown of the six pillars of native Kubernetes security. Live Grounding: Distills complicated architectures into six action items (e.g., container isolation, CIS benchmarks) for fast-growing engineering teams.
@@ -195,7 +204,7 @@
 #### Threat Modeling
 
   - **(2024)** [==owasp.org: OWASP Kubernetes Top Ten==](https://owasp.org/www-project-kubernetes-top-ten) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The official OWASP Kubernetes Top 10 project cataloging critical security issues. Helps engineering teams understand threat models ranging from insecure pod configurations to compromised secrets storage.
-### Compliance and Auditing
+### Compliance and Auditing (1)
 
 #### Audit Methodology
 
@@ -391,6 +400,7 @@
   - **(2023)** [**youtube: Manage Kubernetes Secrets With External Secrets Operator (ESO) 🌟**](https://www.youtube.com/watch?v=SyRZe5YVCVk) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A video walk-through of the External Secrets Operator (ESO). Explains how to orchestrate automated synchronization between external secrets engines and native Kubernetes workflows.
 #### Cloud Integrations (1)
 
+  - **(2025)** [Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)](https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Evaluates four approaches to integrate Azure Key Vault secrets within AKS environments. Weighs security architectures including Azure Workload Identity and the Secrets Store CSI driver.
   - **(2022)** [itnext.io: Effective Secrets with Vault and Kubernetes](https://itnext.io/effective-secrets-with-vault-and-kubernetes-9af5f5c04d06) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explains HashiCorp Vault integration inside Kubernetes environments. Illustrates the Vault Agent Sidecar Injector mechanism, allowing target workloads to resolve credentials directly.
   - **(2021)** [itnext.io: Vault cluster with auto unseal on Kubernetes](https://itnext.io/vault-cluster-with-auto-unseal-on-kubernetes-8e469f9cdcfd) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Details the configurations needed to bootstrap highly available HashiCorp Vault systems using dynamic KMS systems (AWS or GCP) to automate unsealing tasks.
 #### Compliance Auditing (1)
@@ -498,5 +508,5 @@
   - **(2021)** [**snyk.io: 10 Kubernetes Security Context settings you should understand**](https://snyk.io/blog/10-kubernetes-security-context-settings-you-should-understand) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A comprehensive guide on utilizing the Kubernetes `securityContext` API to enforce Pod and container-level boundaries. Curator insight details foundational settings like `runAsNonRoot`, `readOnlyRootFilesystem`, and `allowPrivilegeEscalation`. Live grounding confirms these configurations remain the primary defense-in-depth mechanisms for preventing container breakouts in 2026 production environments.
 
 ---
-💡 **Explore Related:** [Devsecops](./devsecops.md) | [Crossplane](./crossplane.md) | [Pulumi](./pulumi.md)
+💡 **Explore Related:** [Terraform](./terraform.md) | [Iac](./iac.md) | [Devsecops](./devsecops.md)
 
diff --git a/v2-docs/kubernetes-tools.md b/v2-docs/kubernetes-tools.md
index 4cabffe1..3b2fba8c 100644
--- a/v2-docs/kubernetes-tools.md
+++ b/v2-docs/kubernetes-tools.md
@@ -19,6 +19,13 @@
 ##### Red Hat OpenShift
 
   - **(2023)** [Maistra.io](https://maistra.io) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The home portal for Maistra, the open-source upstream project that powers Red Hat OpenShift Service Mesh. Provides a tailored package of Istio, Jaeger, Kiali, and Envoy adapted specifically for multi-tenant, secure enterprise OpenShift deployments.
+## Developer Reference
+
+### Syntax Cheat Sheets
+
+#### Language Manuals
+
+  - **(2026)** [QuickRef.ME - Quick Reference Cheat Sheets](https://quickref.me/index.html) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A massive aggregator of high-density cheat sheets and quick reference guides covering terminal systems, programming syntaxes, database commands, and deployment paradigms.
 ## Developer Tools
 
 ### Terminal Systems
@@ -26,6 +33,18 @@
 #### AI Tooling
 
   - **(2025)** [Warp: The Agentic Development Environment](https://www.warp.dev)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Evaluates Warp, a Rust-based modern terminal platform embedding native AI workflows. Outlines command prediction, architectural collaboration features, and native agentic debugging directly from terminal logs.
+## Observability and Performance
+
+### Kubernetes Internals
+
+#### Autotuning
+
+  - **(2025)** [How Kruize Optimizes OpenShift Workloads](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads#what_is_kruize_autotune_) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Provides a comprehensive overview of how Kruize Autotune optimizes resource efficiency in OpenShift and Kubernetes workloads. Evaluates real-time scaling mechanisms and automated recommendations to reduce resource waste.
+### Performance Testing
+
+#### Microservices
+
+  - [garden.io: Performance testing on a microservice architecture](https://docs.garden.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official integration documentation for running non-disruptive, end-to-end performance tests within a modern microservices workflow. Emphasizes utilizing Garden's graph-based execution framework for local and CI load validation.
 ## Operations and Management
 
 ### Cluster Visualizers
@@ -57,12 +76,43 @@
 #### Enterprise Tooling
 
   - **(2024)** [PMEase QuickBuild](https://www.pmease.com) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A commercial continuous integration and release management system offering robust build configuration inheritance, graphical pipeline design, and extensive platform agent management. Favored by enterprises requiring complex build tree structures.
+### Compute
+
+#### GPU Integration
+
+  - **(2023)** [**Sharing a NVIDIA GPU Between Pods in Kubernetes**](https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kubernetes) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Explores the technicalities of sharing physical NVIDIA GPUs among multiple Pods in Kubernetes. Covers GPU fractional slicing, Multi-Instance GPU (MIG) strategies, and workload optimization for ML/AI clusters.
+### Infrastructure as Code
+
+#### GitHub Actions Runners
+
+##### AWS
+
+  - **(2024)** [**Cloud Posse runs-on: GitHub Actions Self-Hosted Runners**](https://docs.cloudposse.com/components/library/aws/runs-on) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A robust, production-tested Terraform component for deploying and autoscaling self-hosted GitHub Actions runners inside AWS. Integrates with AWS ECS, EKS, or EC2 to provide secure, ephemeral, and cost-effective pipeline execution environments.
 ### Kubernetes Management
 
 #### PaaS Solutions
 
   - **(2024)** [**Devtron Labs: Devtron provides a 'seamless,’ 'implementation agnostic uniform interface' across Kubernetes Life Cycle integrated with most Opensource and commercial tools**](https://devtron.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An open-source, enterprise-grade Kubernetes dashboard and application management suite designed to abstract Kubernetes complexity. Combines CI/CD capabilities, security auditing, multi-cluster GitOps orchestration, and centralized logs into a unified, highly intuitive control plane.
   - **(2024)** [Canine: A Developer-friendly PaaS for Kubernetes](https://canine.sh) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An ultra-lightweight, developer-friendly Platform-as-a-Service (PaaS) built on top of Kubernetes. Focuses on minimizing the friction of infrastructure management by automating container packaging, ingress configuration, and SSL provisioning for rapid app deployments.
+## Public Cloud Platforms
+
+### AWS (1)
+
+#### EKS Cost Optimization
+
+##### Spot Management
+
+  - **(2026)** [**aws/aws-node-termination-handler 🌟**](https://github.com/aws/aws-node-termination-handler) <span class='md-tag md-tag--info'>⭐ 1755</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — High-efficiency agent ensuring EKS pod rescheduling during abrupt EC2 instance maintenance events, Spot interruptions, or ASG rebalance recommendations. Gracefully drains affected nodes, maintaining overall cluster operational reliability.
+#### Resource Provisioning
+
+  - **(2026)** [==AWS Controllers for Kubernetes (ACK) 🌟==](https://github.com/aws-controllers-k8s/community) <span class='md-tag md-tag--info'>⭐ 2627</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Official community hub and development ecosystem for ACK (AWS Controllers for Kubernetes). Enables teams to model and provision standard cloud resources like RDS databases, SQS queues, and S3 buckets directly using native Kubernetes YAML configurations.
+## Public Cloud Providers
+
+### Azure Kubernetes Service AKS
+
+#### Troubleshooting and Diagnostics
+
+  - **(2021)** [github.com/OvidiuBorlean/kubectl-windumps](https://github.com/OvidiuBorlean/kubectl-windumps) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[LEGACY]</span> — A specialized kubectl plugin facilitating raw packet capturing on AKS Windows worker nodes. Live grounding indicates the repository has been inactive for over four years, yet it remains a valuable conceptual reference for troubleshooting deep TCP/IP anomalies on legacy Windows container deployments.
 ## Security
 
 ### Secrets Management
@@ -88,5 +138,5 @@
   - **(2025)** [Cursor Bugbot Effort Levels Documentation](https://cursor.com/docs/bugbot#effort-levels) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official documentation explaining the Cursor Bugbot's dynamic execution tiering, balancing deep semantic analysis and token limits against codebase complexity metrics.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/kubernetes-troubleshooting.md b/v2-docs/kubernetes-troubleshooting.md
deleted file mode 100644
index ad33b7ea..00000000
--- a/v2-docs/kubernetes-troubleshooting.md
+++ /dev/null
@@ -1,25 +0,0 @@
-# Kubernetes Troubleshooting
-
-!!! info "Architectural Context"
-    Detailed reference for Kubernetes Troubleshooting in the context of The Container Stack.
-
-## Observability
-
-### Capacity Management
-
-#### Kernel Internals
-
-##### Pod Throttling
-
-  - **(2024)** [**CPU Limits in Kubernetes: Deep Dive into Pod Throttling and Kernel Interactions**](https://www.linkedin.com/pulse/cpu-limits-kubernetes-why-your-pod-idle-still-deep-dive-lazarev-k3m7f?utm_source=share&utm_medium=member_android&utm_campaign=share_via) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A deep analysis of the Linux kernel's Completely Fair Scheduler (CFS) quotas and how they cause Kubernetes pod throttling despite low resource utilization. Indispensable for engineers diagnosing performance degradation under restrictive CPU limit settings.
-## Observability and Performance
-
-### Kubernetes Internals
-
-#### Resource Management
-
-  - **(2024)** [The Hidden CPU Throttling Crisis in Kubernetes Clusters](https://www.kubenatives.com/p/the-hidden-cpu-throttling-crisis) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An in-depth analysis exposing the silent threat of CPU throttling inside Kubernetes clusters caused by rigid CFS quota management. Demonstrates how microservices suffer latency spikes even with low aggregate CPU consumption.
-
----
-💡 **Explore Related:** [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Openshift](./openshift.md)
-
diff --git a/v2-docs/kubernetes-tutorials.md b/v2-docs/kubernetes-tutorials.md
index 3d698e95..9248e3ea 100644
--- a/v2-docs/kubernetes-tutorials.md
+++ b/v2-docs/kubernetes-tutorials.md
@@ -3,14 +3,16 @@
 !!! info "Architectural Context"
     Detailed reference for Kubernetes Tutorials in the context of Architectural Foundations.
 
-## Platform Engineering
+## Cloud Providers
 
-### CI-CD Pipelines
+### Azure
 
-#### Jenkins
+#### AKS
 
-  - **(2023)** [**Back of the Napkin Guide to Updating Jenkins**](https://www.jenkins.io/blog/2023/10/31/marc-s-napkin-upgrade-guide) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly practical, pragmatic guide from a core Jenkins maintainer outlining safe upgrade strategies for Jenkins controllers and its complex plugin ecosystem. Reduces administrative friction by emphasizing snapshot backups, compatibility matrices, and staged canary verification.
+##### Hands-on Labs
+
+  - **(2023)** [**AKS Labs - Introduction**](https://azure-samples.github.io/aks-labs/docs/intro) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Microsoft's structured laboratory ecosystem designed to onboard engineers to Azure Kubernetes Service (AKS). The content delivers a reliable, production-aligned guide covering core infrastructure topics such as advanced networking, cluster security integration, and enterprise scaling mechanics.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/kubernetes.md b/v2-docs/kubernetes.md
index 0a100480..4c4d3e90 100644
--- a/v2-docs/kubernetes.md
+++ b/v2-docs/kubernetes.md
@@ -13,14 +13,11 @@
 Live Grounding: Delivers pre-integrated capabilities and action templates allowing Enterprise Gemini Agents to dynamically execute API operations, retrieve structured data, and handle multi-step workflows.
 ## Cloud Infrastructure
 
-### Orchestration
+### GPU Compute
 
-#### Cluster Resource Management
+#### Model Deployment
 
-  - **(2022)** [Allocatable memory and CPU in Kubernetes Nodes 🌟](https://learnkube.com/allocatable-resources) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Technical breakdown of node allocatable resources in Kubernetes. Explains how `kube-reserved`, `system-reserved`, and eviction thresholds reduce physical capacity available for user pods.
-#### Managed Kubernetes
-
-  - **(2022)** [**learnk8s.io/research:  Comparison of Kubernetes managed services 🌟**](https://learnkube.com/research) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Comprehensive comparison matrix evaluating key metrics of major managed Kubernetes engines, mapping out scalability limits, upgrade strategies, and CNI setups.
+  - **(2025)** [How to run Deepseek R1 LLMs on GPU Droplets](https://www.digitalocean.com/community/tutorials/deepseek-r1-gpu-droplets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Tactical walkthrough showing how to provision DigitalOcean GPU Droplets to serve DeepSeek-R1. Configures vLLM runtimes, registers systemd units, and establishes benchmarking paradigms to maximize inference performance on cost-effective infrastructure.
 ### Service Mesh
 
 #### Istio Mesh
@@ -33,44 +30,13 @@ Live Grounding: Delivers pre-integrated capabilities and action templates allowi
 #### Fleet Management
 
   - **(2025)** [Limitless Kubernetes Scaling for AI and Data-intensive Workloads: The AKS Fleet Strategy](http://blog.aks.azure.com/2025/04/02/Scaling-Kubernetes-for-AI-and-Data-intensive-Workloads) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Deep dives into Azure Kubernetes Service (AKS) Fleet Manager strategies to run multi-cluster AI workloads. Outlines global routing, high-density scheduling optimizations, and cross-cluster resource synchronization required for distributed training.
-## Cloud Native Architecture
+## Developer Tools
 
-### Orchestration (1)
+### AI Coding Assistants
 
-#### Kubernetes Pod Lifecycle
+#### Agentic Workflows
 
-  - **(2021)** [**K8s prevent queue worker Pod from being killed during deployment**](https://itnext.io/k8s-prevent-queue-worker-pod-from-being-killed-during-deployment-4252ea7c13f6) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Provides concrete technical implementation strategies to prevent abrupt termination of active queue worker Pods during rolling Kubernetes updates. It details the effective utilization of `preStop` hooks and graceful shutdown signals within Pod specifications. It ensures zero-loss processing of long-running asynchronous messages.
-## Cloud-Native Infrastructure
-
-### GitOps and Declarative Delivery
-
-#### Argo Project Ecosystem
-
-  - **(2026)** [ArgoCon North America 2026 Call for Proposals](https://events.linuxfoundation.org/kubecon-cloudnativecon-north-america/co-located-events/argocon/#call-for-proposals) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--warning'>[EMERGING]</span> — Curator Insight: Direct portal to community sessions, submissions, and emerging patterns for the Argo GitOps suite in 2026. Live Grounding: Acts as the primary standard gathering point for Kubernetes GitOps continuous delivery. Keeps teams abreast of cutting-edge development paths in orchestration.
-## GitOps and Continuous Delivery
-
-### Deployment Strategies
-
-#### Blue-Green
-
-  - **(2022)** [==semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟==](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A highly-rated technical guide illustrating step-by-step implementation of automated Blue-Green deployments within a Kubernetes cluster. Details traffic switching using Kubernetes Services and ingress resources, highlighting rollback procedures and pipeline workflow integration.
-### Progressive Delivery
-
-#### Theory
-
-  - **(2024)** [**harness.io: Progressive Delivery: Everything You Need to Know**](https://www.harness.io/blog) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A masterclass resource explaining the evolutionary shift from standard continuous delivery to progressive delivery. Explains integration of automated canary releases with advanced deployment patterns, metrics monitoring, and developer self-service.
-## Infrastructure
-
-### Cluster Provisioning
-
-#### Canonical Juju
-
-  - **(2026)** [**Conjure up**](https://canonical.com/juju) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — The canonical toolset for automating cloud operations using Juju charms. Simplifies the installation of Charmed Kubernetes clusters across various clouds. Note: Conjure-up has been fully integrated and evolved directly into Canonical Juju's primary modeling environment.
-### Containerization
-
-#### Kernel Internals
-
-  - **(2023)** [**Controlling Process Resources with Linux Control Groups (cgroups)**](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A deep, interactive laboratory walk-through demonstrating how Linux Control Groups (cgroups) throttle and isolate system resources. Crucial baseline knowledge for understanding container limits in Kubernetes.
+  - **(2025)** [Development Environments for Cloud Agents](https://cursor.com/blog/cloud-agent-development-environments) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analyzes the infrastructure required to run high-autonomy AI coding agents. Discusses secure sandboxing, runtime requirements, and interactive execution environments designed to bridge LLMs with real-world system runtimes safely.
 ## Networking
 
 ### Ingress
@@ -80,13 +46,6 @@ Live Grounding: Delivers pre-integrated capabilities and action templates allowi
 ##### Istio Integration
 
   - **(2025)** [**Application Gateway for Containers: Istio Integration**](https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A modern engineering analysis detailing the integration of Azure Application Gateway for Containers (AGC) with an internal Istio service mesh topology. Focuses on seamless north-south traffic routing and end-to-end TLS bridging configurations inside Azure cloud architectures.
-## Platform Engineering
-
-### CI-CD Security
-
-#### Azure DevOps
-
-  - **(2025)** [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical guide explaining the installation and automated orchestration of Dependabot-style dependency scanning and automated PR version updates within Azure DevOps repositories. Written in Spanish. [SPANISH CONTENT]
 ## Security
 
 ### Identity Management
@@ -96,5 +55,5 @@ Live Grounding: Delivers pre-integrated capabilities and action templates allowi
   - **(2025)** [**From Zero to Hero with Identity and Access Control in Azure Kubernetes Service**](https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-hero-with-identity-and-access-control-in-azure-kubernetes-service/4386350) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Architect blueprint for managing Microsoft Entra ID integration in Azure Kubernetes Service. Live Grounding: Walks through configuring fine-grained identity federation and replacing Kubernetes cluster roles with enterprise Azure AD mappings.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Git](./git.md) | [Introduction](./introduction.md) | [Kubernetes Tools](./kubernetes-tools.md)
 
diff --git a/v2-docs/kustomize.md b/v2-docs/kustomize.md
deleted file mode 100644
index 582d189e..00000000
--- a/v2-docs/kustomize.md
+++ /dev/null
@@ -1,18 +0,0 @@
-# Kustomize
-
-!!! info "Architectural Context"
-    Detailed reference for Kustomize in the context of Hardened Infrastructure.
-
-## Networking
-
-### Ingress
-
-#### Traefik
-
-##### Kustomize Deployments
-
-  - **(2020)** [blog.tomarrell.com: Kustomize: Traefik v2.2 as a Kubernetes Ingress Controller](https://blog.tomarrell.com/post/traefik_v2_on_kubernetes) 🌟🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — An operations blog outlining Traefik v2.2 deployment using Kustomize overlays. Although the specific Traefik CRD API versions are legacy, the architectural structure of managing ingress with Kustomize remains highly educational.
-
----
-💡 **Explore Related:** [Devsecops](./devsecops.md) | [Crossplane](./crossplane.md) | [Pulumi](./pulumi.md)
-
diff --git a/v2-docs/linux-dev-env.md b/v2-docs/linux-dev-env.md
index 999a341d..869bb59e 100644
--- a/v2-docs/linux-dev-env.md
+++ b/v2-docs/linux-dev-env.md
@@ -12,5 +12,5 @@
   - **(2026)** [==asdf version manager (asdf-vm)==](https://asdf-vm.com) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An extensible, multi-language version manager capable of centralizing tool runtimes through a unified CLI configuration file (`.tool-versions`). Eliminates environmental drift across localized developer workspaces by managing multiple CLI toolchains via a modular plugin architecture.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [Golang](./golang.md)
+💡 **Explore Related:** [Dotnet](./dotnet.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
diff --git a/v2-docs/linux.md b/v2-docs/linux.md
index b2034cfb..3fc3f0af 100644
--- a/v2-docs/linux.md
+++ b/v2-docs/linux.md
@@ -102,6 +102,13 @@
 #### Visual Diffing
 
   - **(2020)** [opensource.com: Don't love diff? Use Meld instead](https://opensource.com/article/20/3/meld) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight presents Meld as a highly visual diff and merge application for comparing files and directories. Live Grounding showcases its continuous integration into modern Git environments as an intuitive tool for resolving merge conflicts. It remains a reliable desktop alternative for development teams looking for deeper side-by-side file visualizations.
+## Education
+
+### Infrastructure Automation
+
+#### Tutorials
+
+  - **(2025)** [learnitguide.net 🌟](https://www.learnitguide.net) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A systematic, text-based documentation portal offering modular training on enterprise Linux administration, automation, bash script configurations, and core networking blueprints.
 ## Enterprise Administration
 
 ### Career
@@ -131,6 +138,7 @@
 
 #### Kernel Internals
 
+  - **(2023)** [**Controlling Process Resources with Linux Control Groups (cgroups)**](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A deep, interactive laboratory walk-through demonstrating how Linux Control Groups (cgroups) throttle and isolate system resources. Crucial baseline knowledge for understanding container limits in Kubernetes.
   - **(2021)** [**How Linux PID namespaces work with containers 🌟**](https://www.redhat.com/en/blog/linux-pid-namespaces) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An elegant, system-level explanation of PID namespaces from Red Hat engineers. Demonstrates how host process identifiers map down into isolated container layers, establishing safe sandbox boundaries.
 ### Observability
 
@@ -308,6 +316,13 @@
   - **(2022)** [linuxteck.com: 15 basic useful firewall-cmd commands in Linux](https://www.linuxteck.com/basic-useful-firewall-cmd-commands-in-linux) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical walkthrough of firewalld configurations using the firewall-cmd CLI. Covers zone management, permanent versus runtime rule definitions, and service-based port bindings for modern Red Hat enterprise environments.
 ## Observability (1)
 
+### Capacity Management
+
+#### Kernel Internals (1)
+
+##### Pod Throttling
+
+  - **(2024)** [**CPU Limits in Kubernetes: Deep Dive into Pod Throttling and Kernel Interactions**](https://www.linkedin.com/pulse/cpu-limits-kubernetes-why-your-pod-idle-still-deep-dive-lazarev-k3m7f?utm_source=share&utm_medium=member_android&utm_campaign=share_via) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A deep analysis of the Linux kernel's Completely Fair Scheduler (CFS) quotas and how they cause Kubernetes pod throttling despite low resource utilization. Indispensable for engineers diagnosing performance degradation under restrictive CPU limit settings.
 ### Metrics Collection
 
 #### Daemon Monitoring
@@ -343,6 +358,7 @@
 #### CLI Curation
 
   - **(2025)** [==The Art of Command Line==](https://github.com/jlevy/the-art-of-command-line) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — The premium, single-page reference for command-line mastery. Highly dense and comprehensive, it targets engineers seeking to elevate their terminal habits, performance tracing, and file management efficiency.
+  - **(2025)** [**CommandLineFu 🌟**](https://www.commandlinefu.com/commands/browse) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An immense, user-voted platform for sharing and assessing terminal tricks. Perfect for tracking down highly specific, multi-tool regex constructs or one-liners.
   - **(2024)** [twitter.com/commandlinefu](https://x.com/commandlinefu) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official social channel broadcasting top command-line tips from the CommandLineFu portal. Useful for continuous bite-sized technical integration.
   - **(2023)** [twitter.com/commandlinefu3](https://x.com/commandlinefu3) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Supplementary feed mirroring automated script updates and terminal command structures.
   - **(2023)** [twitter.com/commandlinefu10](https://x.com/commandlinefu10) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Secondary distribution pipeline showcasing community-submitted bash recipes and diagnostic tools.
@@ -374,11 +390,11 @@
   - **(2025)** [==github.com/zsh-users/zsh-autosuggestions 🌟==](https://github.com/zsh-users/zsh-autosuggestions) <span class='md-tag md-tag--info'>⭐ 35560</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A highly efficient Zsh plugin that suggests commands as you type based on shell history. Greatly boosts productivity and matches the usability standard popularized by the Fish shell.
 ## Security (1)
 
-### Linux Hardening
+### Compliance
 
-#### Best Practices
+#### Host Hardening
 
-  - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) <span class='md-tag md-tag--info'>⭐ 27424</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An exhaustive, highly popular guide for securing production Linux environments. Covers SSH hardening, firewalls, user permission boundaries, 2FA, kernel optimization, audit logs, and automated vulnerability scanning.
+  - **(2021)** [sysadminxpert.com: How to do Security Auditing of CentOS System Using Lynis Tool](https://sysadminxpert.com/how-to-do-security-auditing-of-centos-system-using-lynis-tool)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A detailed Linux auditing walkthrough using the Lynis tool to harden target environments. Provides granular shell instructions for reviewing user-space permissions, file integrity, and core system policies.
 ### Systems Hardening
 
 #### User Auditing
@@ -439,6 +455,7 @@
   - **(2026)** [==zx==](https://github.com/google/zx) <span class='md-tag md-tag--info'>⭐ 45504</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A revolutionary library by Google allowing developers to write rich shell scripts using JavaScript or TypeScript. Intuitively wraps child-process execution, making complex scripting pipelines highly readable and safe.
 #### Secure Bash
 
+  - **(2025)** [==Bash Pitfalls 🌟==](http://mywiki.wooledge.org/BashPitfalls) <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> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — The legendary Wooledge guide listing common Bash coding mistakes and how to fix them. Covering quoting, scope, pipeline traps, and array logic, this resource is a mandatory read for any systems engineer.
   - **(2024)** [==github: Safe ways to do things in bash==](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) <span class='md-tag md-tag--info'>⭐ 4782</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--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — The ultimate reference manual for writing safe, robust shell scripts, maintained as part of the Shellharden project. Explains how to avoid typical syntax traps, highlighting strict quoting guidelines and expansion rules.
 #### Zsh Debugging
 
@@ -580,5 +597,5 @@
   - **(2021)** [**tecmint.com: Testssl.sh – Testing TLS/SSL Encryption Anywhere on Any Port**](https://www.tecmint.com/testssl-sh-test-tls-ssl-encryption-in-linux-commandline) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A hands-on installation and usage guide for testssl.sh, an open-source command-line security auditing tool. It demonstrates how to scan endpoints on any port to detect SSL/TLS vulnerabilities, cipher suite issues, and configuration flaws.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Introduction](./introduction.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/liquibase.md b/v2-docs/liquibase.md
index ecd6e83a..2cdce1dd 100644
--- a/v2-docs/liquibase.md
+++ b/v2-docs/liquibase.md
@@ -33,5 +33,5 @@
   - **(2020)** [percona: Database Schema Management Via Liquibase](https://www.percona.com/community-blog/2020/10/01/database-schema-management-via-liquibase)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — 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.
 
 ---
-💡 **Explore Related:** [Devsecops](./devsecops.md) | [Crossplane](./crossplane.md) | [Pulumi](./pulumi.md)
+💡 **Explore Related:** [Terraform](./terraform.md) | [Iac](./iac.md) | [Kubernetes Security](./kubernetes-security.md)
 
diff --git a/v2-docs/lowcode-nocode.md b/v2-docs/lowcode-nocode.md
index a4c91927..e4867c2c 100644
--- a/v2-docs/lowcode-nocode.md
+++ b/v2-docs/lowcode-nocode.md
@@ -18,5 +18,5 @@
   - **(2020)** [acloudguru.com: AWS adds to the no-code pile: Is it the end of the engineer?](https://www.pluralsight.com/resources/blog/cloud/aws-adds-to-the-no-code-pile-is-it-the-end-of-the-engineer) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analyzes the release of AWS Honeycode and dissects whether the rise of visual application editors signals the replacement of traditional software engineers. Emphasizes why deep infrastructure skills remain indispensable.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [Golang](./golang.md)
+💡 **Explore Related:** [Dotnet](./dotnet.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
diff --git a/v2-docs/managed-kubernetes-in-public-cloud.md b/v2-docs/managed-kubernetes-in-public-cloud.md
index 5de61ce9..20dd684d 100644
--- a/v2-docs/managed-kubernetes-in-public-cloud.md
+++ b/v2-docs/managed-kubernetes-in-public-cloud.md
@@ -17,12 +17,16 @@
 #### AWS EKS Tools
 
   - **(2026)** [==eksctl: EKS installer==](https://github.com/eksctl-io/eksctl) <span class='md-tag md-tag--info'>⭐ 5202</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The official CLI tool for creating and managing EKS clusters on AWS. Automates CloudFormation stacks, node group configurations, IAM integration (IRSA), and VPC provisions.
+#### Cluster Resource Management
+
+  - **(2022)** [Allocatable memory and CPU in Kubernetes Nodes 🌟](https://learnkube.com/allocatable-resources) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Technical breakdown of node allocatable resources in Kubernetes. Explains how `kube-reserved`, `system-reserved`, and eviction thresholds reduce physical capacity available for user pods.
 #### Cluster Security
 
   - **(2021)** [Amazon EKS Security Best Practices](https://www.stackrox.io/blog/amazon-eks-security-best-practices) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Exhaustive architectural guide compiling key security recommendations for EKS. Addresses IAM integration, VPC configurations, network segmentation, and host vulnerability hardening.
   - **(2021)** [EKS Service Accounts Explained](https://fika.works/blog/eks-service-accounts) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Architectural deep-dive explaining IAM Roles for Service Accounts (IRSA) in EKS. Demystifies OIDC providers, identity mapping, and least-privilege pod-level AWS credential injection.
 #### Managed Kubernetes
 
+  - **(2022)** [**learnk8s.io/research:  Comparison of Kubernetes managed services 🌟**](https://learnkube.com/research) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Comprehensive comparison matrix evaluating key metrics of major managed Kubernetes engines, mapping out scalability limits, upgrade strategies, and CNI setups.
   - **(2023)** [community.aws/kubernetes](https://builder.aws.com/learn/topics/kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — AWS builder portal hub focusing on EKS and cloud-native practices, featuring deep-dives, developer tutorials, and best practices.
   - **(2022)** [armosec.io: Which Managed Kubernetes Is Right for Me?](https://www.armosec.io/blog/which-managed-kubernetes-is-right-for-me) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Comparative analysis evaluating EKS, AKS, and GKE. Focuses on security defaults, networking models, IAM integration, and pricing models to assist architects in selection.
   - **(2021)** [infoworld.com: 6 reasons to switch to managed Kubernetes](https://www.infoworld.com/article/2264256/6-reasons-to-switch-to-managed-kubernetes.html) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explores key drivers for offloading Kubernetes cluster administration to managed services. Examines control-plane management, security patching, and scaling benefits.
@@ -67,6 +71,7 @@
   - **(2020)** [github.com/rebataur/djkube](https://github.com/rebataur/fskube) <span class='md-tag md-tag--info'>⭐ 27</span> 🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — A lightweight, community-driven development aid designed to bridge local filesystems with Kubernetes volumes. Live Grounding indicates the project has had minimal recent activity, classifying it as a legacy utility. It may serve as a historical reference implementation for simple synchronization mechanisms.
 #### FinOps
 
+  - **(2022)** [aws.amazon.com: Understanding and Cost Optimizing Amazon EKS Control Plane Logs](https://aws.amazon.com/blogs/containers/understanding-and-cost-optimizing-amazon-eks-control-plane-logs) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analyzes CloudWatch logging costs generated by EKS API server audit logs, offering practical strategies to filter and optimize them. It details how to use Logstash, FluentBit, or CloudWatch filter patterns to eliminate verbose, low-value telemetry. Crucial for enterprise platform administrators looking to cut hidden SaaS expenses.
   - **(2022)** [AWS and Kubecost collaborate to deliver cost monitoring for EKS customers](https://aws.amazon.com/blogs/containers/aws-and-kubecost-collaborate-to-deliver-cost-monitoring-for-eks-customers) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Documents the native integration of Kubecost with EKS to offer real-time, granular cost visibility for cloud platform operators. It highlights cost attribution strategies across namespaces, controller types, and pods. This collaboration ensures users have access to reliable financial telemetry directly within their cluster control systems.
 #### GitOps
 
@@ -91,7 +96,6 @@
   - **(2021)** [aws.amazon.com: Getting started with Amazon EKS Anywhere](https://aws.amazon.com/blogs/containers/introducing-general-availability-of-amazon-eks-anywhere) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An introductory walkthrough from the AWS Container team illustrating the step-by-step setup of EKS Anywhere clusters on VMware vSphere. It covers the preparation of local hardware resources, networking topologies, and the use of the `eksctl anywhere` CLI command. Highly practical starting guide for hybrid trials.
 #### Infrastructure as Code
 
-  - **(2026)** [==github.com/aws-ia/terraform-aws-eks-blueprints (examples) 🌟🌟🌟==](https://github.com/aws-ia/terraform-aws-eks-blueprints) <span class='md-tag md-tag--info'>⭐ 3021</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A highly opinionated, production-ready collection of Terraform modules designed to accelerate Amazon EKS cluster deployments. Live Grounding highlights its architecture for bootstrapping clusters with essential add-ons like Karpenter, AWS Load Balancer Controller, and Prometheus. It represents the industry standard for declarative EKS infrastructure provisioning.
   - **(2024)** [**aws-quickstart/cdk-eks-blueprints: Amazon EKS Blueprints for CDK**](https://github.com/awslabs/cdk-eks-blueprints) <span class='md-tag md-tag--info'>⭐ 511</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An AWS Cloud Development Kit (CDK) based framework that simplifies bootstrapping and configuring production-ready EKS clusters. Synthesizing developer insight with live deployment footprints, it provides programmatic control over EKS configurations, core add-ons, and IAM integrations. It is ideal for teams seeking TypeScript/Python program-based IaC over static YAML or HCL configurations.
 #### Lifecycle Management
 
@@ -141,6 +145,7 @@
 #### Security
 
   - **(2025)** [**aws-samples/hardeneks**](https://github.com/aws-samples/hardeneks) <span class='md-tag md-tag--info'>⭐ 957</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A command-line interface tool designed to run programmatic audits against an EKS cluster to identify violations of EKS Best Practices. It reviews cluster networking, IAM, configuration control, and pod policies. The output acts as an actionable hardening roadmap for platform operators.
+  - **(2023)** [**Amazon EKS introduces EKS Pod Identity**](https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Highlights the launch of EKS Pod Identity, an evolved architectural alternative to IRSA (IAM Roles for Service Accounts). By utilizing a highly optimized local agent daemon on worker nodes, it simplifies IAM association, scales beyond IRSA session limits, and works across multiple clusters with ease. A fundamental improvement to EKS access management.
   - **(2023)** [cast.ai: EKS Security Checklist: 10 Best Practices for a Secure Cluster](https://cast.ai/blog/eks-security-checklist-10-best-practices-for-a-secure-cluster) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An actionable security checklist compiled by Cast.ai, detailing major cluster isolation and hardening vectors for EKS. Highlights include IAM role configurations, network policy enforcement, control plane logging, and image scanning pipelines. Ideal for rapid architectural audits before promotion to production.
   - **(2021)** [itnext.io: AWS Elastic Kubernetes Service: RBAC Authorization via AWS IAM and RBAC Groups](https://itnext.io/aws-elastic-kubernetes-service-rbac-authorization-via-aws-iam-and-rbac-groups-7b70ded144b5) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Details the inner workings of mapping AWS IAM identity vectors to Kubernetes internal Role-Based Access Control (RBAC) groups via `aws-auth` ConfigMaps or newer EKS Access Entries. It presents strategies for configuring secure, least-privilege team cluster access. Vital for security compliance in multi-tenant environments.
   - **(2022)** [devoriales.com: AWS EKS Secret Encryption: Securing Your EKS Secrets At Rest with AWS KMS](https://devoriales.com/home) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An in-depth guide on enabling envelope encryption for Kubernetes Secrets within Amazon EKS using AWS Key Management Service (KMS). It details the KMS key policy configuration, performance considerations when accessing etcd, and migration patterns for retroactively encrypting existing Secrets.
@@ -190,6 +195,7 @@
   - **(2022)** [techcommunity.microsoft.com: Azure Kubernetes Service and Azure Container Registry Service on Azure Stack Hub](https://techcommunity.microsoft.com/blog/azurestackblog/azure-kubernetes-service-and-azure-container-registry-service-on-azure-stack-hub/3075932) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Reference detailing how to run AKS and ACR on-premises using Azure Stack Hub environments. Outlines patterns for entirely disconnected or strictly regulated on-premises data centers that require standardized Azure cloud workflows.
 #### Infrastructure as Code (1)
 
+  - **(2022)** [build5nines.com: Terraform: Create an AKS Cluster 🌟](https://build5nines.com/terraform-create-an-aks-cluster) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Step-by-step walkthrough explaining the provisioning of fully functioning AKS clusters using Terraform HCL. Provides modular templates containing standard configurations for nodes, subnets, and identity profiles. Excellent for starting GitOps infrastructure-as-code patterns.
   - **(2020)** [docs.cloudblue.com: Deploying an AKS Cluster with Custom IP Ranges (ARM template)](https://docs.cloudblue.com/cbc/20.5/premium/content/Deployment-of-Product-to-Azure-Cloud-Guide/Deploying-AKS-Cluster-with-Custom-IP-Ranges.htm) <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'>[LEGACY]</span> — Technical reference for deploying AKS clusters with specific, custom IP ranges via ARM Templates. While modern architectures have transitioned to Bicep or Terraform, this offers structural networking reference configurations for legacy templates.
 #### Microservices Architecture
 
@@ -295,6 +301,9 @@
 
   - **(2022)** [cloud.google.com: Know more, spend less: how GKE cost optimization insights help you optimize Kubernetes](https://cloud.google.com/blog/products/containers-kubernetes/gke-cost-optimization-insights-now-ga) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Discusses the general availability of GKE's built-in cost optimization dashboards, highlighting over-provisioned namespaces and idle node resources. Analyzes methods to proactively scale down allocations using automated telemetry suggestions.
   - **(2021)** [cloud.google.com: Announcing Spot Pods for GKE Autopilot—save on fault tolerant workloads](https://cloud.google.com/blog/products/containers-kubernetes/announcing-spot-pods-for-gke-autopilot) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Announces and reviews the engineering mechanics of GKE Autopilot Spot Pods. Analyzes how fault-tolerant workloads can utilize dynamic pricing discounts of up to 60-80% using automated Spot scheduling policies.
+#### Data Protection
+
+  - **(2022)** [cloud.google.com: Announcing Backup for GKE: the easiest way to protect GKE workloads](https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launches-backups-for-gke) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Deep dive into the native GKE Backup service, designed for stateful application restoration and cluster disaster recovery. Discusses how to safeguard configuration metadata and persistent volume states natively through GCP APIs.
 #### GKE Networking
 
   - **(2024)** [Kubernetes Cloud DNS](https://docs.cloud.google.com/kubernetes-engine/docs/how-to/cloud-dns#vpc_scope_dns) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A technical implementation guide for GKE Cloud DNS integration using VPC-scope DNS architectures. Explains how to achieve seamless name resolution across hybrid clusters without running local DNS caching daemons.
@@ -336,6 +345,11 @@
 #### Multi-Cloud Evaluation
 
   - **(2022)** [Compare tools for multi-cloud Kubernetes management 🌟](https://www.techtarget.com/searchcloudcomputing/tip/Compare-tools-for-multi-cloud-Kubernetes-management) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Multi-faceted comparison of major ecosystem orchestrators (OpenShift, Rancher, Cloudify, Platform9) evaluating cost, modularity, workload migration ease, and administrative complexity.
+### Infrastructure Provisioning
+
+#### Kubernetes Operators
+
+  - **(2023)** [learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](https://learnkube.com/cloud-resources-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Comparative analysis of Kubernetes Operators for cloud infrastructure provisioning (such as Crossplane, AWS ACK, Google KCC, and Azure ASO). Critiques the shift from Terraform toward declarative reconciliation loops.
 ### Installation Tools
 
 #### KubeKey
@@ -344,6 +358,11 @@
   - **(2021)** [kubesphere.io: Install Kubernetes 1.22 and containerd the Easy Way with kubekey](https://kubesphere.io/blogs/install-kubernetes-containerd) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Demonstrates setting up Kubernetes v1.22 using container runtime interface (CRI) containerd via KubeKey. Covers migrating away from Dockershim configurations seamlessly.
   - **(2021)** [kubesphere.io: Scaling a Kubernetes Cluster: One of the Best Practices for Using KubeKey](https://kubesphere.io/blogs/scale-kubernetes-cluster-using-kubekey) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Step-by-step tutorial highlighting programmatic node scaling in live production environments. Details configuration modifications to hosts.yaml and idempotent runtime adjustments.
   - **(2021)** [itnext.io: Adding Master Nodes to Achieve HA: One of the Best Practices for Using KubeKey](https://itnext.io/adding-master-nodes-to-achieve-ha-one-of-the-best-practices-for-using-kubekey-6207e94b0bdd) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Technical execution guide explaining how to scale a single control plane setup into a multi-master High Availability (HA) cluster. Integrates load balancers and key-value store configurations.
+## Cluster Operations
+
+### Cost Optimization (2)
+
+  - **(2023)** [infoworld.com: Kubernetes cost management for the real world](https://www.infoworld.com/article/2338428/kubernetes-cost-management-for-the-real-world.html) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explores pragmatic methodologies for managing and forecasting costs inside Kubernetes. Contrasts standard manual scaling limits with automated tools like Kubecost and OpenCost, providing architecture guidelines for resource allocation optimization.
 ## Databases
 
 ### SQL Server
@@ -351,16 +370,29 @@
 #### Storage (3)
 
   - **(2023)** [techcommunity.microsoft.com: SQL Server containers on Kubernetes with S3-compatible object storage - Getting started](https://techcommunity.microsoft.com/blog/sqlserver/sql-server-containers-on-kubernetes-with-s3-compatible-object-storage---getting-/3717003) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Guide exploring SQL Server container setups on Kubernetes using S3-compatible object storage backends for backup and recovery patterns. Discusses storage performance metrics and high-availability options in containerized database configurations.
+## DevSecOps
+
+### Culture and Strategy
+
+#### Transition Guides
+
+  - **(2021)** [cloudify.co: Understanding DevSecOps And Its Challenges](https://docs.cloudify.co) <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> — Examines structural challenges in scaling DevSecOps, focusing on multi-cloud security orchestrations. Contrast: Curator Insight highlights simple automation roadblocks, while Live Grounding confirms that managing state drift across multiple Kubernetes regions is the primary blocker. Highly technical perspective.
 ## Public Cloud Platforms
 
 ### AWS (1)
 
 #### Chaos Engineering
 
+  - **(2021)** [Chaos engineering on Amazon EKS using AWS Fault Injection Simulator](https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fault-injection-simulator) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Guided workflow utilizing AWS FIS (Fault Injection Simulator) to execute controlled resilience and disruption experiments against EKS node groups and containers. Demonstrates monitoring system reaction metrics and reinforcing application failover.
   - **(2021)** [thenewstack.io: Deploy Gremlin to Amazon EKS Using AWS CloudFormation](https://thenewstack.io/deploy-gremlin-to-amazon-eks-using-aws-cloudformation) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — This article demonstrates setting up Gremlin on EKS clusters using AWS CloudFormation templates to bootstrap chaos daemonsets. Discusses using disruption tests to validate real-time alerts and state tracking reliability.
 #### Cluster Provisioning
 
   - **(2020)** [POKE - Provision Opinionated Kubernetes on EKS](https://github.com/bit-cloner/poke) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--info'>[LEGACY]</span> — An opinionated tool written to simplify and streamline provisioning of EKS clusters with specific default addons. Due to inactivity for more than four years, it is classified as legacy; teams should look to Terraform, Pulumi, or EKS Blueprints instead.
+#### Container Orchestration Comparison
+
+  - **(2022)** [cast.ai: AWS EKS vs. ECS vs. Fargate: Where to manage your Kubernetes?](https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Comparative evaluation analyzing resource isolation, infrastructure management, and compute overhead between EKS, ECS, and AWS Fargate. Highlights scheduling efficiency, control plane pricing, and cost-of-scale dynamics for enterprise systems.
+  - **(2019)** [cloudonaut.io: Scaling Container Clusters on AWS: ECS and EKS](https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Deep comparison analyzing container scaling mechanics and metrics between ECS (using ASGs) and EKS (using Cluster Autoscaler). The analysis explains scale-up and scale-down behaviors, node provisioning latencies, and resource utilization optimizations.
+  - **(2021)** [clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform 🌟](https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A comparative evaluation of AWS ECS and EKS architectures, evaluating setup speed, configuration overhead, and native AWS integrations. Perfect for planning engineering transitions from basic container platforms to complex, scalable orchestrators.
 #### Continuous Delivery
 
 ##### Canary Deployments
@@ -384,7 +416,6 @@
 
 ##### Spot Management
 
-  - **(2026)** [**aws/aws-node-termination-handler 🌟**](https://github.com/aws/aws-node-termination-handler) <span class='md-tag md-tag--info'>⭐ 1755</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — High-efficiency agent ensuring EKS pod rescheduling during abrupt EC2 instance maintenance events, Spot interruptions, or ASG rebalance recommendations. Gracefully drains affected nodes, maintaining overall cluster operational reliability.
   - **(2019)** [Running spot instances effectively with Amazon EKS](https://signalvnoise.com/svn3/running-spot-instances-effectively-with-amazon-eks) <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> — A real-world operational overview detailing strategies for running production workloads on cost-effective EC2 Spot Instances inside Amazon EKS. The architectural analysis examines handling interruption signals, cluster autoscaler node-group configuration, and stateless workload segregation.
   - **(2019)** [itnext.io: Deploy Kubernetes (K8s) on Amazon AWS using mixed on-demand and spot instances 🌟](https://itnext.io/deploy-kubernetes-k8s-on-amazon-aws-using-mixed-on-demand-and-spot-instances-5440e5bece7) <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> — Deep technical walkthrough of designing highly resilient clusters on AWS mixing On-Demand and Spot Node Groups. Demonstrates taints, tolerations, and affinity configuration policies designed to protect critical workloads from Spot interruptions.
   - **(2022)** [**cast.ai: 8 best practices to reduce your AWS bill for Kubernetes**](https://cast.ai/blog/eks-cost-optimization) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A deep-dive guide specifying concrete mechanisms to scale down unnecessary cloud spending inside EKS clusters. Provides strategies for dynamic right-sizing, Spot-instance scheduling, automated node-consolidation, and down-scaling non-production environments during idle hours.
@@ -453,6 +484,9 @@
 ##### Multi-Tenancy
 
   - **(2021)** [clickittech.com: Kubernetes Multi tenancy with Amazon EKS: Best practices and considerations](https://www.clickittech.com/devops/kubernetes-multi-tenancy) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — This guide details patterns for sharing an EKS cluster among multiple tenants safely. It highlights namespace isolation, network policies, IAM Roles for Service Accounts (IRSA), and resource quotas designed to secure isolated developer environments.
+##### Policy Management
+
+  - **(2021)** [**aws.amazon.com: Easy as one-two-three policy management with Kyverno on Amazon EKS 🌟**](https://aws.amazon.com/blogs/containers/easy-as-one-two-three-policy-management-with-kyverno-on-amazon-eks) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Walkthrough detailing how to manage native policy rules on EKS clusters using Kyverno instead of raw Rego. Illustrates automated resource validation, generation, and mutation patterns to enforce corporate configuration compliance.
 #### EKS Storage
 
 ##### Shared Volumes
@@ -469,7 +503,6 @@
   - **(2021)** [youtube: CloudGeeks - Terraform Eks Kubernetes RDS Secrets Manager Eksctl Cloudformation ALB Controller (Redmine App)](https://www.youtube.com/watch?v=OFZYIr66Ku4&ab_channel=cloudgeeksinc) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Complete orchestration video guide setting up an end-to-end containerized application on AWS EKS using Terraform. Features RDS database attachments, Secrets Manager integrations, and ALB Ingress configurations.
 #### Resource Provisioning
 
-  - **(2026)** [==AWS Controllers for Kubernetes (ACK) 🌟==](https://github.com/aws-controllers-k8s/community) <span class='md-tag md-tag--info'>⭐ 2627</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Official community hub and development ecosystem for ACK (AWS Controllers for Kubernetes). Enables teams to model and provision standard cloud resources like RDS databases, SQS queues, and S3 buckets directly using native Kubernetes YAML configurations.
   - **(2020)** [**Announcing the AWS Controllers for Kubernetes Preview**](https://aws.amazon.com/about-aws/whats-new/2020/08/announcing-the-aws-controllers-for-kubernetes-preview) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The AWS Controllers for Kubernetes (ACK) allows developers to define and manage AWS resources directly from within Kubernetes using custom resources. This bridges the declarative Kubernetes API model with external cloud infrastructure lifecycle management.
 ## Public Cloud Providers
 
@@ -512,6 +545,7 @@
 [SPANISH CONTENT]
 #### Observability and Monitoring
 
+  - **(2024)** [techcommunity.microsoft.com: Advanced Network Observability for your Azure Kubernetes Service clusters through Azure Monitor](https://techcommunity.microsoft.com/blog/azureobservabilityblog/advanced-network-observability-for-your-azure-kubernetes-service-clusters-throug/4176736) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Focuses on utilizing the Advanced Network Observability tool inside AKS. By using modern eBPF technology, it provides insights into packet loss, path drops, and end-to-end routing delays across clusters.
   - **(2024)** [learn.microsoft.com: Monitor Azure Kubernetes Service (AKS) control plane metrics (preview)](https://learn.microsoft.com/en-us/azure/aks/monitor-aks) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Outlines features designed to expose and monitor AKS control plane internal metrics using managed Prometheus and Grafana instances. Details monitoring etcd latency, scheduler run queues, and API server throughput.
 #### Performance Optimization (1)
 
@@ -526,16 +560,17 @@
 [SPANISH CONTENT]
   - **(2022)** [community.ops.io: Configuring AKS to read secrets and certificates from Azure KeyVaults](https://community.ops.io/javi_labs/configuring-aks-to-read-secrets-and-certificates-from-azure-keyvaults-17o1) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Details the structural mapping required to link AKS with Azure Key Vault using the Secrets Store CSI Driver. Synthesizes community configurations with security best practices, highlighting pod-identity integration, dynamic secret rotation, and declarative YAML definitions to replace static inline environment variables.
   - **(2022)** [kristhecodingunicorn.com: Setting Up OAuth 2.0 Authentication for Applications in AKS With NGINX and OAuth2 Proxy](https://www.kristhecodingunicorn.com/post/aks-oauth2-proxy-with-nginx-ingress-controller) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An in-depth configuration guide targeting NGINX Ingress controller annotations and OAuth2 Proxy settings. Synthesizes ingress routing flows with OpenID Connect (OIDC) identity providers to build secure, identity-aware application gateways on AKS without modification of backend application code.
+#### Service Mesh (1)
+
+  - **(2023)** [techcommunity.microsoft.com: How to install an AKS cluster with the Istio service mesh add-on via Bicep](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A declarative infrastructure blueprint outlining how to install and manage the native Istio Service Mesh add-on on AKS using Bicep. Highlights lifecycle management integrations, sidecar provisioning schemes, and traffic routing policies within secure Microsoft architectures.
 #### Specialized Workloads
 
   - **(2024)** [techcommunity.microsoft.com: Running GPU accelerated workloads with NVIDIA GPU Operator on AKS 🌟](https://techcommunity.microsoft.com/blog/azurehighperformancecomputingblog/running-gpu-accelerated-workloads-with-nvidia-gpu-operator-on-aks/4061318) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Highlights the installation and usage of the NVIDIA GPU Operator on AKS. Explains how to orchestrate high-performance computing, AI, and GPU partition options (MIG) for parallel deep learning training directly within Kubernetes worker nodes.
-#### Troubleshooting and Diagnostics
-
-  - **(2021)** [github.com/OvidiuBorlean/kubectl-windumps](https://github.com/OvidiuBorlean/kubectl-windumps) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[LEGACY]</span> — A specialized kubectl plugin facilitating raw packet capturing on AKS Windows worker nodes. Live grounding indicates the repository has been inactive for over four years, yet it remains a valuable conceptual reference for troubleshooting deep TCP/IP anomalies on legacy Windows container deployments.
 ### Google Kubernetes Engine GKE
 
 #### Cluster Management (2)
 
+  - **(2026)** [==Google Kubernetes Engine==](https://cloud.google.com/kubernetes-engine) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The main technical documentation page for GKE (Google Kubernetes Engine). Details foundational and advanced options, covering Autopilot architecture, GKE Datapath V2 routing, and multi-cluster orchestrations.
   - **(2024)** [cloud.google.com: GKE Autopilot 🌟](https://docs.cloud.google.com/kubernetes-engine/docs/concepts/autopilot-overview) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Primary conceptual documentation for GKE Autopilot. Highlights SLA details, security-hardening parameters, dynamic pricing models, and specific restrictions compared to standard node environments.
   - **(2021)** [Introducing GKE Autopilot: a revolution in managed Kubernetes 🌟](https://cloud.google.com/blog/products/containers-kubernetes/introducing-gke-autopilot) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Announces the launch of GKE Autopilot. Discusses its billing models based on active pod specifications and automated node scaling, shifting infrastructure control tasks directly to Google SREs.
   - **(2021)** [youtube: GKE Autopilot - Fully Managed Kubernetes Service From Google 🌟](https://www.youtube.com/watch?v=Zztufl4mFQ4&feature=youtu.be) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A video introduction detailing GKE Autopilot operations and setup tasks. Explains how autopilot takes over day-two operational scaling and outlines fundamental node architecture abstractions.
@@ -554,7 +589,14 @@
 #### Security and Secret Management (1)
 
   - **(2023)** [Fetches all Primitive and Predefined GCP IAM Roles](https://github.com/darkbitio/gcp-iam-role-permissions) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An open-source tool analyzing and exporting detailed lists of GCP IAM permissions and pre-defined roles. Highly beneficial for configuring least-privilege Workload Identity bounds inside secure GKE environments.
+## Security (2)
+
+### Cluster Hardening
+
+#### Best Practices (1)
+
+  - **(2026)** [==Amazon EKS Best Practices Guide for Security 🌟==](https://aws.github.io/aws-eks-best-practices) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: The definitive handbook for securing AWS EKS environments, curated by AWS security engineers. Live Grounding: Serves as the primary operational baseline for hardening network, IAM, data, and compute resources in AWS.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md) | [Aws](./aws.md)
 
diff --git a/v2-docs/matrix-table.md b/v2-docs/matrix-table.md
index 4a2ece8b..f8ca0d7f 100644
--- a/v2-docs/matrix-table.md
+++ b/v2-docs/matrix-table.md
@@ -3,6 +3,13 @@
 !!! info "Architectural Context"
     Detailed reference for Matrix Table in the context of Architectural Foundations.
 
+## Networking
+
+### Ingress Controllers
+
+#### Comparison
+
+  - **(2024)** [==Learnk8s: Comparison of Kubernetes Ingress controllers 🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit#gid=907731238) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An industry-standard comparison spreadsheet analyzing over a dozen Kubernetes Ingress controllers. Details performance, dynamic reloading capabilities, routing protocols, and native TLS/WAF integrations.
 ## Platform Engineering
 
 ### Infrastructure
@@ -13,5 +20,5 @@
   - **(2020)** [atodorov.me: Comparing Kubernetes managed services across Digital Ocean, Scaleway, OVHCloud and Linode](https://atodorov.me/2020/06/14/comparing-kubernetes-managed-services-across-digital-ocean-scaleway-ovhcloud-and-linode) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A structural and cost-comparison analysis of managed Kubernetes engines from alternative cloud providers. Grounding highlights the comparative differences in control-plane SLAs, storage speeds, and node autoscaling support.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/maven-gradle.md b/v2-docs/maven-gradle.md
index cad5496a..e00dde03 100644
--- a/v2-docs/maven-gradle.md
+++ b/v2-docs/maven-gradle.md
@@ -30,19 +30,24 @@
 
 ##### Eclipse JKube
 
+  - **(2020)** [developers.redhat.com: Cloud-native Java applications made easy: Eclipse JKube 1.0.0 now available](https://developers.redhat.com/blog/2020/09/09/cloud-native-java-applications-made-easy-eclipse-jkube-1-0-0-now-available) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Launch announcement of Eclipse JKube 1.0.0 detailing its design philosophy, architectural decoupling from old Fabric8 dependencies, and its seamless integration with modern cloud-native standards.
   - **(2020)** [blog.marcnuri.com: Eclipse JKube introduction: Java tools and plugins for Kubernetes and OpenShift](https://blog.marcnuri.com/eclipse-jkube-introduction-kubernetes-openshift) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Introductory technical blog discussing the architecture of Eclipse JKube and explaining how it decouples deployment mechanisms into Maven/Gradle plugins, providing a highly customizable developer experience.
-#### Product Updates
+#### Migration Guides
 
 ##### Eclipse JKube (1)
 
+  - **(2026)** [**eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to Eclipse JKube 🌟**](https://eclipse.dev/jkube/docs/migration-guide) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Official technical reference outlining the exact property conversions, API transformations, and plugin changes needed to move builds from `fabric8-maven-plugin` to `jkube-maven-plugin`.
+  - **(2020)** [developers.redhat.com: Migrating from Fabric8 Maven Plugin to Eclipse JKube 1.0.0](https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0) 🌟🌟🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — Step-by-step technical guide highlighting the namespace transitions, configuration changes, and structural refactoring required when migrating legacy Fabric8 Maven build files to the modernized Eclipse JKube.
+#### Product Updates
+
+##### Eclipse JKube (2)
+
   - **(2021)** [blog.marcnuri.com: Eclipse JKube 1.4.0 is now available!](https://blog.marcnuri.com/eclipse-jkube-1-4-0) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Detail-rich release note highlighting improvements, bug fixes, and support extensions introduced in version 1.4.0 of Eclipse JKube.
-## Red Hat OpenShift (1)
+#### Quarkus Integration
 
-### Developer Experience
+##### Video Tutorials
 
-#### Maven Plugins
-
-  - **(2025)** [GitHub: Eclipse JKube](https://github.com/eclipse-jkube/jkube) <span class='md-tag md-tag--info'>⭐ 850</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Active repository containing the source code, extensions, and Maven/Gradle plugins for Eclipse JKube. Simplifies localized builds, auto-detects Java application frameworks, and generates matching Kubernetes resource configurations.
+  - **(2021)** [youtube: Deploying a Quarkus application into Kubernetes using JKube | Cloud Tool Time | Marc Nuri 🌟](https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Video session detailing the integration of Quarkus with Eclipse JKube to deploy highly optimized, native-compiled Java microservices directly to Kubernetes.
 ## Software Engineering
 
 ### Build Systems
@@ -114,7 +119,7 @@
 ##### Tutorials
 
   - **(2021)** [howtodoinjava.com: Maven IntelliJ Idea Project](https://howtodoinjava.com/maven/maven-java-project-with-intellij-idea) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Step-by-step tutorial on initializing, configuring, and importing Maven projects inside JetBrains IntelliJ IDEA. Useful for junior developers looking to establish standard build patterns and resolve dependency import conflicts.
-### Developer Experience (1)
+### Developer Experience
 
 #### IDE Configuration
 
@@ -131,5 +136,5 @@
   - **(2026)** [**JBang**](https://www.jbang.dev) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A CLI tool allowing Java developers to run single-file source code programs as executable scripts, handling dependency fetching on-the-fly without heavy project setups.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [Golang](./golang.md)
+💡 **Explore Related:** [Dotnet](./dotnet.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
diff --git a/v2-docs/message-queue.md b/v2-docs/message-queue.md
index bd88d8c8..ce386e86 100644
--- a/v2-docs/message-queue.md
+++ b/v2-docs/message-queue.md
@@ -125,6 +125,14 @@
 #### Event Sourcing
 
   - **(2021)** [blog.bitsrc.io: Why Microservices Should use Event Sourcing 🌟](https://blog.bitsrc.io/why-microservices-should-use-event-sourcing-9755a54ebfb4) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Argues the case for event sourcing as a primary mechanism to store state in distributed microservice topologies. It highlights capabilities such as complete audit trails, high-performance writes, and historical state reconstruction. The post warns of common pitfalls including schema evolution complexity and read projection overhead.
+#### Event-Driven Design
+
+  - **(2016)** [**infoq.com: Turning Microservices Inside-Out**](https://www.infoq.com/articles/microservices-inside-out) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — This foundational architectural piece by Martin Kleppmann argues for treating database tables as streams of changes rather than static silos. By turning the database "inside out" using event streams (like Kafka), microservices can achieve decentralized state management and projection consistency. It bridges the gap between stream processing and relational storage.
+### Orchestration (1)
+
+#### Kubernetes Pod Lifecycle
+
+  - **(2021)** [**K8s prevent queue worker Pod from being killed during deployment**](https://itnext.io/k8s-prevent-queue-worker-pod-from-being-killed-during-deployment-4252ea7c13f6) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Provides concrete technical implementation strategies to prevent abrupt termination of active queue worker Pods during rolling Kubernetes updates. It details the effective utilization of `preStop` hooks and graceful shutdown signals within Pod specifications. It ensures zero-loss processing of long-running asynchronous messages.
 ## Cloud Native Infrastructure
 
 ### High Availability
@@ -348,7 +356,7 @@
   - **(2020)** [towardsdatascience.com: Architecture for High-Throughput Low-Latency Big Data Pipeline on Cloud 🌟](https://towardsdatascience.com/scalable-efficient-big-data-analytics-machine-learning-pipeline-architecture-on-cloud-4d59efc092b5) <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> — Evaluates design principles for high-throughput, low-latency cloud-native big data architectures. The guide details how to integrate ingestion layers with stream processing engines and distributed analytical databases. It presents structured architectural templates for unified analytical and machine learning workloads.
 ### Data on Kubernetes
 
-#### Orchestration (1)
+#### Orchestration (2)
 
   - **(2021)** [thenewstack.io: The Path to Getting the Full Data Stack on Kubernetes](https://thenewstack.io/the-path-to-getting-the-full-data-stack-on-kubernetes) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Explores the evolutionary path of running complex, stateful database and data streaming systems natively on Kubernetes. It addresses the maturity of operators, storage classes, and orchestrators that facilitate the deployment of the complete data pipeline. The article details challenges regarding resource management and high availability.
 ### Real-Time Data Streaming (2)
@@ -752,5 +760,5 @@
   - **(2021)** [**infoq.com: From Monolith to Event-Driven: Finding Seams in Your Future Architecture**](https://www.infoq.com/articles/event-driven-finding-seams) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An InfoQ guide detailing how to use Domain-Driven Design (DDD) to isolate domain boundaries and discover 'seams' within large-scale monoliths. Grounding confirms its position as a primary methodology for refactoring to decoupled, event-driven pipelines.
 
 ---
-💡 **Explore Related:** [Yaml](./yaml.md) | [Databases](./databases.md) | [Newsql](./newsql.md)
+💡 **Explore Related:** [Newsql](./newsql.md) | [Nosql](./nosql.md) | [Databases](./databases.md)
 
diff --git a/v2-docs/mkdocs.md b/v2-docs/mkdocs.md
index 045c1722..efcca28a 100644
--- a/v2-docs/mkdocs.md
+++ b/v2-docs/mkdocs.md
@@ -50,17 +50,15 @@
 ??? abstract "Architect's Technical Comparison Table"
     | Solution | Maturity | Primary Focus | Language | Stars |
     | :--- | :--- | :--- | :--- | :--- |
-    | [Markdown Cheat Sheet 4](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) |  | Technical Writing Utilities | English | 🌟🌟🌟🌟🌟 |
+    | [markdownguide.org](https://www.markdownguide.org) |  | Technical Writing Utilities | English | 🌟🌟🌟🌟🌟 |
     | [github.com/Ileriayo/markdown-badges: Markdown Badges](https://github.com/Ileriayo/markdown-badges) |  | Technical Writing Utilities | English | 🌟🌟🌟🌟🌟 |
     | [Markdown Tables Generator](https://www.tablesgenerator.com/markdown_tables) |  | Technical Writing Utilities | English | 🌟🌟🌟🌟 |
-    | [guides.github.com: Markdown Cheat Sheet 2](https://docs.github.com/en) |  | Technical Writing Utilities | English | 🌟🌟🌟🌟 |
     | [readme.so](https://readme.so) |  | Technical Writing Utilities | English | 🌟🌟🌟🌟 |
     | [github.blog: Include diagrams in your Markdown files with Mermaid](https://github.blog/developer-skills/github/include-diagrams-markdown-files-mermaid) |  | Technical Writing Utilities | English | 🌟🌟🌟🌟 |
 
-  - **(2024)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) <span class='md-tag md-tag--info'>⭐ 60200</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — One of the most referenced cheat sheets on GitHub for fast, offline-compatible Markdown syntax lookups. Includes rendering comparisons for basic elements, blockquotes, code blocks, and inline HTML. Double-Evidence: Despite its age, live grounding confirms its massive utility and continued reference value in developer wikis, representing a classic standard for text formatting.
+  - **(2025)** [==markdownguide.org==](https://www.markdownguide.org) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An exhaustive reference guide covering the syntax, best practices, and extended features of the Markdown markup language. It provides clear examples of basic syntax, extended elements, and compatibility matrices across parsers. Double-Evidence: This guide serves as the authoritative standard for syntax validation, and live grounding shows it is widely integrated into onboarding resources for junior developers and technical writers globally.
   - **(2024)** [==github.com/Ileriayo/markdown-badges: Markdown Badges==](https://github.com/Ileriayo/markdown-badges) <span class='md-tag md-tag--info'>⭐ 16607</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A massive curated catalog of dynamic, consistent, and beautiful SVG shields and badges for GitHub repositories. It supports a wide array of languages, frameworks, cloud providers, and developer tools. Double-Evidence: The catalog provides standardized visual signifiers; live grounding confirms it is standard practice for enriching project READMEs to present structured metadata about technologies and CI status.
   - **(2025)** [**Markdown Tables Generator**](https://www.tablesgenerator.com/markdown_tables) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An interactive, web-based tool designed to simplify the creation, styling, and formatting of complex Markdown tables. It supports imports from CSV or Excel, reducing manual syntax alignment overhead. Double-Evidence: A staple utility for technical writers; live grounding confirms its status as a critical efficiency booster for maintaining clean, readable tabular data in Markdown-based documents.
-  - **(2024)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The authoritative documentation portal for GitHub, offering deep-dives into GitHub Flavored Markdown (GFM) and integration patterns. It outlines security implications, task lists, and interactive rendering rules. Double-Evidence: While a generic entry point, live grounding confirms this repository of guides is the primary reference for understanding platform-specific rendering behaviors on the GitHub UI.
   - **(2024)** [**readme.so**](https://readme.so) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An interactive, visual editor designed to structure README files rapidly. Users can drag and drop pre-configured sections (e.g., Installation, API Reference, Badges) and edit them in real-time. Double-Evidence: Designed to simplify project landing pages, live grounding validates readme.so as an essential productivity tool that significantly improves repository discoverability and onboarding quality.
   - **(2022)** [**github.blog: Include diagrams in your Markdown files with Mermaid**](https://github.blog/developer-skills/github/include-diagrams-markdown-files-mermaid) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Announcement and engineering guide detailing GitHub's native support for Mermaid.js diagrams directly within Markdown. Enables the declarative creation of flowcharts, sequence diagrams, and architecture maps in plain text. Double-Evidence: Moving from static image uploads to text-based diagram rendering, live grounding highlights this feature as a massive advancement for keeping software architecture diagrams in sync with code updates via Git.
   - **(2019)** [opensource.com: An introduction to Markdown](https://opensource.com/article/19/9/introduction-markdown) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A foundational article outlining the philosophy and implementation of Markdown as an open-source plain-text formatting syntax. It highlights the productivity gains of writing in readable text without GUI editor lock-in. Double-Evidence: This guide advocates for standard open documentation formats, and live grounding demonstrates its usefulness for onboarding team members transitioning to modern plain-text documentation workflows.
@@ -73,5 +71,5 @@
   - **(2022)** [r-bloggers.com: How to use R Markdown (part one)](https://www.r-bloggers.com/2022/02/how-to-use-r-markdown-part-one) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An introductory tutorial on R Markdown, illustrating how to combine executable R code blocks with narrative text to generate reproducible, high-quality analytical reports. Explores output compilation into HTML, PDF, and MS Word. Double-Evidence: While tailored to statistics, live grounding highlights R Markdown's critical role in reproducible research, data engineering pipelines, and programmatic executive report generation.
 
 ---
-💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md) | [Introduction](./introduction.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/monitoring.md b/v2-docs/monitoring.md
index 7f32e761..265329a9 100644
--- a/v2-docs/monitoring.md
+++ b/v2-docs/monitoring.md
@@ -17,16 +17,6 @@
 ##### Visualization Tools
 
   - **(2025)** [==Kibana==](https://www.elastic.co/kibana) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The foundational visualization and management interface for the Elastic Stack. Enables operators to search, index, analyze, and construct real-time security dashboards and log analysis patterns for high-throughput microservice applications.
-## Cloud Native Languages
-
-### Java
-
-#### Performance Tuning
-
-  - **(2024)** [fastthread.io](https://fastthread.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Industrial-grade online Java thread dump analyzer that uses AI diagnostics to identify CPU spikes, thread leaks, and deadlock patterns. Essential for post-mortem analysis of containerized JVM workloads.
-  - **(2024)** [gceasy.io](https://gceasy.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Machine-learning powered JVM Garbage Collection log analyzer. Automates the detection of memory leaks, GC pauses, and heap sizing misconfigurations, offering actionable recommendations for optimization.
-  - **(2024)** [heaphero.io](https://heaphero.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An automated cloud-based JVM heap dump analyzer built to parse large memory dumps quickly. Detects memory leaks and optimizes data structure footprints to resolve OutOfMemoryError crashes.
-  - **(2022)** [tier1app.com](https://tier1app.com) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A dedicated APM tool for analyzing Java thread dumps and performance. Provides automated diagnostics for thread contention and deadlocks to optimize JVM application responsiveness.
 ## Observability (1)
 
 ### Monitoring Practices
@@ -34,28 +24,7 @@
 #### Enterprise Best Practices
 
   - **(2022)** [sysdig.com: Seven Kubernetes monitoring best practices every monitoring solution should enable](https://www.sysdig.com/blog/kubernetes-monitoring-best-practices) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Sysdig's analysis outlining seven foundational best practices for Kubernetes metric collection. Focuses on cluster plane telemetry, standard label metadata usage, dynamic scraping strategies, and optimizing alert signal-to-noise ratios.
-## Observability and Performance
-
-### Performance Testing
-
-#### HTTP Benchmarking
-
-  - **(2022)** [blog.cloud-mercato.com: New HTTP benchmark tool **pycurlb**](https://blog.cloud-mercato.com/new-http-benchmark-tool-pycurlb) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A deep-dive introducing `pycurlb`, a fast performance tool wrapping libcurl for rapid HTTP request benchmarking in Python. Explores real-world performance results and technical comparisons.
-## Operations and Reliability
-
-### Observability and Monitoring
-
-#### Foundations
-
-  - **(2016)** [==Monitoring Distributed Systems - Google SRE Book==](https://sre.google/sre-book/monitoring-distributed-systems) <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 industry-standard chapter from Google's SRE book detailing the implementation of distributed systems monitoring. It defines the 'Four Golden Signals'—latency, traffic, errors, and saturation—providing practical blueprints to prevent alert fatigue and build actionable dashboard designs.
-## Runtime Optimizations
-
-### Kubernetes Tuning
-
-#### Monitoring and Profiling
-
-  - **(2021)** [blog.openshift.com: Debugging Java Applications On OpenShift and Kubernetes](https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Walkthrough covering remote JVM agent connection attachment procedures targeting pods deployed within secured target Kubernetes namespaces.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/networking.md b/v2-docs/networking.md
index 9aa088c5..4ca847bf 100644
--- a/v2-docs/networking.md
+++ b/v2-docs/networking.md
@@ -12,5 +12,5 @@
   - **(2025)** [Building a DDoS Response Plan with Azure DDoS Protection](https://techcommunity.microsoft.com/blog/azurenetworksecurityblog/building-a-ddos-response-plan/4372256) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Architecture plan to withstand high-volume distributed denial-of-service attempts. Live Grounding: Focuses heavily on cloud-native patterns like rate-limiting, load-balancer protection, and Edge integration on Azure platforms.
 
 ---
-💡 **Explore Related:** [Caching](./caching.md) | [Servicemesh](./servicemesh.md) | [Kubernetes Networking](./kubernetes-networking.md)
+💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Istio](./istio.md) | [Web Servers](./web-servers.md)
 
diff --git a/v2-docs/newsql.md b/v2-docs/newsql.md
index 063fb8c2..5acd2761 100644
--- a/v2-docs/newsql.md
+++ b/v2-docs/newsql.md
@@ -12,5 +12,5 @@
   - **(2021)** [muratbuffalo.blogspot.com: What’s Really New with NewSQL?](https://muratbuffalo.blogspot.com/2021/11/whats-really-new-with-newsql.html) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A comprehensive conceptual deep-dive comparing NewSQL architectures with traditional relational and NoSQL engines. Explores transactional guarantees, distributed consensus (Raft/Paxos), and cloud-native database scaling.
 
 ---
-💡 **Explore Related:** [Yaml](./yaml.md) | [Databases](./databases.md) | [Message Queue](./message-queue.md)
+💡 **Explore Related:** [Nosql](./nosql.md) | [Databases](./databases.md) | [Yaml](./yaml.md)
 
diff --git a/v2-docs/nosql.md b/v2-docs/nosql.md
new file mode 100644
index 00000000..c5514bbb
--- /dev/null
+++ b/v2-docs/nosql.md
@@ -0,0 +1,16 @@
+# Nosql
+
+!!! info "Architectural Context"
+    Detailed reference for Nosql in the context of Data & Advanced Analytics.
+
+## Data Engineering
+
+### In-Memory Databases
+
+#### Caching
+
+  - **(2026)** [==Redis==](http://redis.io) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The definitive open-source, in-memory data store used as a database, cache, message broker, and streaming engine. Offers unmatched low-latency read-write cycles and versatile data structures. Highly valued for real-time applications requiring low overhead.
+
+---
+💡 **Explore Related:** [Newsql](./newsql.md) | [Databases](./databases.md) | [Yaml](./yaml.md)
+
diff --git a/v2-docs/oauth.md b/v2-docs/oauth.md
index 4bb45df5..fa1aab5d 100644
--- a/v2-docs/oauth.md
+++ b/v2-docs/oauth.md
@@ -15,5 +15,5 @@
   - **(2023)** [==curity.io: OpenID Connect Overview==](https://curity.io/resources/learn/openid-connect-overview) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Provides a comprehensive introduction to OpenID Connect (OIDC), the identity layer built directly on top of OAuth 2.0. Curator insight highlights how OIDC standardizes token delivery to provide secure client identity resolution. Live grounding affirms that OIDC is the preferred mechanism for securing user access to corporate Kubernetes instances.
 
 ---
-💡 **Explore Related:** [Devsecops](./devsecops.md) | [Crossplane](./crossplane.md) | [Pulumi](./pulumi.md)
+💡 **Explore Related:** [Terraform](./terraform.md) | [Iac](./iac.md) | [Kubernetes Security](./kubernetes-security.md)
 
diff --git a/v2-docs/ocp4.md b/v2-docs/ocp4.md
index e1f31a1c..dac8ee98 100644
--- a/v2-docs/ocp4.md
+++ b/v2-docs/ocp4.md
@@ -5,6 +5,11 @@
 
 ## Cloud Infrastructure
 
+### Kubernetes Distributions
+
+#### Enterprise Platforms
+
+  - **(2026)** [==OKD==](https://okd.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — OKD is the open-source upstream community distribution of Red Hat OpenShift, fully integrating containerized virtualization, developer tools, and operators. Built on Fedora CoreOS, OKD provides cloud architects with a platform-as-a-service engine optimized for continuous deployment and complex multi-tenant operations.
 ### Service Mesh
 
 #### Red Hat Integrations
@@ -31,14 +36,21 @@
 
 ### Container Registry
 
-#### Enterprise Platforms
+#### Enterprise Platforms (1)
 
   - **(2026)** [**Quay.io**](https://quay.io) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly secure, enterprise-ready container registry platform providing advanced geo-replication, vulnerability scanning via Clair, and multi-tenant authentication patterns. It integrates natively with Red Hat ecosystem tooling.
   - **(2022)** [Quay 3.1 Certified Operator is not available in Openshift and must be purchased](https://www.redhat.com/en/technologies/cloud-computing/quay) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An official overview of Red Hat Quay subscription models, outlining security policies, vulnerability scanning integrations, and platform scaling mechanisms for multi-cluster enterprise deployments.
 #### Open Source Initiatives
 
   - **(2019)** [Red Hat Introduces open source Project Quay container registry](https://www.redhat.com/en/blog/red-hat-introduces-open-source-project-quay-container-registry) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A historical press release from Red Hat explaining the architectural transition and open-sourcing of Project Quay, detailing its integration into standard enterprise container management stacks.
+## Platform Engineering
+
+### Site Reliability Engineering
+
+#### Foundations
+
+  - **(2024)** [itprotoday.com: Why Site Reliability Engineering Is Key to Modern DevOps](https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An executive analysis examining why SRE architecture is a vital component of any modern, high-density DevOps delivery system trying to limit service down-time.
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Openshift](./openshift.md)
+💡 **Explore Related:** [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Kubectl Commands](./kubectl-commands.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/openshift-pipelines.md b/v2-docs/openshift-pipelines.md
index d0919fe5..965690ad 100644
--- a/v2-docs/openshift-pipelines.md
+++ b/v2-docs/openshift-pipelines.md
@@ -3,20 +3,27 @@
 !!! info "Architectural Context"
     Detailed reference for Openshift Pipelines in the context of Engineering Pipeline.
 
+## DevOps
+
+### CI-CD Pipelines
+
+#### Jenkins Ecosystem
+
+  - **(2026)** [==Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟==](https://www.jenkins.io/doc/book/pipeline/syntax) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Authoritative documentation explaining scripted and declarative Jenkins pipeline configuration syntaxes. Breaks down flow control structures, declarative directives, agent allocations, and step definitions essential to enterprise build automation.
 ## Hybrid Cloud and Enterprise
 
 ### OpenShift
 
 #### Pipelines and CI CD
 
-  - **(2021)** [**github.com/openshift/pipelines-tutorial**](https://github.com/openshift/pipelines-tutorial) <span class='md-tag md-tag--info'>⭐ 322</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: The primary repository used for training developers on utilizing Tekton triggers and tasks in OpenShift.
-Live Grounding: Serves as an excellent hands-on lab environment for configuring Tasks, Pipelines, PipelineRuns, and EventListeners using the OpenShift Pipelines CLI.
   - **(2020)** [OpenShift Container Pipelines Samples 🌟](https://github.com/redhat-cop/container-pipelines) <span class='md-tag md-tag--info'>⭐ 160</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — Curator Insight: An educational reference repository containing sample pipelines for Red Hat OpenShift Container Platform.
 Live Grounding: Represents historical approaches to Jenkins and Tekton configurations in OCP 3/4 environments. Highly useful as a legacy blueprint reference, but superseded by official Red Hat OpenShift Pipelines operators.
   - **(2020)** [OpenShift Pipeline Library 🌟](https://github.com/redhat-cop/pipeline-library) <span class='md-tag md-tag--info'>⭐ 51</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: A collection of shared pipeline libraries for Jenkins implementations on OpenShift.
 Live Grounding: While it contains modular Jenkins steps tailored to OpenShift environments, it has limited recent commits. Most enterprise workflows have migrated to native Tekton or declarative Argo CD paths.
   - **(2020)** [github: OpenShift Pipelines Node.js Tutorial](https://github.com/csantanapr/faststart2020-pipelines-lab) <span class='md-tag md-tag--info'>⭐ 5</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: A specialized, quick-start tutorial targeting Node.js deployments with OpenShift Pipelines.
 Live Grounding: Illustrates how to configure a build-and-deploy pipeline using standard Node.js source code, demonstrating Source-to-Image capabilities within the Tekton framework.
+  - **(2020)** [openshift.com: Cloud-Native CI/CD with OpenShift Pipelines based on Tekton](https://www.redhat.com/en/blog/cloud-native-ci-cd-with-openshift-pipelines)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: An official Red Hat announcement outlining OpenShift Pipelines, the managed implementation of Tekton.
+Live Grounding: Details the shift from centralized Jenkins controllers to decoupled, cloud-native container steps executing inside Kubernetes Pods, providing superior resource usage and auto-scaling.
   - **(2020)** [developers.redhat.com: Modern web applications on OpenShift, Part 4: Openshift Pipelines](https://developers.redhat.com/blog/2020/04/27/modern-web-applications-on-openshift-part-4-openshift-pipelines)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Part 4 of a developer series focusing on deployment pipelines for modern JavaScript web applications.
 Live Grounding: Provides practical code examples of utilizing Tekton for building and serving front-end assets on OpenShift, utilizing lightweight Nginx containers.
   - **(2020)** [openshift.com: OpenShift Pipelines Advanced Triggers Part 1 - Triggering Different Project Builds in the Same Repository](https://www.redhat.com/en/blog/openshift-pipelines-advanced-triggers-part-1-triggering-different-project-builds-in-the-same-repository) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Deep-dive blog on designing advanced Tekton triggers for complex repository topologies.
@@ -27,7 +34,7 @@ Live Grounding: Details the deployment of the OpenShift Jenkins Client Plug-in.
 Live Grounding: Focuses on explaining the fundamental differences between local Jenkins setups and cloud-managed agent clusters run on Kubernetes worker nodes.
 ## Red Hat OpenShift
 
-### CI-CD Pipelines
+### CI-CD Pipelines (1)
 
 #### Architecture
 
@@ -38,12 +45,14 @@ Live Grounding: Focuses on explaining the fundamental differences between local
 #### Java Integrations
 
   - **(2018)** [CI/CD with fabric8](http://fabric8.io/guide/cdelivery.html) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Archive documentation specifying continuous delivery workflows, pipelines, and integrations built around early Fabric8 architectures. Useful for maintaining or migrating older Java deployments in enterprise settings.
-#### Jenkins Ecosystem
+#### Jenkins Ecosystem (1)
 
-  - **(2018)** [**github - using jenkins pipelines with OKD**](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) <span class='md-tag md-tag--info'>⭐ 8654</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container platform.
   - **(2018)** [Jenkins Docker Image for Openshift v3](https://github.com/openshift/jenkins) <span class='md-tag md-tag--info'>⭐ 260</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Base image definition and custom wrappers designed to run stable Jenkins instances natively within OpenShift v3 clusters. Optimizes master-agent lifecycles, permissions, and localized source-to-image deployments inside early OpenShift platforms.
   - **(2018)** [Fabric8 Pipeline Library](https://github.com/fabric8io/fabric8-pipeline-library) <span class='md-tag md-tag--info'>⭐ 436</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — A reusable Jenkins Pipeline helper library that supports automated environments, build phases, and release setups within OpenShift frameworks. It is largely deprecated, superseded by modern Jenkins plugins or native Tekton pipelines.
-  - **(2018)** [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Utility repository hosting configurations to deploy Jenkins Blue Ocean configurations instantly within early Red Hat OpenShift Container Platform environments. Serves as a reference setup for visualized pipeline states.
+  - **(2020)** [developers.redhat.com: An easier way to create custom Jenkins containers](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explains streamlined procedures for producing custom, secure Jenkins container images for deployment. Focuses on minimizing layers, loading plug-ins safely during build time, and injecting enterprise parameters within Red Hat architectures.
+  - **(2018)** [opensource.com: running jenkins builds containers 🌟](https://opensource.com/article/18/4/running-jenkins-builds-containers) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Step-by-step tutorial addressing the orchestration of containerized workloads inside a Jenkins building phase. Evaluates Docker-in-Docker strategies and Kubernetes dynamic agents to avoid single-host execution bottlenecks and guarantee runtime isolation.
+  - **(2018)** [Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Details strategies to compile reliable, declarative Jenkins pipelines utilizing OpenShift DSL plugins. Discusses native methods to trigger S2I builds, promote container images, and securely communicate with Cluster managers.
+  - **(2018)** [OpenShift Pipelines with Jenkins Blue Ocean 🌟](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Combines OpenShift Orchestration APIs with Jenkins Blue Ocean to manage continuous delivery pipelines visually. Promotes clear state-tracking, modular pipeline construction, and simplified debugging metrics.
   - **(2018)** [blog.openshift.com: Deploying jenkins on openshift - part 1](https://www.redhat.com/en/blog/deploying-jenkins-on-openshift-part-1) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explores the baseline deployment strategy for standing up Jenkins nodes within OpenShift namespaces. Deeply reviews network configurations, service accounts, and route declarations to enable external webhook communications.
   - **(2018)** [cloudowski.com: Jenkins on OpenShift - how to use and customize it in a cloud-native way 🌟](https://cloudowski.com/articles/jenkins-on-openshift) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explores Cloud-Native custom Jenkins practices optimized specifically for OpenShift environments. Introduces the application of dynamic pod templates, native storage classes, and OAuth-based authentication to maximize pipeline resilience.
   - **(2018)** [blog.openshift.com: Improving jenkins performance on openshift - part 2](https://www.redhat.com/en/blog/improving-jenkins-performance-on-openshift-part-2) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Focuses on maximizing execution speed, tuning garbage collection, allocating resource requests and limits, and resolving scaling bottlenecks in OpenShift Jenkins deployments. Offers proven optimization recipes for larger scale organizations.
@@ -62,6 +71,13 @@ Live Grounding: Focuses on explaining the fundamental differences between local
 #### Devfiles
 
   - **(2021)** [developers.redhat.com: Developing your own custom devfiles for odo 2.0](https://developers.redhat.com/blog/2021/02/12/developing-your-own-custom-devfiles-for-odo-2-0) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Thorough explanation of structuring, writing, and applying custom Devfiles within the odo ecosystem to mandate unified container development environments across large engineering divisions.
+#### Java Integrations (1)
+
+  - **(2020)** [developers.redhat.com: Getting started with the fabric8 Kubernetes Java client](https://developers.redhat.com/blog/2020/05/20/getting-started-with-the-fabric8-kubernetes-java-client) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Technical introduction to utilizing the Fabric8 Kubernetes Java Client SDK. Details how to perform CRUD operations on Kubernetes APIs, deploy custom controllers, and stream container logs inside Java runtimes.
+  - **(2019)** [Fabric8](https://fabric8.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[LEGACY]</span> — Historically significant platform offering tools, microservices, and management mechanisms for Java environments on Kubernetes and OpenShift. Now deprecated, but set foundations for contemporary Java developer abstractions.
+#### Maven Plugins
+
+  - **(2025)** [Eclipse JKube 🌟](https://eclipse.dev/jkube) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — The central documentation portal for Eclipse JKube, an open-source suite of tooling designed to facilitate the rapid containerization, deployment, and management of Java applications across Kubernetes and Red Hat OpenShift infrastructures.
 #### Source-to-Image
 
   - **(2018)** [developers.redhat.com - S2i](https://developers.redhat.com/blog/2018/09/26/source-versus-binary-s2i-workflows-with-red-hat-openshift-application-runtimes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Delivers technical insight on Source-to-Image (S2I) execution modes, comparing continuous deployment direct from code versus deploying pre-compiled binaries via specialized pipelines inside Red Hat runtimes.
@@ -72,5 +88,5 @@ Live Grounding: Focuses on explaining the fundamental differences between local
   - **(2021)** [openshift.com: Using OpenShift Pipelines to Automate Red Hat Advanced Cluster Security for Kubernetes](https://www.redhat.com/en/blog/using-openshift-pipelines-to-automate-red-hat-advanced-cluster-security-for-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Outlines deployment strategies of Red Hat Advanced Cluster Security (RHACS) directly into Tekton-based OpenShift Pipelines. Demonstrates early container image scanning, compliance validations, and proactive security gate blocking.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Argo](./argo.md)
+💡 **Explore Related:** [Cicd](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Jenkins](./jenkins.md)
 
diff --git a/v2-docs/openshift.md b/v2-docs/openshift.md
index dde33cf5..767593be 100644
--- a/v2-docs/openshift.md
+++ b/v2-docs/openshift.md
@@ -3,13 +3,14 @@
 !!! info "Architectural Context"
     Detailed reference for Openshift in the context of The Container Stack.
 
-## Cloud Infrastructure
+## Cloud Native AI
 
-### Kubernetes Distributions
+### Batch Workloads
 
-#### Enterprise Platforms
+#### Kueue Scheduling
 
-  - **(2026)** [==OKD==](https://okd.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — OKD is the open-source upstream community distribution of Red Hat OpenShift, fully integrating containerized virtualization, developer tools, and operators. Built on Fedora CoreOS, OKD provides cloud architects with a platform-as-a-service engine optimized for continuous deployment and complex multi-tenant operations.
+  - **(2024)** [Red Hat Build of Kueue](https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue#about-kueue) <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> — Curator Insight: Documentation for the Red Hat Build of Kueue scheduler within OpenShift.
+Live Grounding: Kueue offers advanced queueing mechanism controls, priority groupings, and resource quotas, making it the premier platform tool for managing AI/ML and batch workloads.
 ## Education
 
 ### Interactive Learning
@@ -17,13 +18,6 @@
 #### Platforms
 
   - **(2022)** [katacoda.com](https://www.katacoda.com) 🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — Formerly the premier interactive browser-based terminal platform for testing and learning Kubernetes, Docker, and Linux configuration on-demand. Live Grounding indicates the platform was retired by O'Reilly, rendering it a legacy archive link.
-## Observability and Performance
-
-### Kubernetes Internals
-
-#### Autotuning
-
-  - **(2025)** [How Kruize Optimizes OpenShift Workloads](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads#what_is_kruize_autotune_) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Provides a comprehensive overview of how Kruize Autotune optimizes resource efficiency in OpenShift and Kubernetes workloads. Evaluates real-time scaling mechanisms and automated recommendations to reduce resource waste.
 ## Training and Certification
 
 ### Red Hat Ecosystem
@@ -33,5 +27,5 @@
   - **(2026)** [Red Hat Training & Certification Community](https://access.redhat.com/community/learn)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official educational resources and certification preparation portal curated by Red Hat. Serves as a vital reference for mastering OpenShift and enterprise Linux engineering architectures.
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md)
+💡 **Explore Related:** [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Kubectl Commands](./kubectl-commands.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/oraclecloud.md b/v2-docs/oraclecloud.md
index 307ea02a..1ccd32d6 100644
--- a/v2-docs/oraclecloud.md
+++ b/v2-docs/oraclecloud.md
@@ -28,5 +28,5 @@
   - **(2024)** [**github.com/oracle**](https://github.com/oracle) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The primary open-source hub for Oracle's cloud-native integrations. Hosts projects like OCI Cloud Controller Manager, CSI plugins, and deployment tools designed for enterprise container infrastructure.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md)
 
diff --git a/v2-docs/other-awesome-lists.md b/v2-docs/other-awesome-lists.md
new file mode 100644
index 00000000..aa1d4a96
--- /dev/null
+++ b/v2-docs/other-awesome-lists.md
@@ -0,0 +1,23 @@
+# Other Awesome Lists
+
+!!! info "Architectural Context"
+    Detailed reference for Other Awesome Lists in the context of Architectural Foundations.
+
+## Infrastructure
+
+### CI-CD
+
+#### Curated Lists
+
+  - **(2024)** [**Awesome CI/CD 🌟**](https://github.com/cicdops/awesome-ciandcd) <span class='md-tag md-tag--info'>⭐ 1996</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly extensive, community-curated collection targeting cloud-native CI/CD. Live Grounding verifies this repository remains a vital architectural map for discovering modern delivery platforms, container orchestrators, and automated pipeline security tools.
+## Software Delivery and Engineering
+
+### Version Control and Git
+
+#### Resources
+
+  - **(2024)** [==Awesome Git 🌟==](https://github.com/dictcp/awesome-git) <span class='md-tag md-tag--info'>⭐ 2858</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An extensive, community-curated list of tools, clients, extensions, and learning pathways for Git. This list serves as an ultimate reference directory for engineers looking to optimize repository workflows and build custom git hooks.
+
+---
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
+
diff --git a/v2-docs/performance-testing-with-jenkins-and-jmeter.md b/v2-docs/performance-testing-with-jenkins-and-jmeter.md
index 8d90f74a..c56b87b6 100644
--- a/v2-docs/performance-testing-with-jenkins-and-jmeter.md
+++ b/v2-docs/performance-testing-with-jenkins-and-jmeter.md
@@ -12,10 +12,14 @@
   - **(2022)** [thenewstack.io: Simple Load Testing with GitHub Actions](https://thenewstack.io/simple-load-testing-with-github-actions) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical guide for implementing low-overhead load testing routines within CI pipelines. Explores triggering synthetic benchmarks during typical code validation runs inside GitHub runners.
 #### Jenkins
 
-  - **(2024)** [performance-plugin](https://github.com/jenkinsci/performance-plugin) <span class='md-tag md-tag--info'>⭐ 194</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A stable Jenkins CI plugin designed to ingest, compile, and visualize execution metrics from varied load-testing libraries including JMeter, Taurus, and JUnit.
   - [plugins.jenkins.io: gatling](https://plugins.jenkins.io/gatling) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Integrates Gatling load simulation tests into modern Jenkins jobs. Features automated metrics visualization, pipeline validation, and conditional build-failing mechanisms.
 ## Observability and Performance
 
+### Kubernetes Internals
+
+#### Resource Management
+
+  - **(2024)** [The Hidden CPU Throttling Crisis in Kubernetes Clusters](https://www.kubenatives.com/p/the-hidden-cpu-throttling-crisis) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An in-depth analysis exposing the silent threat of CPU throttling inside Kubernetes clusters caused by rigid CFS quota management. Demonstrates how microservices suffer latency spikes even with low aggregate CPU consumption.
 ### Performance Testing
 
 #### APIs
@@ -33,6 +37,9 @@
 #### Distributed Load Testing
 
   - **(2016)** [JMeter Distributed Testing Step-by-step](https://venkatmatta.com/wp-content/uploads/2016/03/jmeter_distributed_testing_step_by_step.pdf) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A detailed execution manual outlining steps to orchestrate distributed JMeter server architectures. Teaches how to configure multiple remote load injectors managed by a master engine to bypass network bottlenecks.
+#### HTTP Benchmarking
+
+  - **(2022)** [blog.cloud-mercato.com: New HTTP benchmark tool **pycurlb**](https://blog.cloud-mercato.com/new-http-benchmark-tool-pycurlb) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A deep-dive introducing `pycurlb`, a fast performance tool wrapping libcurl for rapid HTTP request benchmarking in Python. Explores real-world performance results and technical comparisons.
 #### Load Testing
 
   - **(2024)** [==tsenart/vegeta 🌟==](https://github.com/tsenart/vegeta) <span class='md-tag md-tag--info'>⭐ 25040</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Vegeta is an exceptionally fast, command-line HTTP load-testing library written in Go. Ideal for asserting constant request rates and visualizing detailed performance latencies under heavy loads.
@@ -57,5 +64,5 @@
   - **(2020)** [devops.com: Catchpoint to Acquire Webpagetest.org](https://devops.com/catchpoint-to-acquire-webpagetest-org) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Examines Catchpoint’s strategic acquisition of the highly popular open-source tool WebPageTest. Highlights long-term development roadmaps and standardizations for internet performance tools.
 
 ---
-💡 **Explore Related:** [Project Management Methodology](./project-management-methodology.md) | [Scaffolding](./scaffolding.md) | [Devops](./devops.md)
+💡 **Explore Related:** [Developerportals](./developerportals.md) | [Devops](./devops.md) | [Sre](./sre.md)
 
diff --git a/v2-docs/private-cloud-solutions.md b/v2-docs/private-cloud-solutions.md
index 805662e4..371633c5 100644
--- a/v2-docs/private-cloud-solutions.md
+++ b/v2-docs/private-cloud-solutions.md
@@ -12,5 +12,5 @@
   - **(2020)** [thenewstack.io: Bad News for Cloud Computing: OpenStack Use Plummets and Discounts Dry Up](https://thenewstack.io/bad-news-for-cloud-computing-openstack-use-plummets-and-discounts-dry-up)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An industry analysis highlighting the decline in OpenStack adoption and the shifting pricing structures of public cloud alternatives. It serves as historical context for private vs. public cloud infrastructure dynamics and cost-efficiency trade-offs over time.
 
 ---
-💡 **Explore Related:** [Aws Storage](./aws-storage.md) | [Aws Tools Scripts](./aws-tools-scripts.md) | [Aws Databases](./aws-databases.md)
+💡 **Explore Related:** [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Googlecloudplatform](./GoogleCloudPlatform.md) | [Aws Architecture](./aws-architecture.md)
 
diff --git a/v2-docs/project-management-methodology.md b/v2-docs/project-management-methodology.md
deleted file mode 100644
index fd0f8453..00000000
--- a/v2-docs/project-management-methodology.md
+++ /dev/null
@@ -1,23 +0,0 @@
-# Project Management Methodology
-
-!!! info "Architectural Context"
-    Detailed reference for Project Management Methodology in the context of Platform & Site Reliability.
-
-## Cloud-Native Development
-
-### Local Development Tools
-
-#### Okteto
-
-  - **(2021)** [codefresh.io: Tutorial - Local Kubernetes Development with Okteto 🌟](https://octopus.com/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Hands-on walkthrough displaying how to use Okteto to connect a developer workspace directly with live infrastructure, bypassing resource-heavy local systems.
-## Engineering Leadership and Career Dynamics
-
-### Organizational Design and Leadership Systems
-
-#### Engineering Culture
-
-  - **(2021)** [entrepreneur.com: Las 10 preguntas que debes hacerte para saber si eres un buen líder](https://spanish.entrepreneur.com) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Provides a self-diagnostic framework composed of ten strategic evaluation questions designed to gauge leadership efficacy and maturity. Promotes reflective coaching and output-driven organizational alignment. [SPANISH CONTENT]
-
----
-💡 **Explore Related:** [Scaffolding](./scaffolding.md) | [Devops](./devops.md) | [Chaos Engineering](./chaos-engineering.md)
-
diff --git a/v2-docs/prometheus.md b/v2-docs/prometheus.md
index 3726e50a..75544212 100644
--- a/v2-docs/prometheus.md
+++ b/v2-docs/prometheus.md
@@ -19,5 +19,5 @@
   - **(2026)** [==prometheus-community/kube-prometheus-stack 🌟🌟==](https://artifacthub.io/packages/helm/prometheus-community/kube-prometheus-stack) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The de facto standard Helm chart for deploying Prometheus and Grafana on Kubernetes. It manages the custom resource definitions (CRDs), handles scraper configurations, and provides out-of-the-box system alerting rules.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Git](./git.md) | [Introduction](./introduction.md)
 
diff --git a/v2-docs/pulumi.md b/v2-docs/pulumi.md
deleted file mode 100644
index 537a1137..00000000
--- a/v2-docs/pulumi.md
+++ /dev/null
@@ -1,16 +0,0 @@
-# Pulumi
-
-!!! info "Architectural Context"
-    Detailed reference for Pulumi in the context of Hardened Infrastructure.
-
-## Observability and Performance
-
-### Performance Testing
-
-#### Microservices
-
-  - [garden.io: Performance testing on a microservice architecture](https://docs.garden.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official integration documentation for running non-disruptive, end-to-end performance tests within a modern microservices workflow. Emphasizes utilizing Garden's graph-based execution framework for local and CI load validation.
-
----
-💡 **Explore Related:** [Devsecops](./devsecops.md) | [Crossplane](./crossplane.md) | [Kubernetes Security](./kubernetes-security.md)
-
diff --git a/v2-docs/python.md b/v2-docs/python.md
index 7f6c07ae..5ea9dae6 100644
--- a/v2-docs/python.md
+++ b/v2-docs/python.md
@@ -12,5 +12,5 @@
   - **(2025)** [**Think Python**](https://allendowney.github.io/ThinkPython) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A classic computational thinking handbook utilizing Python. Focuses on algorithmic integrity, data structure designs, object-oriented implementations, and debug execution pipelines.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [Golang](./golang.md)
+💡 **Explore Related:** [Dotnet](./dotnet.md) | [Javascript](./javascript.md) | [Golang](./golang.md)
 
diff --git a/v2-docs/qa.md b/v2-docs/qa.md
index bd63654a..5602576e 100644
--- a/v2-docs/qa.md
+++ b/v2-docs/qa.md
@@ -12,5 +12,5 @@
   - **(2021)** [rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)](https://www.dynatrace.com/solutions/observability-for-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A multi-part guide evaluating local-to-remote Kubernetes developer environments. Offers in-depth technical comparisons between Skaffold, Tilt, and Garden for rapid prototyping, highlighting the trade-offs of each system.
 
 ---
-💡 **Explore Related:** [Project Management Methodology](./project-management-methodology.md) | [Scaffolding](./scaffolding.md) | [Devops](./devops.md)
+💡 **Explore Related:** [Developerportals](./developerportals.md) | [Devops](./devops.md) | [Sre](./sre.md)
 
diff --git a/v2-docs/react.md b/v2-docs/react.md
index 51f3bf31..c29e8242 100644
--- a/v2-docs/react.md
+++ b/v2-docs/react.md
@@ -12,5 +12,5 @@
   - **(2023)** [**useHooks - React Hooks Library**](https://usehooks.com) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A premium library of self-contained, optimized React hooks facilitating stateful abstractions. Designed to simplify DOM tracking, event management, and browser interactions inside production web applications.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [Golang](./golang.md)
+💡 **Explore Related:** [Dotnet](./dotnet.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
diff --git a/v2-docs/recruitment.md b/v2-docs/recruitment.md
index 0831a97c..77df0bad 100644
--- a/v2-docs/recruitment.md
+++ b/v2-docs/recruitment.md
@@ -70,6 +70,7 @@
   - **(2022)** [meet-in.es: «Para liderar a largo plazo hay que ser buena persona»](https://www.meet-in.es/para-liderar-a-largo-plazo-hay-que-ser-buena-persona) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Advocates for high-integrity, empathetic leadership frameworks as the ultimate driver of long-term organizational health and retention. Challenges mercenary management styles, arguing that psychological safety and genuine human respect are essential for building resilient engineering pipelines. [SPANISH CONTENT]
   - **(2022)** [genbeta.com: Ciberseguridad en llamas: la presión actual es tan grande que la mitad de los expertos sufren ansiedad y quieren dimitir](https://www.genbeta.com/desarrollo/ciberseguridad-llamas-presion-actual-grande-que-mitad-expertos-sufren-ansiedad-quieren-renunciar) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Details the critical mental health and burnout crisis unfolding in cybersecurity operations. Analyzes how continuous threat landscapes, understaffing, and relentless pressure drive over 50% of security practitioners to experience severe anxiety and consider resigning. [SPANISH CONTENT]
   - **(2022)** [businessinsider.es: Los 9 factores que más repercuten en la felicidad en el trabajo, según los trabajadores](https://www.businessinsider.es/desarrollo-profesional/9-factores-repercuten-felicidad-trabajador-352445) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Presents a ranked taxonomy of the nine key workplace elements that dictate developer and professional happiness. Details how factors like flexibility, trust, work-life balance, and constructive recognition far outweigh basic financial remuneration over time. [SPANISH CONTENT]
+  - **(2021)** [entrepreneur.com: Las 10 preguntas que debes hacerte para saber si eres un buen líder](https://spanish.entrepreneur.com) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Provides a self-diagnostic framework composed of ten strategic evaluation questions designed to gauge leadership efficacy and maturity. Promotes reflective coaching and output-driven organizational alignment. [SPANISH CONTENT]
   - **(2021)** [hbr.org: Forget Flexibility. Your Employees Want Autonomy](https://hbr.org/2021/10/forget-flexibility-your-employees-want-autonomy) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Argues that workplace flexibility is ineffective without operational autonomy over tasks, schedules, and team collaboration frameworks. Outlines design principles for engineering organizations looking to scale remote-first operations without compromising deployment velocity or developer experience.
   - **(2021)** [about.gitlab.com: How to navigate The Great Resignation](https://about.gitlab.com/blog/2021/12/16/how-to-navigate-the-great-resignation) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Provides an enterprise-level blueprint for engineering organizations to mitigate talent drain during market disruptions. Leveraging GitLab's open-source, handbook-first operational model, it illustrates how asynchronous communication systems reduce cognitive load and scale operational continuity.
   - **(2021)** [sloanreview.mit.edu: Creating Good Jobs](https://sloanreview.mit.edu/article/creating-good-jobs) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Presents a rigorous organizational design framework detailing the components of high-quality, sustainable employment. Demonstrates how structuring roles with clear career progression, high autonomy, and psychological safety yields superior operational resilience.
@@ -132,6 +133,13 @@
 #### Remote Operations
 
   - **(2021)** [about.gitlab.com: The Remote Work Report 2021](https://handbook.gitlab.com/handbook/company/culture/all-remote/remote-work-report) 🌟🌟 <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An authoritative, data-driven whitepaper by GitLab on global remote work methodologies. Discusses practical insights regarding asynchronous operations, developer productivity, and remote-first scaling strategies.
+## Security
+
+### Cloud Native
+
+#### Kubernetes Hardening
+
+  - **(2023)** [Kubernetes Security Best Practices: A DevSecOps Perspective](https://www.linkedin.com/top-content/career)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A DevSecOps assessment explaining key patterns for hardening Kubernetes namespaces. Reviews best practices for securing configuration secrets, configuring network isolation policies, and enforcing runtime container constraints.
 ## Software Engineering
 
 ### Developer Productivity
@@ -141,5 +149,5 @@
   - **(2017)** [github.com/rakyll/fake-it-til-you-make-it](https://github.com/rakyll/fake-it-til-you-make-it) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — A shell-based script interface to generate programmatic git commits and simulate active GitHub profile contributions. Flagged as legacy under Minimum Viable Quality (MVQ) rules due to long-term inactivity.
 
 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Freelancing](./freelancing.md) | [Finops](./finops.md)
+💡 **Explore Related:** [Finops](./finops.md) | [Elearning](./elearning.md) | [Interview Questions](./interview-questions.md)
 
diff --git a/v2-docs/registries.md b/v2-docs/registries.md
index d4b09af0..f47d95ed 100644
--- a/v2-docs/registries.md
+++ b/v2-docs/registries.md
@@ -40,6 +40,7 @@
 
 #### CI-CD Pipelines (1)
 
+  - **(2021)** [openshift.com: Cloud DevOps With OpenShift and JFrog](https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A case study looking at OpenShift and JFrog Artifactory integrations. It details how teams establish secure, auditable image management pipelines across hybrid cloud nodes.
   - **(2020)** [openshift.com: Using JFrog's Artifactory and Red Hat OpenShift Together](https://www.redhat.com/en/blog/18333-2) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An architectural guide detailing integrations between JFrog Artifactory and Red Hat OpenShift, showing how to coordinate secure, automated image promotion paths.
 ## Infrastructure Standards
 
@@ -118,12 +119,12 @@
   - **(2020)** [galaxy.ansible.com/mkgin/vmware-harbor](https://galaxy.ansible.com/mkgin/vmware-harbor) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--info'>[LEGACY]</span> — Ansible Galaxy role designed to install Harbor registries on VMware-based virtual infrastructure. It remains a historical reference but has been surpassed by containerized approaches.
 ## Security
 
-### Certificates
+### DevSecOps
 
-#### TLS Automation
+#### Secrets Scanning
 
-  - **(2026)** [==cert-manager/cert-manager==](https://github.com/cert-manager/cert-manager) <span class='md-tag md-tag--info'>⭐ 13830</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Consolidated record of the cert-manager project, automating dynamic certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.
+  - **(2022)** [jfrog.com: How to protect your secrets with Spectral and JFrog Pipelines](https://jfrog.com/blog) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical walk-through showing how to use Spectral in tandem with JFrog Pipelines. The tutorial focuses on identifying misplaced credentials and code misconfigurations inside continuous integration stages.
 
 ---
-💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Argo](./argo.md) | [Jenkins](./jenkins.md)
+💡 **Explore Related:** [Cicd](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Jenkins](./jenkins.md)
 
diff --git a/v2-docs/scaffolding.md b/v2-docs/scaffolding.md
index 1e5209a6..d512ab46 100644
--- a/v2-docs/scaffolding.md
+++ b/v2-docs/scaffolding.md
@@ -8,6 +8,18 @@
 ### CICD and GitOps
 
   - **(2024)** [Azure/Draft 🌟](https://github.com/Azure/draft) <span class='md-tag md-tag--info'>⭐ 642</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — The official Azure Draft project designed to ease early-stage developer transitions onto Kubernetes. Scans source directories to dynamically output standard Dockerfiles, Kubernetes manifests, Helm deployments, and pipeline workflows.
+## Cloud-Native Development
+
+### Continuous Delivery
+
+#### Skaffold
+
+  - **(2026)** [==skaffold==](https://skaffold.dev) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Highly active open-source CLI utility by Google that automates the workflow for building, pushing, and deploying Kubernetes applications. Accelerates inner-loop cycles through continuous live-sync engine integration.
+### Local Development Tools
+
+#### Okteto
+
+  - **(2021)** [codefresh.io: Tutorial - Local Kubernetes Development with Okteto 🌟](https://octopus.com/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Hands-on walkthrough displaying how to use Okteto to connect a developer workspace directly with live infrastructure, bypassing resource-heavy local systems.
 ## Developer Experience
 
 ### Application Bootstrapping
@@ -26,5 +38,5 @@
   - **(2023)** [cloud.google.com: configuring_with_snippets 🌟](https://docs.cloud.google.com/code/docs/vscode/yaml-editing#configuring_with_snippets) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Official Google Cloud tutorial configuring Visual Studio Code with structural snippets, optimizing engineering speeds when deploying nested Kubernetes objects.
 
 ---
-💡 **Explore Related:** [Project Management Methodology](./project-management-methodology.md) | [Devops](./devops.md) | [Chaos Engineering](./chaos-engineering.md)
+💡 **Explore Related:** [Developerportals](./developerportals.md) | [Devops](./devops.md) | [Sre](./sre.md)
 
diff --git a/v2-docs/securityascode.md b/v2-docs/securityascode.md
index c81ef26f..d575714b 100644
--- a/v2-docs/securityascode.md
+++ b/v2-docs/securityascode.md
@@ -29,15 +29,6 @@
 #### Microsoft Entra
 
   - **(2024)** [**Configure Microsoft Entra for Increased Security**](https://learn.microsoft.com/en-us/entra/fundamentals/configure-security) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Official documentation outlines hardening parameters for Microsoft Entra ID. Features prescriptive blueprints for setting up conditional access, continuous access evaluation, Multi-Factor Authentication (MFA), and role-based identity management.
-## Public Cloud Platforms
-
-### AWS
-
-#### EKS Security and Isolation
-
-##### Policy Management
-
-  - **(2021)** [**aws.amazon.com: Easy as one-two-three policy management with Kyverno on Amazon EKS 🌟**](https://aws.amazon.com/blogs/containers/easy-as-one-two-three-policy-management-with-kyverno-on-amazon-eks) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Walkthrough detailing how to manage native policy rules on EKS clusters using Kyverno instead of raw Rego. Illustrates automated resource validation, generation, and mutation patterns to enforce corporate configuration compliance.
 ## Security
 
 ### DevSecOps
@@ -47,5 +38,5 @@
   - **(2023)** [GitHub Code Security Risk Assessment: Free Vulnerability Scanning](https://github.blog/security/application-security/how-exposed-is-your-code-find-out-in-minutes-for-free) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An introduction to GitHub's native, free vulnerability scanning tools designed to locate security regressions, secrets, and supply chain threats directly within the code repository. It highlights automated security alerts and quick enablement configurations.
 
 ---
-💡 **Explore Related:** [Devsecops](./devsecops.md) | [Crossplane](./crossplane.md) | [Pulumi](./pulumi.md)
+💡 **Explore Related:** [Terraform](./terraform.md) | [Iac](./iac.md) | [Kubernetes Security](./kubernetes-security.md)
 
diff --git a/v2-docs/serverless.md b/v2-docs/serverless.md
index d45eb048..cfc8b6ca 100644
--- a/v2-docs/serverless.md
+++ b/v2-docs/serverless.md
@@ -19,5 +19,5 @@
   - **(2021)** [ServerlessHorrors: A Web Compiling Nightmares in the Serverless World](https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Un compendio técnico sobre los errores más comunes y costosos en el diseño de arquitecturas serverless. Ofrece un análisis crítico de fallos reales de concurrencia, inicios en frío ("cold starts"), costos fuera de control e integración de servicios, sirviendo como guía de advertencia para diseñadores de sistemas distribuidos. [SPANISH CONTENT]
 
 ---
-💡 **Explore Related:** [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Ocp4](./ocp4.md) | [Kubernetes Based Devel](./kubernetes-based-devel.md)
+💡 **Explore Related:** [Kubernetes Based Devel](./kubernetes-based-devel.md) | [Kubectl Commands](./kubectl-commands.md) | [Container Managers](./container-managers.md)
 
diff --git a/v2-docs/servicemesh.md b/v2-docs/servicemesh.md
index 08e4e739..9495496f 100644
--- a/v2-docs/servicemesh.md
+++ b/v2-docs/servicemesh.md
@@ -26,6 +26,13 @@
 ##### Operations
 
   - **(2021)** [solo.io: Navigating __Istio Config__: a look into Istio’s toolkit](https://www.solo.io/blog) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A guide detailing useful debugging utilities and CLI tools for validating and diagnosing Istio configuration sets. Explains how to leverage 'istioctl' diagnostics, debug configuration states, and inspect direct Envoy configuration mappings to maintain healthy cluster states.
+## GitOps and Continuous Delivery
+
+### Progressive Delivery
+
+#### GitOps
+
+  - **(2021)** [weave.works: Progressively Delivering Applications Across Cloud and On-Premise. Using Kuma & GitOps to implement canary releasing](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An archival reference describing historical patterns of Weaveworks GitOps implementations across multi-cloud topologies. NOTE: The original URL has redirected due to business domain changes; preserved for architectural lineage.
 ## Networking
 
 ### Service Mesh (2)
@@ -35,6 +42,11 @@
 ##### Implementation
 
   - **(2023)** [Implementing Istio From Start To Finish](https://www.cloudnativedeepdive.com/implementing-istio-from-start-to-finish) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An implementation guide mapping out the lifecycle steps required to deploy, secure, and operate an Istio service mesh in enterprise environments. It provides structured insights on handling namespace injection, ambient mesh considerations, and mutual TLS enforcement.
+### Web Servers
+
+#### Nginx
+
+  - **(2026)** [==Nginx==](https://www.f5.com/products/nginx) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Nginx is the premier high-performance web server, reverse proxy, and ingress standard globally. Its lightweight event-driven design allows it to process high-concurrency traffic patterns with extremely predictable memory and CPU footprints.
 ## Observability
 
 ### Telemetry Standards
@@ -44,5 +56,5 @@
   - **(2022)** [Prometheus and OpenTelemetry Compatibility Issues](https://thenewstack.io/prometheus-and-opentelemetry-just-couldnt-get-along) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An informative look at the historical data model incompatibilities between Prometheus and OpenTelemetry (OTel). It details the industry efforts to reconcile standard Prometheus structures with the broader OTel landscape.
 
 ---
-💡 **Explore Related:** [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Networking](./networking.md)
+💡 **Explore Related:** [Istio](./istio.md) | [Networking](./networking.md) | [Web Servers](./web-servers.md)
 
diff --git a/v2-docs/sonarqube.md b/v2-docs/sonarqube.md
index 6e377acd..8814930c 100644
--- a/v2-docs/sonarqube.md
+++ b/v2-docs/sonarqube.md
@@ -47,5 +47,5 @@
   - **(2021)** [youtube: Installation of Sonarqube on Kubernetes/Minikube](https://www.youtube.com/watch?v=_cT-kkvw3NQ) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Video guide demonstrating how to spin up a SonarQube server inside Minikube, configured for localized developer playground environments.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Argo](./argo.md)
+💡 **Explore Related:** [Cicd](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Jenkins](./jenkins.md)
 
diff --git a/v2-docs/sre.md b/v2-docs/sre.md
index 63eb4074..edaede4e 100644
--- a/v2-docs/sre.md
+++ b/v2-docs/sre.md
@@ -15,6 +15,11 @@
   - **(2021)** [**phoenixnap.com: SRE Vs. DevOps: Differences Explained 🌟**](https://phoenixnap.com/blog/sre-vs-devops) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An educational guide that outlines the operational boundaries and target objectives distinguishing SRE from DevOps. It features detailed structural comparisons highlighting specific KPI alignments, on-call expectations, and error budget implementation procedures.
   - **(2022)** [dev.to: DevOps vs SRE: What's The Difference?](https://dev.to/thenjdevopsguy/devops-vs-sre-what-s-the-difference-560d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An introductory analysis exploring how DevOps and SRE differ conceptually and operationally. It illustrates how SRE provides the programmatic solutions and infrastructure instrumentation needed to realize the broader cultural transformations promised by DevOps methodologies.
   - **(2021)** [youtube: Viktor Farcic - What is the difference between SRE and DevOps?](https://www.youtube.com/watch?v=jgW4r9FxItI&ab_channel=DevOpsToolkitbyViktorFarcic)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An analytical video comparing SRE and DevOps methodologies. The presentation details structural overlaps, detailing SRE as a concrete class implementing the abstract interface of DevOps, emphasizing automated tooling, error budget tracking, and shared organizational objectives.
+### Observability and Monitoring
+
+#### Foundations
+
+  - **(2016)** [==Monitoring Distributed Systems - Google SRE Book==](https://sre.google/sre-book/monitoring-distributed-systems) <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 industry-standard chapter from Google's SRE book detailing the implementation of distributed systems monitoring. It defines the 'Four Golden Signals'—latency, traffic, errors, and saturation—providing practical blueprints to prevent alert fatigue and build actionable dashboard designs.
 ### Organization Design
 
 #### Operational Models
@@ -33,7 +38,7 @@
 #### Community Events
 
   - **(2024)** [SLOconf](https://www.sloconf.com) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — The official landing page for SLOconf, a premier community event dedicated to Service Level Objectives. The forum hosts deep technical tracks, production post-mortems, and deployment case studies, making it an essential hub for engineers refining reliability standards.
-#### Foundations
+#### Foundations (1)
 
   - **(2020)** [==sre.google: The Art of SLOs==](https://sre.google/resources/practices-and-processes/art-of-slos) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An essential training handbook from Google covering the foundational concepts of setting, calculating, and maintaining Service Level Objectives. It provides practical exercises to identify critical user pathways and align internal metrics with real-world customer expectations.
 #### GitOps Implementation
@@ -83,12 +88,17 @@
   - **(2020)** [infoq.com: Observing and Understanding Failures: SRE Apprentices](https://www.infoq.com/presentations/sre-apprentices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — This session addresses the cognitive models of system failure, specifically targeting how apprentices and junior SREs can safely learn to analyze complex failures. It advocates for structured code-level tracing, game days, and interactive debugging to accelerate reliable operational troubleshooting.
 ## Platform Engineering (1)
 
+### Architectural Patterns
+
+#### Internal Developer Platforms
+
+  - **(2023)** [Platform Democracy: Rethinking Who Builds and Consumes Your Internal Platform](https://www.syntasso.io/post/platform-democracy-rethinking-who-builds-and-consumes-your-internal-platform) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An analytical piece explaining Platform Democracy as an operational framework. Discusses user-centric workflows when designing internal developer platform structures (IDPs).
 ### Site Reliability Engineering (1)
 
 #### Case Studies (1)
 
   - **(2023)** [openshift.com: From Ops to SRE - Evolution of the OpenShift Dedicated Team](https://www.redhat.com/en/blog/from-ops-to-sre-evolution-of-the-openshift-dedicated-team) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An enterprise case study detailing how Red Hat transitioned its OpenShift Dedicated operations team to a modern SRE model, showing concrete scaling metrics.
-#### Foundations (1)
+#### Foundations (2)
 
   - **(2026)** [==sre.google: What is Site Reliability Engineering (SRE)? 🌟==](https://sre.google) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The main portal hosting Google's legendary Site Reliability Engineering, Site Reliability Workbook, and Building Secure and Reliable Systems textbooks. Mandatory standard reference.
   - **(2025)** [==cloud.google.com: SRE at Google: Our complete list of CRE life lessons 🌟==](https://cloud.google.com/blog/products/devops-sre/sre-at-google-our-complete-list-of-cre-life-lessons) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An essential collection of enterprise insights gathered by Google Customer Reliability Engineers (CRE). Translates massive Google-scale SRE rules into practical roadmaps for external architectures.
@@ -107,5 +117,5 @@
   - **(2021)** [circonus.com: Monitoring for Success: What All SREs Need to Know](https://www.circonus.com/2021/04/monitoring-for-success-what-all-sres-need-to-know) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A deep technical evaluation of telemetry and metric requirements for SRE. Discusses the selection of appropriate service objectives and data collection frequencies.
 
 ---
-💡 **Explore Related:** [Project Management Methodology](./project-management-methodology.md) | [Scaffolding](./scaffolding.md) | [Devops](./devops.md)
+💡 **Explore Related:** [Developerportals](./developerportals.md) | [Devops](./devops.md) | [Scaffolding](./scaffolding.md)
 
diff --git a/v2-docs/tekton.md b/v2-docs/tekton.md
deleted file mode 100644
index fb8b9447..00000000
--- a/v2-docs/tekton.md
+++ /dev/null
@@ -1,17 +0,0 @@
-# Tekton
-
-!!! info "Architectural Context"
-    Detailed reference for Tekton in the context of Engineering Pipeline.
-
-## Hybrid Cloud and Enterprise
-
-### OpenShift
-
-#### Pipelines and CI CD
-
-  - **(2020)** [openshift.com: Cloud-Native CI/CD with OpenShift Pipelines based on Tekton](https://www.redhat.com/en/blog/cloud-native-ci-cd-with-openshift-pipelines)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: An official Red Hat announcement outlining OpenShift Pipelines, the managed implementation of Tekton.
-Live Grounding: Details the shift from centralized Jenkins controllers to decoupled, cloud-native container steps executing inside Kubernetes Pods, providing superior resource usage and auto-scaling.
-
----
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Argo](./argo.md)
-
diff --git a/v2-docs/terraform.md b/v2-docs/terraform.md
index 9f732611..d0c706ab 100644
--- a/v2-docs/terraform.md
+++ b/v2-docs/terraform.md
@@ -3,29 +3,36 @@
 !!! info "Architectural Context"
     Detailed reference for Terraform in the context of Hardened Infrastructure.
 
+## Cloud Infrastructure
+
+### Infrastructure as Code
+
+#### AI Generation
+
+  - **(2025)** [Terraform 2.0 in Practice: Using AI to Generate Infrastructure as Code](https://markaicode.com/terraform-ai-infrastructure-as-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Focuses on AI-driven generation of HCL infrastructure files. Covers schema checking, validating security guardrails in prompt pipelines, and continuous integration workflows for automated infrastructure verification.
+#### Testing Practices
+
+  - **(2025)** [AI Meets Terraform: Prompt Strategies for Test Generation](https://masterpoint.io/blog/ai-meets-tf-prompt-strategies-for-test-generation)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Outlines specific prompting strategies to automatically draft tests for Terraform modules. Synthesizes automated validation frameworks like `terraform test` with generative AI outputs to ensure infrastructure stability.
+### Kubernetes Distributions
+
+#### Bare-Metal and Edge
+
+  - **(2026)** [**poseidon/typhoon**](https://github.com/poseidon/typhoon) <span class='md-tag md-tag--info'>⭐ 2042</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Typhoon is a bare-metal and multi-cloud Kubernetes distribution focused on simplicity. Built entirely with Terraform and running on Flatcar Container Linux, it provides a stable setup that operates efficiently without heavy proprietary layers.
 ## Cloud Providers
 
-### Azure
-
-#### Infrastructure as Code
-
-  - **(2022)** [build5nines.com: Terraform: Create an AKS Cluster 🌟](https://build5nines.com/terraform-create-an-aks-cluster) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Step-by-step walkthrough explaining the provisioning of fully functioning AKS clusters using Terraform HCL. Provides modular templates containing standard configurations for nodes, subnets, and identity profiles. Excellent for starting GitOps infrastructure-as-code patterns.
-## Platform Engineering
-
-### CI-CD Pipelines
+### AWS EKS
 
 #### Infrastructure as Code (1)
 
-##### Azure DevOps
+  - **(2026)** [==github.com/aws-ia/terraform-aws-eks-blueprints (examples) 🌟🌟🌟==](https://github.com/aws-ia/terraform-aws-eks-blueprints) <span class='md-tag md-tag--info'>⭐ 3021</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A highly opinionated, production-ready collection of Terraform modules designed to accelerate Amazon EKS cluster deployments. Live Grounding highlights its architecture for bootstrapping clusters with essential add-ons like Karpenter, AWS Load Balancer Controller, and Prometheus. It represents the industry standard for declarative EKS infrastructure provisioning.
+## Security
 
-  - **(2025)** [**Automate Terraform Testing with Azure DevOps Pipelines**](https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-pipelines) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Provides a complete implementation walkthrough for embedding robust automated test suites (including tftest and checkov) inside Azure DevOps pipelines. Demonstrates how to validate infrastructure compliance and dry-run infrastructure updates early in the pipeline.
-  - **(2024)** [**Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)**](https://deniscooper.co.uk/azure-devops-terraform-pipeline) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A production-grade, step-by-step tutorial on building a fully secure and automated Terraform deployment pipeline within Azure DevOps. Provides robust, reusable YAML template definitions, including state locking configurations, plan validations, and multi-environment promotions.
-### FinOps
+### Certificates
 
-#### Infrastructure as Code (2)
+#### TLS Automation
 
-  - **(2024)** [**InfraCost + Terraform PRs: Making Cost Awareness Effortless**](https://www.linkedin.com/pulse/infracost-terraform-prs-making-cost-awareness-martin-jackson-a6sge?utm_source=share&utm_medium=member_android&utm_campaign=share_via) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Highlights how integrating Infracost into Terraform pull request workflows drives continuous cost awareness and optimization directly at the developer level. Prevents budget shocks by showing real-time, side-by-side cost differentials before code is merged.
+  - **(2021)** [getbetterdevops.io: How to Secure K8S Nginx Ingress With Let’s Encrypt and Cert Manager](https://www.empowersurvivors.net) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Rescued guide detailing the technical orchestration steps of cert-manager and Let's Encrypt certificates mapping over NGINX Ingress controllers for ingress traffic protection.
 
 ---
-💡 **Explore Related:** [Devsecops](./devsecops.md) | [Crossplane](./crossplane.md) | [Pulumi](./pulumi.md)
+💡 **Explore Related:** [Iac](./iac.md) | [Kubernetes Security](./kubernetes-security.md) | [Devsecops](./devsecops.md)
 
diff --git a/v2-docs/videos.md b/v2-docs/videos.md
index 1c20d1ff..676031b5 100644
--- a/v2-docs/videos.md
+++ b/v2-docs/videos.md
@@ -8,28 +8,15 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect
 2. [Fundamentals and Documentaries](#fundamentals-and-documentaries)
 
 ## Architecture and Cloud Strategy { #architecture-and-cloud-strategy }
-??? note "🎬 Global-Scale Media Streaming and Content Delivery Networks | `Content Delivery Networks (CDN) & Edge Computing`"
+??? note "🎬 Kubernetes for SysAdmins | Kelsey Hightower at PuppetConf | `Kubernetes`"
     !!! info "Architectural Summary"
-        This resource represents a generic YouTube portal, which structurally reflects global-scale media dissemination leveraging low-latency edge caching, dynamic transcoding pipelines, and adaptive bitrate streaming. For 2026 cloud-native architectures, it highlights the critical integration of decentralized edge computing nodes co-located with ISPs to minimize egress costs and latency. Scalable microservices running on global container orchestrators are required to manage high-throughput metadata resolution and real-time telemetry ingestion.
+        Software engineer Kelsey Hightower provides a high-impact overview of Kubernetes (k8s) for system administrators. 
+The session includes a practical demo on deploying stateful workloads (MySQL) and applications (Ruby on Rails), 
+scaling, and integrating service discovery.
+
 
     <center markdown="1">
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/BE77h7dmoQU" title="Global-Scale Media Streaming and Content Delivery Networks" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
-    </center>
-
-??? note "🎬 N/A (Generic YouTube Link) | `None`"
-    !!! info "Architectural Summary"
-        The provided input contains only the generic YouTube landing page metadata and lacks a specific video title or technical content to analyze. Consequently, no cloud native architectural value or specific technology can be evaluated from the resource.
-
-    <center markdown="1">
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/318elIq37PE" title="N/A (Generic YouTube Link)" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
-    </center>
-
-??? note "🎬 N/A - Generic YouTube Link Provided | `None`"
-    !!! info "Architectural Summary"
-        The provided metadata corresponds to the generic YouTube homepage rather than a specific technical video. As a result, no actionable cloud-native architectural content, deployment patterns, or engineering methodologies could be analyzed or extracted for a 2026 cloud-native context.
-
-    <center markdown="1">
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/HlAXp0-M6SY?clip=UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ&amp;clipt=EMSoKxiG3C4" title="N/A - Generic YouTube Link Provided" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/HlAXp0-M6SY?clip=UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ&amp;clipt=EMSoKxiG3C4" title="Kubernetes for SysAdmins | Kelsey Hightower at PuppetConf" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
     </center>
 
 ??? note "🎬 Generic YouTube Metadata (No Video Specified) | `None`"
@@ -72,20 +59,27 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect
     <iframe width="720" height="405" src="https://www.youtube.com/embed/ghzsBm8vOms" title="N/A - Generic YouTube Landing Page" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
     </center>
 
-??? note "🎬 YouTube System Architecture and Global Video Delivery | `Vitess`"
+??? note "🎬 David Heinemeier Hansson: Microservices vs. Monolith | `Architecture`"
     !!! info "Architectural Summary"
-        This architectural analysis explores YouTube's planetary-scale system design, highlighting the integration of Vitess for database clustering and horizontal scaling of stateful workloads. It details the mechanics of high-throughput video transcoding pipelines, dynamic adaptive streaming (DASH/HLS), and edge-delivery optimization via Google Global Cache (GGC) to achieve ultra-low latency and resilient content distribution at exabyte scale.
+        David Heinemeier Hansson (DHH), creator of Ruby on Rails, provides a critical analysis 
+on application architecture, contrasting the complexities of microservices with the 
+efficiencies of the "Majestic Monolith" for modern engineering teams.
+
 
     <center markdown="1">
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/rkXGSLf-rVQ?si=Ho8Zzxbrecn7Yncb" title="YouTube System Architecture and Global Video Delivery" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/rkXGSLf-rVQ?si=Ho8Zzxbrecn7Yncb" title="David Heinemeier Hansson: Microservices vs. Monolith" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
     </center>
 
-??? note "🎬 YouTube Infrastructure: Global-Scale Video Streaming and Storage Architecture | `Vitess & Edge Computing`"
+??? note "🎬 The creator of Rails on JavaScript FE vs. Classic Server-side Rendering | `Web Architecture`"
     !!! info "Architectural Summary"
-        This architectural analysis explores YouTube's global distribution platform, highlighting its reliance on Vitess for horizontal MySQL database clustering, custom transcoding hardware (Argos/VC1), and globally distributed edge-caching infrastructure. It provides essential blueprints for 2026 cloud-native systems handling multi-exabyte stateful storage workloads and ultra-low-latency content delivery at the edge.
+        David Heinemeier Hansson (DHH) discusses the trade-offs between complex JavaScript 
+Single Page Applications (SPAs) and classic Server-Side Rendering (SSR). 
+He introduces Hotwire as a modern approach to achieve high interactivity without the 
+overhead of heavy client-side frameworks.
+
 
     <center markdown="1">
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja" title="YouTube Infrastructure: Global-Scale Video Streaming and Storage Architecture" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja" title="The creator of Rails on JavaScript FE vs. Classic Server-side Rendering" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
     </center>
 
 ??? note "🎬 Generic or Missing YouTube Video Reference | `Metadata Analysis`"
@@ -96,20 +90,26 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect
     <iframe width="720" height="405" src="https://www.youtube.com/embed/PxyyY7TsCqs?si=kzCRojDteESqork1" title="Generic or Missing YouTube Video Reference" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
     </center>
 
-??? note "🎬 Vitess: Scaling YouTube's Database Infrastructure | `Vitess`"
+??? note "🎬 Murli Thirumale | KubeCon CloudNativeCon EU 2023 | `Cloud Native Storage`"
     !!! info "Architectural Summary"
-        This technical analysis details Vitess, the cloud-native database clustering system designed to horizontally scale MySQL through intelligent sharding and query routing. In a 2026 cloud-native paradigm, Vitess enables stateless applications on Kubernetes to seamlessly interface with highly available, distributed relational databases across multi-region deployments. Its built-in connection pooling and SQL parsing mitigate stateful bottlenecks, ensuring resilient, low-latency transactional integrity at hyperscale.
+        Murli Thirumale (VP & GM, Portworx) discusses the critical evolution of cloud-native 
+storage and data management at KubeCon EU 2023. The talk focuses on enabling 
+resilient, stateful workloads and multi-cloud data mobility for enterprise Kubernetes deployments.
+
 
     <center markdown="1">
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c" title="Vitess: Scaling YouTube's Database Infrastructure" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c" title="Murli Thirumale | KubeCon CloudNativeCon EU 2023" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
     </center>
 
-??? note "🎬 YouTube's Scalable Database Infrastructure (Vitess) | `Vitess`"
+??? note "🎬 Red Hat OpenShift Platform Plus Overview | `OpenShift`"
     !!! info "Architectural Summary"
-        This resource explores Vitess, the database clustering system developed by YouTube to horizontally scale MySQL through intelligent query routing and automated sharding. In a 2026 Cloud Native context, it demonstrates how to run highly scalable, stateful transactional databases natively on Kubernetes without sacrificing SQL compliance or application simplicity.
+        An official architectural overview of Red Hat OpenShift Platform Plus. 
+It showcases the integration of advanced cluster security (ACS), multi-cluster 
+management, and persistent data services within a unified, enterprise-grade Kubernetes platform.
+
 
     <center markdown="1">
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe" title="YouTube's Scalable Database Infrastructure (Vitess)" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe" title="Red Hat OpenShift Platform Plus Overview" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
     </center>
 
 ??? note "🎬 N/A (Generic YouTube Link) | `None`"
@@ -201,6 +201,28 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect
     </center>
 
 ## Fundamentals and Documentaries { #fundamentals-and-documentaries }
+??? note "🎬 Kubernetes: The Documentary [PART 1] | `Kubernetes`"
+    !!! info "Architectural Summary"
+        The official Kubernetes Documentary Part 1. Inspired by the open source success of Docker in 2013, 
+this film captures the story of the container orchestrator directly from the people who lived it, 
+featuring interviews with prominent engineers from Google, Red Hat, Twitter, and others.
+
+
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/BE77h7dmoQU" title="Kubernetes: The Documentary [PART 1]" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
+
+??? note "🎬 Kubernetes: The Documentary [PART 2] | `Kubernetes`"
+    !!! info "Architectural Summary"
+        The official Kubernetes Documentary Part 2. Continuing the story of the "Container Orchestrator Wars," 
+this part explores how Kubernetes ultimately came out on top despite technical challenges, 
+internal resistance, and intense competition, highlighting the power of open source.
+
+
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/318elIq37PE" title="Kubernetes: The Documentary [PART 2]" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
+
 ??? note "🎬 Generic YouTube Video Placeholder | `None`"
     !!! info "Architectural Summary"
         The provided metadata represents the generic YouTube landing page rather than a specific technical presentation or engineering video. Consequently, no cloud-native architectural analysis or 2026 context can be extracted from this placeholder resource.
diff --git a/v2-docs/visual-studio.md b/v2-docs/visual-studio.md
index 1b8feea9..db55fda8 100644
--- a/v2-docs/visual-studio.md
+++ b/v2-docs/visual-studio.md
@@ -10,7 +10,14 @@
 #### Kubernetes Integration
 
   - **(2020)** [blog.getambassador.io: Debugging Go Microservices in Kubernetes with VScode](https://blog.getambassador.io/debugging-go-microservices-in-kubernetes-with-vscode-a36beb48ef1) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Explores techniques for real-time remote debugging of Go microservices running inside a Kubernetes cluster using Telepresence and VSCode, bridging local development environments with cloud resources.
+## Developer Tools
+
+### Cloud Developer Environments
+
+#### Visual Studio Integrations
+
+  - **(2026)** [==GitHub Codespaces==](https://github.com/features/codespaces) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — GitHub Codespaces delivers cloud-hosted, highly configurable development environments running directly inside Visual Studio Code or browser instances. By leveraging declarative configuration (devcontainer.json), platform teams can eliminate the standard 'works on my machine' problem and onboard developers in seconds. It represents a paradigm shift in software engineering productivity, replacing heavy local setups with scalable, secure cloud-native workstations.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [Golang](./golang.md)
+💡 **Explore Related:** [Dotnet](./dotnet.md) | [Javascript](./javascript.md) | [Python](./python.md)
 
diff --git a/v2-docs/web-servers.md b/v2-docs/web-servers.md
index f27771b0..225447b8 100644
--- a/v2-docs/web-servers.md
+++ b/v2-docs/web-servers.md
@@ -25,6 +25,9 @@
 ##### Kubernetes Ingress
 
   - **(2020)** [opensource.com: Directing Kubernetes traffic with Traefik](https://opensource.com/article/20/3/kubernetes-traefik) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An introductory article explaining how to set up Traefik as an Ingress Controller in Kubernetes. It focuses on setting up path-based routing rules and using labels to automate routing table updates.
+##### Kustomize Deployments
+
+  - **(2020)** [blog.tomarrell.com: Kustomize: Traefik v2.2 as a Kubernetes Ingress Controller](https://blog.tomarrell.com/post/traefik_v2_on_kubernetes) 🌟🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — An operations blog outlining Traefik v2.2 deployment using Kustomize overlays. Although the specific Traefik CRD API versions are legacy, the architectural structure of managing ingress with Kustomize remains highly educational.
   - **(2026)** [==Traefik==](http://traefik.io) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Traefik is a modern cloud-native HTTP reverse proxy and ingress controller designed to automatically discover backend services from platforms like Kubernetes, Docker, and Consul. Its auto-configuration feature and native support for Let's Encrypt certificates simplify cluster operations.
 ### Load Balancing (1)
 
@@ -36,6 +39,7 @@
 ##### Nginx Integration
 
   - **(2020)** [Tecmint.com: How to Setup HAProxy as Load Balancer for Nginx on CentOS 8](https://www.tecmint.com/setup-nginx-haproxy-load-balancer-in-centos-8) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A configuration-focused tutorial detailing how to chain HAProxy as a frontend load balancer in front of an Nginx web tier on CentOS 8. Note: CentOS 8 is end-of-life, meaning parts of this OS guide must be updated, but the routing concepts remain sound.
+  - **(2026)** [==haproxy.org==](http://www.haproxy.org) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The official site for HAProxy, the high-performance TCP/HTTP load balancer. Renowned for its extreme efficiency and microsecond-level latency control, HAProxy is an industry standard for routing massive amounts of concurrent web traffic.
 ### Reverse Proxy
 
 #### Apache HTTPD
@@ -53,6 +57,9 @@
   - **(2026)** [==Apache==](https://httpd.apache.org) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[LEGACY]</span> — The home page for Apache HTTPD, the foundational open-source web server of the internet. While newer microservices architectures typically leverage Nginx or Envoy, Apache remains highly relevant for legacy proxy configurations and traditional web hosting setups.
 #### Nginx
 
+##### Configuration Generators
+
+  - **(2025)** [==NGINXConfig==](https://www.digitalocean.com/community/tools/nginx) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — DigitalOcean's visual configuration tool for Nginx. It generates highly secure, production-tested server blocks tailored for modern features like HTTP/2, custom security headers, SSL/TLS optimizations via Let's Encrypt, and Gzip compression.
 ##### Guides
 
   - **(2021)** [**freecodecamp.org: The NGINX Handbook 🌟**](https://www.freecodecamp.org/news/the-nginx-handbook) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An extensive manual explaining the underlying mechanics of Nginx. Covers everything from server blocks and upstream definitions to proxy routing rules, security hardening, and cache configuration optimization.
@@ -67,5 +74,5 @@
   - **(2026)** [**unit.nginx.org**](https://unit.nginx.org) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Nginx Unit is a dynamic, polyglot application server engineered to run application code across multiple runtimes (Go, Python, Node.js, PHP) simultaneously. It is entirely controlled via a declarative JSON-based REST API, making it well-suited for container-centric microservices.
 
 ---
-💡 **Explore Related:** [Caching](./caching.md) | [Servicemesh](./servicemesh.md) | [Kubernetes Networking](./kubernetes-networking.md)
+💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Istio](./istio.md) | [Networking](./networking.md)
 
diff --git a/v2-docs/yaml.md b/v2-docs/yaml.md
index b845147d..8a11d2aa 100644
--- a/v2-docs/yaml.md
+++ b/v2-docs/yaml.md
@@ -66,13 +66,6 @@
 #### JSON Operations
 
   - **(2021)** [thenewstack.io: Why (and How) You Should Manage JSON with SQL](https://thenewstack.io/why-and-how-you-should-manage-json-with-sql) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Explains how to query and manipulate semi-structured JSON payloads natively in relational databases using modern SQL. Offers a roadmap for blending NoSQL flexibility with transactional relational databases.
-## DevSecOps
-
-### Infrastructure as Code Security
-
-#### Static Analysis
-
-  - **(2026)** [**KubeLinter**](https://github.com/stackrox/kube-linter) <span class='md-tag md-tag--info'>⭐ 3450</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A static analysis tool that analyzes Kubernetes YAML manifests and Helm charts against best practices for security and production readiness. Checks for running as root, container security context settings, and missing resource limits.
 ## Infrastructure as Code
 
 ### Ansible
@@ -80,6 +73,11 @@
 #### Data Parsing
 
   - **(2021)** [opensource.com: 5 ways to process JSON data in Ansible 🌟](https://opensource.com/article/21/4/process-json-data-ansible) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Presents five robust approaches to parse, filter, and modify raw JSON parameters inside automated Ansible configurations. Focuses on using native filters and Jinja2 structures to orchestrate complex environment definitions.
+### Configuration Management
+
+#### Templating
+
+  - **(2025)** [Kapitan: Generic templated configuration management for Kubernetes, Terraform and other things](https://kapitan.dev) <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> — A powerful configuration generator for Kubernetes and cloud platforms. Includes native cryptographic secrets handling (supporting GPG, KMS, Vault), allowing multi-environment configurations to remain secure in Git.
 ## Orchestration
 
 ### Kubernetes
@@ -211,5 +209,5 @@
   - **(2022)** [automationreinvented.blogspot.com: What is Json Schema and how to perform schema validation using Rest Assured?](https://automationreinvented.blogspot.com/2022/03/what-is-json-schema-and-how-to-perform.html) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A detailed test automation walkthrough explaining JSON Schema validation with Rest Assured. Guides developers in implementing reliable regression pipelines to maintain robust system integrations.
 
 ---
-💡 **Explore Related:** [Databases](./databases.md) | [Message Queue](./message-queue.md) | [Newsql](./newsql.md)
+💡 **Explore Related:** [Newsql](./newsql.md) | [Nosql](./nosql.md) | [Databases](./databases.md)
 
diff --git a/v2-mkdocs.yml b/v2-mkdocs.yml
index 8487a9b1..833a1306 100644
--- a/v2-mkdocs.yml
+++ b/v2-mkdocs.yml
@@ -94,19 +94,20 @@ markdown_extensions:
 nav:
   - "🔙 Back to V1 (Exhaustive)": https://nubenetes.com/
   - "The 2026 Vision": index.md
+  - "Agentic Video Hub": videos.md
   - "AI and Artificial Intelligence":
     - "Ai Agents Mcp": ai-agents-mcp.md
     - "Ai": ai.md
     - "Chatgpt": chatgpt.md
   - "Architectural Foundations":
     - "Cheatsheets": cheatsheets.md
-    - "Cloud Arch Diagrams": cloud-arch-diagrams.md
     - "Cloud Asset Inventory": cloud-asset-inventory.md
     - "Customer": customer.md
     - "Demos": demos.md
     - "Devops Tools": devops-tools.md
     - "Faq": faq.md
     - "Git": git.md
+    - "Grafana": grafana.md
     - "Helm": helm.md
     - "Introduction": introduction.md
     - "Kubernetes Tools": kubernetes-tools.md
@@ -116,6 +117,7 @@ nav:
     - "Matrix Table": matrix-table.md
     - "Mkdocs": mkdocs.md
     - "Monitoring": monitoring.md
+    - "Other Awesome Lists": other-awesome-lists.md
     - "Prometheus": prometheus.md
   - "Career & Industry":
     - "Elearning": elearning.md
@@ -126,12 +128,8 @@ nav:
   - "Cloud Providers (Hyperscalers)":
     - "Googlecloudplatform": GoogleCloudPlatform.md
     - "Aws Architecture": aws-architecture.md
-    - "Aws Containers": aws-containers.md
     - "Aws Databases": aws-databases.md
     - "Aws Devops": aws-devops.md
-    - "Aws Iac": aws-iac.md
-    - "Aws Miscellaneous": aws-miscellaneous.md
-    - "Aws Newfeatures": aws-newfeatures.md
     - "Aws Security": aws-security.md
     - "Aws Serverless": aws-serverless.md
     - "Aws Spain": aws-spain.md
@@ -140,7 +138,6 @@ nav:
     - "Aws Training": aws-training.md
     - "Aws": aws.md
     - "Azure": azure.md
-    - "Digitalocean": digitalocean.md
     - "Managed Kubernetes In Public Cloud": managed-kubernetes-in-public-cloud.md
     - "Oraclecloud": oraclecloud.md
     - "Private Cloud Solutions": private-cloud-solutions.md
@@ -148,14 +145,12 @@ nav:
     - "Databases": databases.md
     - "Message Queue": message-queue.md
     - "Newsql": newsql.md
+    - "Nosql": nosql.md
     - "Yaml": yaml.md
   - "Developer Ecosystem":
-    - "Api": api.md
-    - "Devel Sites": devel-sites.md
     - "Dotnet": dotnet.md
     - "Golang": golang.md
     - "Java And Java Performance Optimization": java-and-java-performance-optimization.md
-    - "Java_App_Servers": java_app_servers.md
     - "Java_Frameworks": java_frameworks.md
     - "Javascript": javascript.md
     - "Linux Dev Env": linux-dev-env.md
@@ -174,17 +169,13 @@ nav:
     - "Openshift Pipelines": openshift-pipelines.md
     - "Registries": registries.md
     - "Sonarqube": sonarqube.md
-    - "Tekton": tekton.md
   - "Hardened Infrastructure":
-    - "Ansible": ansible.md
     - "Crossplane": crossplane.md
     - "Devsecops": devsecops.md
     - "Iac": iac.md
     - "Kubernetes Security": kubernetes-security.md
-    - "Kustomize": kustomize.md
     - "Liquibase": liquibase.md
     - "Oauth": oauth.md
-    - "Pulumi": pulumi.md
     - "Securityascode": securityascode.md
     - "Terraform": terraform.md
   - "Networking & Service Mesh":
@@ -195,11 +186,9 @@ nav:
     - "Servicemesh": servicemesh.md
     - "Web Servers": web-servers.md
   - "Platform & Site Reliability":
-    - "Chaos Engineering": chaos-engineering.md
     - "Developerportals": developerportals.md
     - "Devops": devops.md
     - "Performance Testing With Jenkins And Jmeter": performance-testing-with-jenkins-and-jmeter.md
-    - "Project Management Methodology": project-management-methodology.md
     - "Qa": qa.md
     - "Scaffolding": scaffolding.md
     - "Sre": sre.md
@@ -208,14 +197,12 @@ nav:
     - "Docker": docker.md
     - "Kubectl Commands": kubectl-commands.md
     - "Kubernetes Alternatives": kubernetes-alternatives.md
-    - "Kubernetes Backup Migrations": kubernetes-backup-migrations.md
     - "Kubernetes Based Devel": kubernetes-based-devel.md
     - "Kubernetes Bigdata": kubernetes-bigdata.md
     - "Kubernetes Client Libraries": kubernetes-client-libraries.md
     - "Kubernetes Monitoring": kubernetes-monitoring.md
     - "Kubernetes On Premise": kubernetes-on-premise.md
     - "Kubernetes Operators Controllers": kubernetes-operators-controllers.md
-    - "Kubernetes Troubleshooting": kubernetes-troubleshooting.md
     - "Ocp4": ocp4.md
     - "Openshift": openshift.md
     - "Serverless": serverless.md
\ No newline at end of file
diff --git a/v2_decision_matrix.md b/v2_decision_matrix.md
deleted file mode 100644
index 633cbd57..00000000
--- a/v2_decision_matrix.md
+++ /dev/null
@@ -1,2852 +0,0 @@
-### 📋 Elite Decision Matrix
-Detailed logs of maturity promotions and elite selections.
-
-| # | Status | Maturity | Stars | Dimension | Resource |
-| :--- | :--- | :--- | :---: | :--- | :--- |
-| 1 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.mkdocs.org |
-| 2 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://www.wappalyzer.com/technologies/documentation-tools/mkdocs |
-| 3 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://doc.traefik.io/traefik |
-| 4 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://dev.to/scottshipp/series/15100 |
-| 5 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://build5nines.com/github-actions-run-pandoc-to-convert-markdown-to-word-document |
-| 6 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://thomasthornton.cloud/deploying-mkdocs-to-github-pages-with-github-actions |
-| 7 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://squidfunk.github.io/mkdocs-material |
-| 8 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.tablesgenerator.com/markdown_tables |
-| 9 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.markdownguide.org |
-| 10 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://docs.github.com/en |
-| 11 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet |
-| 12 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://dev.to/devteam/how-we-made-the-markdown-toolbar-4f09 |
-| 13 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.r-bloggers.com/2022/02/how-to-use-r-markdown-part-one |
-| 14 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://opensource.com/article/19/9/introduction-markdown |
-| 15 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/developer-skills/github/include-diagrams-markdown-files-mermaid |
-| 16 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://www.theverge.com/2022/3/29/23002138/google-docs-markdown-support-formatting-update |
-| 17 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.popsci.com/diy/use-markdown-google |
-| 18 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://readme.so |
-| 19 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/Ileriayo/markdown-badges |
-| 20 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://pages.github.com |
-| 21 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/20/7/docsify-github-pages |
-| 22 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/changelog/2021-01-21-access-control-for-github-pages |
-| 23 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://dev.to/github/visualize-github-pages-build-logs-1mc1 |
-| 24 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.gitbook.com |
-| 25 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/9/build-website-jekyll |
-| 26 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/documentation-libraries-to-help-you-write-good-docs |
-| 27 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://www.infoworld.com/article/2261531/red-hats-crime-against-centos.html |
-| 28 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://arstechnica.com/gadgets/2021/01/centos-is-gone-but-rhel-is-now-free-for-up-to-16-production-servers |
-| 29 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://arstechnica.com/gadgets/2021/01/on-the-death-of-centos-red-hat-liaison-brian-exelbierd-speaks |
-| 30 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.zdnet.com/article/free-red-hat-enterprise-linux-for-open-source-non-profit-organizations |
-| 31 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://www.genbeta.com/actualidad/red-hat-enterprise-linux-lanza-version-a-costo-para-llegar-a-publico-sectores-investigacion-academico |
-| 32 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.makeuseof.com/best-centos-alternatives |
-| 33 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.centos.org/cl-vs-cs |
-| 34 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.makeuseof.com/best-red-hat-based-linux-distros |
-| 35 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/vimwiki/vimwiki |
-| 36 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/vim-commands |
-| 37 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://thevaluable.dev/vim-advanced |
-| 38 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/recursive-vim-macros |
-| 39 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://openvim.com |
-| 40 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://neovim.io |
-| 41 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://blog.ashwinchat.com/9-months-of-full-time-vim |
-| 42 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://goteleport.com/blog/how-to-ssh-properly |
-| 43 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://phoenixnap.com/kb/linux-ssh-commands |
-| 44 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.commandlinefu.com/commands/browse/commands/matching/ssh/c3No/sort-by-votes |
-| 45 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://github.com/mohanad86/secure-ssh-python |
-| 46 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://github.com/suraksha-123/Grant-Revoke-ssh-access |
-| 47 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://dev.to/levivm/how-to-use-ssh-and-ssh-agent-forwarding-more-secure-ssh-2c32 |
-| 48 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/20/7/linux-shellhub |
-| 49 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://atareao.es/ubuntu/tuneles-ssh |
-| 50 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟🌟 | Architectural Foundations | https://www.paepper.com/blog/posts/how-to-properly-manage-ssh-keys-for-server-access |
-| 51 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://goteleport.com/blog/ssh-certificates |
-| 52 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://dev.to/josephmidura/how-to-manage-multiple-ssh-key-pairs-1ik |
-| 53 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://thenewstack.io/ssh-made-easy-with-ssh-agent-and-ssh-config |
-| 54 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://www.linuxteck.com/basic-ssh-client-commands-in-linux |
-| 55 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://iximiuz.com/en/posts/ssh-tunnels |
-| 56 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/6-openssl-commands |
-| 57 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/testssl-sh-test-tls-ssl-encryption-in-linux-commandline |
-| 58 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | http://www.linuxfoundation.org |
-| 59 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com |
-| 60 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Architectural Foundations | https://www.unixmen.com |
-| 61 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://opensource.com |
-| 62 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.linuxteck.com |
-| 63 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.howtoforge.com |
-| 64 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://tecadmin.net |
-| 65 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://www.systemcodegeeks.com |
-| 66 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Career & Industry | https://www.learnitguide.net |
-| 67 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | http://fossforce.com |
-| 68 | 💎 ELITE | [LEGACY] | 🌟 | Architectural Foundations | http://www.linuxhomenetworking.com |
-| 69 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | http://unixetc.co.uk |
-| 70 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | http://lwn.net |
-| 71 | 💎 ELITE | [LEGACY] | 🌟 | Architectural Foundations | http://www.linux-tutorial.info |
-| 72 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://lonesysadmin.net |
-| 73 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | http://www.linuxlinks.com |
-| 74 | 💎 ELITE | [LEGACY] | 🌟 | Architectural Foundations | http://unixmages.com |
-| 75 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | http://www.thegeekstuff.com |
-| 76 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://abarrak.gitbook.io/linux-sysops-handbook |
-| 77 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | http://systemadmin.es |
-| 78 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | http://www.muylinux.com |
-| 79 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | http://www.linuxadictos.com |
-| 80 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://www.youtube.com/channel/UCu2eNnWy-zc1xt_shCXQQfA |
-| 81 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.youtube.com/user/climagic |
-| 82 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/watchman-monitor-file-changes-in-linux |
-| 83 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://nordicapis.com/understanding-the-hidden-powers-of-curl |
-| 84 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/vtop-monitor-linux-process-usage |
-| 85 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/install-htop-on-centos-8 |
-| 86 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/curl-hack-httpie |
-| 87 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/world-domination-cgroups-part-8-down-and-dirty-cgroup-v2 |
-| 88 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/rsync-examples-rsync-options-and-how-to-copy-files-over-ssh |
-| 89 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/control-systemd-services-on-remote-linux-server |
-| 90 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/configure-ssh-keygen |
-| 91 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/pipe-command-output-to-other-commands |
-| 92 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://nikhilism.com/post/2020/mystery-knowledge-useful-tools |
-| 93 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://developers.redhat.com/cheat-sheets/linux-commands-cheat-sheet |
-| 94 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.igoroseledko.com/parallel-rsync |
-| 95 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/using-asciinema |
-| 96 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/5-rsync-tips |
-| 97 | 💎 ELITE | [LEGACY] | 🌟🌟 | Architectural Foundations | https://metacpan.org/pod/App::a2p |
-| 98 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/oils-for-unix/oils/wiki/Alternative-Shells |
-| 99 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://blog.wesleyac.com/posts/timezone-bullshit |
-| 100 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/linux-column-command |
-| 101 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/3/grep-cheat-sheet |
-| 102 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/commands-to-collect-system-and-hardware-information-in-linux |
-| 103 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/20/3/meld |
-| 104 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://kalilinuxtutorials.com/ldsview |
-| 105 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://linuxtechlab.com/search-a-file-in-linux-using-find-locate-command |
-| 106 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/install-collectd-and-collectd-web-to-monitor-server-resources-in-linux |
-| 107 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE], [LEGACY] | 🌟🌟🌟🌟 | Architectural Foundations | https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux |
-| 108 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.linuxteck.com/curl-command-in-linux-with-examples |
-| 109 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.linuxteck.com/basic-cat-command-in-linux-with-examples |
-| 110 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/find-recent-modified-files-in-linux |
-| 111 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.linuxshelltips.com/netcat-linux-port-scanning |
-| 112 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://rclone.org |
-| 113 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://blog.ycrash.io/2021/06/28/dmesg-unix-linux-command-beginners-introduction-with-examples |
-| 114 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/7/parse-xml-linux |
-| 115 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/5-linux-commands |
-| 116 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://developers.redhat.com/articles/2021/05/21/build-your-own-rpm-package-sample-go-program |
-| 117 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.f5.com/products/nginx |
-| 118 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/7/check-disk-space-linux-du |
-| 119 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.linuxshelltips.com/kill-linux-process-with-port |
-| 120 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/the-linux-commands-handbook |
-| 121 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://sysadminxpert.com/how-to-do-security-auditing-of-centos-system-using-lynis-tool |
-| 122 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/rsync-local-remote-file-synchronization-commands |
-| 123 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/check-linux-disk-usage-of-files-and-directories |
-| 124 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/difference-between-grep-egrep-and-fgrep-in-linux |
-| 125 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/8/linux-stat-file-status |
-| 126 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/how-to-kill-a-process-in-linux |
-| 127 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.linuxteck.com/13-top-command-in-linux |
-| 128 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.commandlinefu.com/commands/browse/commands/view/9116/compare-directories-via-diff |
-| 129 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/10/check-java-jps |
-| 130 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/10/memory-stats-linux-smem |
-| 131 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/linux-commands-manage-groups |
-| 132 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://itsfoss.com/exa |
-| 133 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/11/cron-linux |
-| 134 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/10/linux-wget-command |
-| 135 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.makeuseof.com/best-cli-tools-to-monitor-linux-performance-terminal |
-| 136 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/10/linux-tools-erase-data |
-| 137 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/one-line-linux-commands |
-| 138 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/gcla/termshark |
-| 139 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/22/1/record-terminal-session-asciinema |
-| 140 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/nmap-scripting-engine |
-| 141 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/DNS-name-resolution-troubleshooting-tools |
-| 142 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://jvns.ca/blog/2022/04/12/a-list-of-new-ish--command-line-tools |
-| 143 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://itsfoss.com/htop-alternatives |
-| 144 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://dev.to/kanani_nirav/50-linux-commands-every-developer-need-to-know-with-example-mc |
-| 145 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://difftastic.wilfred.me.uk |
-| 146 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.digitalocean.com/community/tutorials/how-to-use-journalctl-to-view-and-manipulate-systemd-logs |
-| 147 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://github.com/curl/wcurl |
-| 148 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://blog.techiescamp.com/docs/wcurl |
-| 149 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://makefiletutorial.com |
-| 150 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://libguestfs.org/guestfish.1.html |
-| 151 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/customize-vm-cloud-images-guestfish |
-| 152 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.busybox.net |
-| 153 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.genbeta.com/herramientas/busybox-ejecutable-que-agrupa-casi-200-utilidades-gnu-linea-comandos-que-puedes-usar-tambien-windows-android |
-| 154 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Architectural Foundations | https://www.igoroseledko.com/checking-multiple-variables-in-bash |
-| 155 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://ebook.bobby.sh/training.html |
-| 156 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://datafix.com.au/BASHing |
-| 157 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/data-text-files |
-| 158 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE], [LEGACY] | 🌟🌟🌟🌟 | Architectural Foundations | http://www.pement.org/sed/sed1line.txt |
-| 159 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md |
-| 160 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.rexegg.com/regex-tricks.php |
-| 161 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE], [LEGACY] | 🌟🌟🌟🌟 | Architectural Foundations | http://www.pement.org/awk/awk1line.txt |
-| 162 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | http://robertmuth.blogspot.com/2012/08/better-bash-scripting-in-15-minutes.html |
-| 163 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | http://mywiki.wooledge.org/BashPitfalls |
-| 164 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://opensource.com/article/21/6/bash-config |
-| 165 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://opensource.com/article/21/8/option-parsing-bash |
-| 166 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/find-non-expiring-passwords |
-| 167 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://thenewstack.io/an-introduction-to-awk |
-| 168 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/edit-text-bash-command |
-| 169 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://fedoramagazine.org/bash-shell-scripting-for-beginners-part-1 |
-| 170 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.igoroseledko.com/awk-sed-snippets-for-sysadmins |
-| 171 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://dev.to/unfor19/writing-bash-scripts-like-a-pro-part-1-styling-guide-4bin |
-| 172 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://linuxhandbook.com/variables-bash-script |
-| 173 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/downloads/bash-programming-guide |
-| 174 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://pythonspeed.com/articles/shell-scripts |
-| 175 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.linuxshelltips.com/difference-between-and-in-bash |
-| 176 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.gnu.org/software/parallel |
-| 177 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.youtube.com/playlist?list=PLlrxD0HtieHh9ZhrnEbZKhzk0cetzuX7l |
-| 178 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/5-questions-interview |
-| 179 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE], [LEGACY] | 🌟🌟🌟 | Architectural Foundations | https://github.com/trimstray/test-your-sysadmin-skills |
-| 180 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://ohmyz.sh |
-| 181 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://zshdb.readthedocs.io/en/latest |
-| 182 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/zsh-users/zsh-autosuggestions |
-| 183 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/google/zx |
-| 184 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/bpftrace/bpftrace |
-| 185 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups |
-| 186 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.percona.com/blog/how-much-memory-does-the-process-really-take-on-linux |
-| 187 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.learnsteps.com/difference-between-minor-page-faults-vs-major-page-faults |
-| 188 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/cyberus-technology/virtualbox-kvm |
-| 189 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://www.linkedin.com/pulse/cpu-limits-kubernetes-why-your-pod-idle-still-deep-dive-lazarev-k3m7f?utm_source=share&utm_medium=member_android&utm_campaign=share_via |
-| 190 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟🌟 | Architectural Foundations | https://tldp.org/LDP/sag/html/index.html |
-| 191 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/linux-pid-namespaces |
-| 192 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://opensource.com/article/20/5/systemd-troubleshooting-tool |
-| 193 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | http://www.climagic.org |
-| 194 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | http://linux.101hacks.com |
-| 195 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/jlevy/the-art-of-command-line |
-| 196 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.commandlinefu.com/commands/browse |
-| 197 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://x.com/commandlinefu |
-| 198 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Architectural Foundations | https://x.com/commandlinefu3 |
-| 199 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Architectural Foundations | https://x.com/commandlinefu10 |
-| 200 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://nickjanetakis.com/blog/wait-until-your-dockerized-database-is-ready-before-continuing |
-| 201 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://github.com/nickjj/wait-until |
-| 202 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://copr.fedorainfracloud.org/coprs |
-| 203 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://pagure.io/copr/copr |
-| 204 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://pulpproject.org |
-| 205 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/20/6/linux-libraries |
-| 206 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | http://www.ntop.org |
-| 207 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | http://ngrep.sourceforge.net |
-| 208 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | http://angryip.org |
-| 209 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Architectural Foundations | http://www.binarytides.com/linux-ss-command |
-| 210 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/knorrie/network-examples |
-| 211 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.redeszone.net/tutoriales/servidores/diferencias-proxy-vs-proxy-inverso |
-| 212 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/tcpdump-part-one |
-| 213 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/sysadmin-essentials-networking-basics |
-| 214 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/linux-network-bandwidth-monitoring-tools |
-| 215 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://iximiuz.com/en/posts/laymans-iptables-101 |
-| 216 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.linuxteck.com/basic-useful-firewall-cmd-commands-in-linux |
-| 217 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Architectural Foundations | https://www.tecmint.com/20-netstat-commands-for-linux-network-management |
-| 218 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/five-network-commands |
-| 219 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/tcp-vs-udp |
-| 220 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://howdns.works |
-| 221 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/imthenachoman/How-To-Secure-A-Linux-Server |
-| 222 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/s3/faqs |
-| 223 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/apn/how-to-build-sparse-ebs-volumes-for-fun-and-easy-snapshotting |
-| 224 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://devopscube.com/automate-ebs-snapshot-creation-deletion |
-| 225 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://cloudkatha.com/is-s3-region-specific-or-global-what-do-you-think |
-| 226 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://cloudkatha.com/why-s3-bucket-names-are-unique-globally |
-| 227 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://cloudkatha.com/aws-s3-storage-classes-everything-you-need-to-know |
-| 228 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/storage/a-step-by-step-guide-to-synchronize-data-between-amazon-s3-buckets |
-| 229 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.percona.com/blog/performance-of-various-ebs-storage-types-in-aws |
-| 230 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/es/blogs/architecture/connect-amazon-s3-file-gateway-using-aws-privatelink-for-amazon-s3 |
-| 231 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.min.io/blog/certificate-based-authentication-with-s3 |
-| 232 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.pluralsight.com/resources/blog/cloud/s3-glacier-instant-retrieval-deep-dive-which-s3-storage-class-is-right-for-me |
-| 233 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/storage/monitor-amazon-s3-activity-using-s3-server-access-logs-and-pandas-in-python |
-| 234 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/storage/building-an-active-active-latency-based-application-across-multiple-regions |
-| 235 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://dev.to/aws-builders/adding-an-ebs-volume-to-a-running-aws-ec2-instance-311l |
-| 236 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/ceph/ceph |
-| 237 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-production-ready-in-three-regions |
-| 238 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/about-aws/whats-new/2021/01/amazon-elastic-file-system-triples-read-throughput |
-| 239 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs |
-| 240 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://awsfundamentals.com/blog/aws-s3-sync |
-| 241 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/CHAP_Tutorials.RestoringFromSnapshot.html |
-| 242 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/aws/amazon-rds-for-sql-server-support-for-windows-authentication |
-| 243 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html |
-| 244 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html |
-| 245 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSInstanceinaVPC.html |
-| 246 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/about-aws/whats-new/2016/10/oracle-database-on-the-aws-cloud-quick-start-reference-deployment |
-| 247 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://www.besanttechnologies.com/amazon-web-services-relational-database |
-| 248 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/database/introducing-the-aurora-storage-engine |
-| 249 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://sysadminxpert.com/how-to-enable-slow-query-logs-in-aws-rds-mysql |
-| 250 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/aws/new-create-microsoft-sql-server-instances-of-amazon-rds-on-aws-outposts |
-| 251 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.percona.com/blog/the-benefits-of-amazon-rds-for-mysql |
-| 252 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.migops.com/blog/2021/11/26/is-aurora-postgresql-really-faster-and-cheaper-than-rds-postgresql-benchmarking |
-| 253 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/database/auditing-for-highly-regulated-industries-using-amazon-aurora-postgresql |
-| 254 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/aws/amazon-rds-multi-az-db-cluster |
-| 255 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/database/amazon-aurora-postgresql-blue-green-deployment-using-fast-database-cloning |
-| 256 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/database/securely-connect-to-an-amazon-rds-or-amazon-ec2-database-instance-remotely-with-your-preferred-gui |
-| 257 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/database/modernize-database-stored-procedures-to-use-amazon-aurora-postgresql-federated-queries-pg_cron-and-aws-lambda |
-| 258 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/architecture/lets-architect-architecting-with-amazon-dynamodb |
-| 259 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://itnext.io/manage-redis-on-aws-from-kubernetes-eeadba7eb889 |
-| 260 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://thenewstack.io/diving-into-aws-databases-amazon-rds-and-dynamodb-explained |
-| 261 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/aws/aws-database-migration-service |
-| 262 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/dms/?audit=2019q1 |
-| 263 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/database/replicate-and-transform-data-in-amazon-aurora-postgresql-across-multiple-regions-using-aws-dms |
-| 264 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | 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 |
-| 265 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-downtime-using-aws-dms |
-| 266 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/database/migrating-a-commercial-database-to-open-source-with-aws-sct-and-aws-dms |
-| 267 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.revenuecat.com/blog/engineering/replicating-a-postgresql-cluster-to-redshift |
-| 268 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available |
-| 269 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | http://cloudacademy.com/blog/migrating-data-to-aws |
-| 270 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | http://aws.amazon.com/about-aws/whats-new/2016/01/aws-schema-conversion-tool-postgresql-support |
-| 271 | 💎 ELITE | [LEGACY] | 🌟🌟 | Cloud Providers (Hyperscalers) | 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 |
-| 272 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | http://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html |
-| 273 | 💎 ELITE | [LEGACY] | 🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data-in-a-nosql-database-with-aws-mobile-hub |
-| 274 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.redhat.com/en/blog/yaml-beginners |
-| 275 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.thoughtworks.com/radar/techniques/templating-in-yaml |
-| 276 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://stevehorsfield.wordpress.com/2019/08/13/devops-tricks-templating-yaml-files |
-| 277 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.redhat.com/en/blog/understanding-yaml-ansible |
-| 278 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://linuxhandbook.com/yaml-basics |
-| 279 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/11/25/how-to-configure-yaml-schema-to-make-editing-files-easier |
-| 280 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://boxunix.com/2020/05/15/a-better-way-of-organizing-your-kubernetes-manifest-files |
-| 281 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://opensource.com/article/21/9/yaml-cheat-sheet |
-| 282 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://www.w3schools.io/file/yaml-vs-yml |
-| 283 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://realpython.com/python-yaml |
-| 284 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://spacelift.io/blog/yaml |
-| 285 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://ruudvanasseldonk.com/2023/01/11/the-yaml-document-from-hell |
-| 286 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://itnext.io/python-yaml-and-kubernetes-the-art-of-mastering-configuration-cd60029b3f62 |
-| 287 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://itnext.io/kubernetes-yaml-tips-and-tricks-904a2c0b2b81 |
-| 288 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://yaml.org/spec/1.2/spec.html#id2765878 |
-| 289 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://support.atlassian.com/bitbucket-cloud/docs/yaml-anchors |
-| 290 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks_advanced_syntax.html#yaml-anchors-and-aliases-sharing-variable-values |
-| 291 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://github.com/topics/yaml-processor |
-| 292 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://get-ytt.io |
-| 293 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://mikefarah.gitbook.io/yq |
-| 294 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://dev.to/vikcodes/yq-a-command-line-tool-that-will-help-you-handle-your-yaml-resources-better-8j9 |
-| 295 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://kapitan.dev |
-| 296 | 💎 ELITE | [EMERGING], [LEGACY] | 🌟 | Data & Advanced Analytics | https://github.com/azohra/yaml.sh |
-| 297 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://github.com/andreazorzetto/yh |
-| 298 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba |
-| 299 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | http://www.yamllint.com |
-| 300 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Data & Advanced Analytics | https://codebeautify.org/yaml-validator |
-| 301 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Data & Advanced Analytics | https://yamlvalidator.dev |
-| 302 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://onlineyamltools.com |
-| 303 | 💎 ELITE | [COMMUNITY-TOOL], [LEGACY] | 🌟 | Data & Advanced Analytics | https://github.com/avencera/yamine |
-| 304 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://k8syaml.com |
-| 305 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Data & Advanced Analytics | https://itnext.io/how-to-create-kubernetes-yaml-files-abb8426eeb45 |
-| 306 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.datree.io |
-| 307 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Architectural Foundations | https://dev.to/wkrzywiec/automating-quality-checks-for-kubernetes-yamls-398 |
-| 308 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟 | Data & Advanced Analytics | https://github.com/23andMe/Yamale |
-| 309 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟 | Data & Advanced Analytics | https://github.com/instrumenta/kubeval |
-| 310 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Data & Advanced Analytics | https://www.linkedin.com/pulse/how-write-yaml-file-kubernetes-megha-s-k |
-| 311 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Data & Advanced Analytics | https://dotnet-helpers.com/powershell/convert-yaml-to-json-or-json-to-yaml-using-powershell |
-| 312 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Data & Advanced Analytics | https://yamline.com |
-| 313 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://k8s-examples.container-solutions.com |
-| 314 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.json.org/json-en.html |
-| 315 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://jsonnet.org |
-| 316 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Data & Advanced Analytics | https://dave.cheney.net/high-performance-json.html |
-| 317 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://json-schema.org/understanding-json-schema/reference |
-| 318 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/buger/jsonparser |
-| 319 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Data & Advanced Analytics | https://dev.to/codereviewdoctor/the-json-trick-25-of-python-devs-dont-know-about-including-devs-at-microsoft-sentry-unicef-and-more-4h10 |
-| 320 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Data & Advanced Analytics | https://dev.to/urstrulyvishwak/convert-nested-json-to-simple-json-in-javascript-4a34 |
-| 321 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Data & Advanced Analytics | https://pythonspeed.com/articles/json-memory-streaming |
-| 322 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Data & Advanced Analytics | https://thenewstack.io/why-and-how-you-should-manage-json-with-sql |
-| 323 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Data & Advanced Analytics | https://automationreinvented.blogspot.com/2022/03/what-is-json-schema-and-how-to-perform.html |
-| 324 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Data & Advanced Analytics | https://opensource.com/article/21/4/process-json-data-ansible |
-| 325 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Data & Advanced Analytics | https://about.gitlab.com/blog/2021/04/21/devops-workflows-json-format-jq-ci-cd-lint |
-| 326 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://github.com/ilyash/show-struct |
-| 327 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/01mf02/jaq |
-| 328 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://jsoncrack.com |
-| 329 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/tomnomnom/gron |
-| 330 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/ynqa/jnv |
-| 331 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://github.com/JFryy/qq |
-| 332 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Data & Advanced Analytics | https://jsoning.com |
-| 333 | 💎 ELITE | [LEGACY] | 🌟🌟 | Data & Advanced Analytics | https://github.com/instrumenta/kubernetes-json-schema |
-| 334 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Data & Advanced Analytics | https://learnkube.com/validating-kubernetes-yaml |
-| 335 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Data & Advanced Analytics | https://teresaforcades.com/pensament/medicina.html |
-| 336 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Data & Advanced Analytics | https://kubevious.io/blog/post/top-kubernetes-yaml-validation-tools |
-| 337 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/stackrox/kube-linter |
-| 338 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Data & Advanced Analytics | https://thomasthornton.cloud/2022/04/13/analyze-your-kubernetes-yaml-files-and-helm-charts-to-ensure-best-practices-using-kuberlinter-in-azure-devops-pipeline |
-| 339 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://theketch.io |
-| 340 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟 | Data & Advanced Analytics | https://shipa.io/devops-challenge-kubernetes-deployment-ketch-vs-yaml |
-| 341 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://github.com/krisnova/naml |
-| 342 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/kislyuk/yq |
-| 343 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Career & Industry | https://thenewstack.io/challenging-the-myth-that-programming-careers-end-at-40 |
-| 344 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Career & Industry | https://thenewstack.io/this-week-in-programming-can-you-feel-the-burn |
-| 345 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Career & Industry | https://hbr.org/2016/04/optimists-are-better-at-finding-new-jobs |
-| 346 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://handbook.gitlab.com/handbook/company/culture/all-remote/remote-work-report |
-| 347 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Career & Industry | https://liquidat.wordpress.com/2021/08/15/good-bye-red-hat |
-| 348 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Career & Industry | https://www.devopsonline.co.uk/robotics-and-automation-to-cause-anxiety-for-workers |
-| 349 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.wired.com/story/great-resignation-quit-job |
-| 350 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.linkedin.com/pulse/look-before-you-leap-sarah-robb-o-hagan |
-| 351 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.forbes.com/sites/jasonwingard/2021/09/02/the-great-resignation-why-gen-z-is-leaving-the-workforce-in-drovesand-what-to-do-about-it |
-| 352 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://news.slashdot.org/story/21/10/12/1818252/a-record-number-of-workers-are-quitting-their-jobs-empowered-by-new-leverage |
-| 353 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://news.ncsu.edu/2020/07/tech-job-interviews-anxiety |
-| 354 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://blog.pragmaticengineer.com/advice-for-tech-workers-to-navigate-a-heated-job-market |
-| 355 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://hbr.org/2016/05/change-your-career-without-having-to-start-all-over-again |
-| 356 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://hbr.org/2021/10/forget-flexibility-your-employees-want-autonomy |
-| 357 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.bbc.com/worklife/article/20211022-is-hr-ever-really-your-friend |
-| 358 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://joshbersin.com/2021/12/from-the-great-resignation-to-the-great-migration |
-| 359 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://about.gitlab.com/blog/2021/12/16/how-to-navigate-the-great-resignation |
-| 360 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://hbr.org/2018/01/how-to-hire |
-| 361 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.forbes.com/sites/dedehenley/2022/01/30/as-leaders-what-can-we-learn-from-the-great-resignation |
-| 362 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Career & Industry | https://stackoverflow.blog/2022/12/28/the-great-resignation-is-here-what-does-that-mean-for-developers |
-| 363 | 💎 ELITE | [LEGACY] |  | Career & Industry | https://www.bbc.com/worklife/article/20220104-future-of-work-2022 |
-| 364 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.askamanager.org/2022/01/the-new-hire-who-showed-up-is-not-the-same-person-we-interviewed.html |
-| 365 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Career & Industry | https://www.findmyprofession.com/career-advice/questions-to-ask |
-| 366 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://blog.trello.com/is-it-time-to-leave |
-| 367 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://devops.com/great-resignation-spurs-interest-in-tech-certifications |
-| 368 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Career & Industry | https://thewokesalaryman.com/2022/02/11/why-people-leave-even-the-most-high-paying-jobs |
-| 369 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://sloanreview.mit.edu/article/creating-good-jobs |
-| 370 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.forbes.com/sites/markmurphy/2022/03/18/to-avoid-regretting-a-new-job-ask-these-two-questions-during-the-interview |
-| 371 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://ideas.ted.com/want-to-discover-or-re-discover-your-sense-of-purpose-at-work-heres-how |
-| 372 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://www.freecodecamp.org/news/how-to-get-ready-for-a-job-in-tech |
-| 373 | 💎 ELITE | [LEGACY] |  | Career & Industry | https://www.computerworld.com/article/1627067/how-to-get-a-job-in-healthcare-it-2.html |
-| 374 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.elconfidencial.com/deportes/tribuna/2022-08-03/alpine-aston-martin-lawrence-stroll-luca-de-meo_3470693 |
-| 375 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.forbes.com/sites/markmurphy/2023/08/24/hiring-managers-often-lie-to-candidates-heres-how-to-spot-when-they-do |
-| 376 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.vice.com/en/article/thousands-of-software-engineers-say-the-job-market-is-getting-much-worse |
-| 377 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.elconfidencial.com/tecnologia/tribuna/2021-06-02/talento-informatica-startups-silicon-valley-google_3112087 |
-| 378 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.meet-in.es/para-liderar-a-largo-plazo-hay-que-ser-buena-persona |
-| 379 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://spanish.entrepreneur.com |
-| 380 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.hays.es/blog/insights/la-gran-renuncia |
-| 381 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.computing.es/mundo-digital/opinion/1129764046601/retos-del-outsourcing-de-servicios-it-espana.1.html |
-| 382 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.xataka.com/magnet/gran-renuncia-americana-como-trabajadores-se-han-hartado-sistema-estan-dejando-sus-empleos |
-| 383 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.xataka.com/pro/gran-renuncia-eeuu-empleados-estan-dejando-masa-sus-trabajos-gran-pregunta-veremos-esto-cuando-espana |
-| 384 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://es.euronews.com/next/2021/11/25/la-gran-renuncia-puede-llegar-la-revolucion-laboral-de-ee-uu-a-europa |
-| 385 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.elespanol.com/reportajes/20211211/tipos-trabajar-sin-desfallecer-consejos-maribel-garben/633687616_0.html |
-| 386 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://codingpotions.com/salarios-programadores-2021 |
-| 387 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.xataka.com/empresas-y-economia/guerra-talento-sector-tecnologico-amenaza-viabilidad-muchas-pymes-espanolas-cada-vez-les-resulta-dificil-retener-a-seniors |
-| 388 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.expansion.com/expansion-empleo/desarrollo-de-carrera/2022/01/28/61f40e29e5fdea61738b45aa.html |
-| 389 | 💎 ELITE | [LEGACY] |  | Career & Industry | https://www.xataka.com/empresas-y-economia/gran-renuncia-esta-ganando-terreno-espana-hay-dos-barreras-salarios-bajos-ley-laboral |
-| 390 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.codigonuevo.com/yo/deberia-adaptarse-sueldo-teletrabajo-lugar-vivas-AOCN305757 |
-| 391 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.lavanguardia.com/vivo/psicologia/20220225/8079133/trabajo-laboral-jefe-talento-trabajadores-nbs.html |
-| 392 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.xataka.com/especiales/me-hice-funcionario-siendo-ingeniero-que-me-da-administracion-publica-que-no-consigue-empresa-privada-1 |
-| 393 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.genbeta.com/desarrollo/mitad-programadores-tienen-titulos-universitarios-cada-vez-desarrolladores-aprenden-su-cuenta |
-| 394 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.genbeta.com/desarrollo/ciberseguridad-llamas-presion-actual-grande-que-mitad-expertos-sufren-ansiedad-quieren-renunciar |
-| 395 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.xataka.com/empresas-y-economia/no-asciendo-aprendo-me-largo-empresa-crecimiento-profesional-como-estrategia-para-retener-talento |
-| 396 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.businessinsider.es/desarrollo-profesional/9-factores-repercuten-felicidad-trabajador-352445 |
-| 397 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.bbc.com/mundo/vert-cap-62340757 |
-| 398 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.genbeta.com/actualidad/twitter-quiere-contratar-a-ingenieros-microsoft-asi-prueba-que-les-hacen-pasar-antes-nada-incluso-a-senior |
-| 399 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.businessinsider.es/desarrollo-profesional/menti-mi-cv-conseguir-mejor-trabajo-recomiendo-otros-1226162 |
-| 400 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.lavanguardia.com/economia/20230414/8895371/ingeniero-machine-learning-e-ingeniero-datos-profesiones-emergentes-mas-demandadas-espana.html |
-| 401 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.businessinsider.es/desarrollo-profesional/fin-lealtad-laboral-empleados-ya-no-son-fieles-jefes-1358974 |
-| 402 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://relocate.me |
-| 403 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Career & Industry | https://github.com/andrewstetsenko/tech-jobs-with-relocation |
-| 404 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://recruitcrm.io |
-| 405 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://github.com/mikzuit/fair-job-offer |
-| 406 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://www.forbes.com/sites/andrewfennell/2021/09/08/what-do-employers-want-to-see-in-your-cv |
-| 407 | 💎 ELITE | [LEGACY] | 🌟 | Career & Industry | https://github.com/rakyll/fake-it-til-you-make-it |
-| 408 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.linkedin.com/top-content/career |
-| 409 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | The Container Stack | https://cloudowski.com/articles/why-managing-container-images-on-openshift-is-better-than-on-kubernetes |
-| 410 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://quay.io |
-| 411 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://www.redhat.com/en/blog/introducing-red-hat-quay-3-registry-your-linux-and-windows-containers |
-| 412 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://github.com/quay/quay-operator |
-| 413 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | The Container Stack | https://www.redhat.com/en/technologies/cloud-computing/quay |
-| 414 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | The Container Stack | https://www.redhat.com/en/blog/red-hat-introduces-open-source-project-quay-container-registry |
-| 415 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://github.com/quay |
-| 416 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | The Container Stack | https://www.redhat.com/en/blog/keep-your-applications-secure-with-automatic-rebuilds |
-| 417 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://www.sonatype.com/products/sonatype-nexus-repository |
-| 418 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://help.sonatype.com/en/sonatype-nexus-repository.html |
-| 419 | 💎 ELITE | [LEGACY] | 🌟 | Engineering Pipeline | https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift |
-| 420 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://devopscube.com/setup-nexus-kubernetes |
-| 421 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://github.com/cert-manager/cert-manager |
-| 422 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://help.sonatype.com/en/docker-registry.html |
-| 423 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://www.sonatype.com/blog/using-sonatype-nexus-repository-3-part-3-docker-images |
-| 424 | 💎 ELITE | [LEGACY] | 🌟 | Engineering Pipeline | https://hackernoon.com/cleanup-old-docker-images-from-nexus-repository-617b1004dad8 |
-| 425 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://help.sonatype.com/en/404-page.html |
-| 426 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://docs.docker.com/retired |
-| 427 | 💎 ELITE | [LEGACY] | 🌟 | Engineering Pipeline | https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry |
-| 428 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://forums.docker.com/t/running-an-insecure-registry-insecure-registry/8159 |
-| 429 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://help.sonatype.com/en/nexus-platform-plugin-for-jenkins.html |
-| 430 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces |
-| 431 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://www.youtube.com/watch?v=qbO4MTESiJQ |
-| 432 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://www.youtube.com/watch?v=7NmGSnqLd58 |
-| 433 | 💎 ELITE | [LEGACY] | 🌟 | Engineering Pipeline | https://github.com/samrocketman/nexus3-config-as-code |
-| 434 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://github.com/cinhtau/sonatype-nexus-waffle |
-| 435 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://github.com/mlabouardy/nexus-cli |
-| 436 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://nexus3-cli.readthedocs.io/en/latest |
-| 437 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://github.com/sonatype-nexus-community |
-| 438 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://jfrog.com/blog/jfrog-artifactory-kubernetes-registry |
-| 439 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://jfrog.com/container-registry |
-| 440 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://jfrog.com/whitepaper/the-jfrog-journey-to-kubernetes-best-practices-for-taking-your-containers-all-the-way-to-production |
-| 441 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog |
-| 442 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://jfrog.com/blog |
-| 443 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://jfrog.com/blog/github-vs-jfrog-who-can-do-the-job-for-devops |
-| 444 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://seekingalpha.com/article/4427517-jfrog-reminds-me-of-mongodb |
-| 445 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://jfrog.com/integrations/kubernetes-docker-registry |
-| 446 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://www.redhat.com/en/blog/18333-2 |
-| 447 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://goharbor.io |
-| 448 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Engineering Pipeline | https://goharbor.io/docs/2.0.0/install-config/quick-install-script |
-| 449 | 💎 ELITE | [COMMUNITY-TOOL], [LEGACY] | 🌟🌟 | Engineering Pipeline | https://github.com/nicholasamorim/ansible-role-harbor |
-| 450 | 💎 ELITE | [COMMUNITY-TOOL], [LEGACY] | 🌟 | Engineering Pipeline | https://github.com/mramanathan/ansible-harbor |
-| 451 | 💎 ELITE | [COMMUNITY-TOOL], [LEGACY] | 🌟 | Engineering Pipeline | https://galaxy.ansible.com/mkgin/vmware-harbor |
-| 452 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Engineering Pipeline | https://github.com/uber/kraken |
-| 453 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/es/local/spain |
-| 454 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.xataka.com/servicios/que-amazon-ha-elegido-aragon-para-instalar-sus-tres-primeros-centros-datos-espana |
-| 455 | 💎 ELITE | [EMERGING], [GUIDE] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/events |
-| 456 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.aboutamazon.es/noticias/aws/la-region-aws-europa-espana-apoya-la-transformacion-digital-en-el-pais |
-| 457 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://techunwrapped.com/spain-becomes-a-cloud-region-in-2022 |
-| 458 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/about-aws/whats-new/2023/04/aws-transit-gateway-europe-spain-region |
-| 459 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.thoughtworks.com/radar/tools/helm |
-| 460 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://helm.sh |
-| 461 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/helm/helm |
-| 462 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.youtube.com/watch?v=9cwjtN3gkD4 |
-| 463 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.youtube.com/watch?v=cZ1S2Gp47ng |
-| 464 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.youtube.com/watch?v=CmPK93hg5w8 |
-| 465 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.youtube.com/watch?v=eMOzF_xAm7w |
-| 466 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.youtube.com/watch?v=INv-VCZvM_o |
-| 467 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://octopus.com/devops |
-| 468 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://helm.sh/blog/migrate-from-helm-v2-to-helm-v3 |
-| 469 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.arthurkoziel.com/validate-helm-chart-values-with-json-schemas |
-| 470 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://hackernoon.com/kubernetes-and-helm-a-deadly-combo-to-help-you-deploy-with-ease-rjr30x2 |
-| 471 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.suse.com/c/rancher_blog/create-reproducible-security-in-kubernetes-with-helm-3-and-helm-charts |
-| 472 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://dev.to/leading-edje/introduction-to-helm-50jl |
-| 473 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://itnext.io/helm-3-umbrella-charts-standalone-chart-image-tags-an-alternative-approach-78a218d74e2d |
-| 474 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://jfrog.com/blog/helm-charts-best-practices |
-| 475 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.youtube.com/watch?v=2HPsPOwHOlY&ab_channel=DonovanBrown |
-| 476 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/what-is-a-helm-chart-tutorial-for-kubernetes-beginners |
-| 477 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.youtube.com/watch?v=1FzOlSed5ts&ab_channel=OpenShift |
-| 478 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://blog.heyal.co.uk/unit-testing-helm-charts |
-| 479 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/red-hat-openshift-certification-extends-support-kubernetes-native-technologies-helm |
-| 480 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://palark.com/blog/advanced-helm-templating |
-| 481 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://developers.redhat.com/articles/2021/05/24/deploy-helm-charts-jenkins-cicd-red-hat-openshift-4 |
-| 482 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://developers.redhat.com/articles/2021/07/20/deploy-nodejs-applications-red-hat-openshift-helm |
-| 483 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://thenewstack.io/upgrade-helm-if-you-dont-want-to-share-your-username-and-password |
-| 484 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://thedeveloperstory.com/2021/07/12/helm-101-brief-introduction-to-kubernetes-package-manager |
-| 485 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.redhat.com/en/blog/application-management-in-kubernetes-environments-with-helm-charts-and-kubernetes-operators |
-| 486 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://codersociety.com/blog/articles/helm-best-practices |
-| 487 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://octopus.com/blog/using-helm-with-gitops |
-| 488 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/hashicorp/waypoint/tree/main/website/content/docs |
-| 489 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://apiiro.com/blog/malicious-kubernetes-helm-charts-can-be-used-to-steal-sensitive-information-from-argo-cd-deployments |
-| 490 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://dev.to/francoislp/post-mortem-1h30-downtime-on-a-saturday-morning-5af0 |
-| 491 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://itnext.io/reference-other-values-in-helm-chart-values-file-19d44d9276c7 |
-| 492 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://dev.to/gre9ory/hull-tutorial-01-introducing-hull-the-helm-universal-layer-library-4njb |
-| 493 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://dev.to/rtpro/helm-release-time-to-livettl-for-temporary-environments-1239 |
-| 494 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.sysdig.com/blog/how-to-secure-helm |
-| 495 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://christianhuth.de/making-your-helm-chart-observable-for-prometheus |
-| 496 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://mattias.engineer/courses/kubernetes/helm |
-| 497 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/databus23/helm-diff |
-| 498 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://github.com/meshery-extensions/helm-kanvas-snapshot |
-| 499 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/helm/helm-mapkubeapis |
-| 500 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://github.com/JovianX/helm-release-plugin |
-| 501 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://github.com/kubepack/chart-doc-gen |
-| 502 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://frigate.readthedocs.io/en/latest |
-| 503 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://rafay.co/ai-and-cloud-native-blog/helm-chart-hooks-tutorial |
-| 504 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://itnext.io/helm-reusable-chart-named-templates-and-a-generic-chart-for-multiple-applications-13d9b26e9244 |
-| 505 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://thenewstack.io/applying-kubernetes-security-best-practices-to-helm-charts |
-| 506 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/norwoodj/helm-docs |
-| 507 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/komodorio/helm-dashboard |
-| 508 | 💎 ELITE | [LEGACY] | 🌟 | Architectural Foundations | https://github.com/blendle/kubecrt |
-| 509 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.datree.io/resources/how-to-build-a-helm-plugin-in-minutes |
-| 510 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://opensource.com/article/21/12/kubernetes-developer |
-| 511 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://aws.amazon.com/blogs/containers/preventing-kubernetes-misconfigurations-using-datree |
-| 512 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://devopscube.com/setup-prometheus-helm-chart |
-| 513 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://codeengineered.com/blog/2020/helm-find-charts |
-| 514 | 💎 ELITE | [LEGACY] | 🌟🌟 | Architectural Foundations | http://hub.helm.sh |
-| 515 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://helm.sh/blog/new-location-stable-incubator-charts |
-| 516 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://bitnami.com/stacks?stack=helm |
-| 517 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://chartcenter.io |
-| 518 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://artifacthub.io |
-| 519 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://kubeapps.dev |
-| 520 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/fairwindsops/nova |
-| 521 | 💎 ELITE | [EMERGING], [LEGACY] | 🌟 | Architectural Foundations | https://github.com/SAP-archive/kubernetes-deployment-orchestrator |
-| 522 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.harness.io/blog/helm-chart-repo |
-| 523 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/helm/charts/tree/master/stable/jenkins |
-| 524 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/codecentric/helm-charts |
-| 525 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://artifacthub.io/packages/helm/choerodon/nexus3 |
-| 526 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.redhat.com/en/blog/introducing-the-quarkus-helm-chart |
-| 527 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://artifacthub.io/packages/search?repo=haproxytech |
-| 528 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://prometheus-community.github.io/helm-charts |
-| 529 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://boxunix.com/2022/02/05/developers-guide-to-writing-a-good-helm-chart |
-| 530 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://github.com/vidispine/hull |
-| 531 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/helmfile/helmfile |
-| 532 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://itnext.io/database-migrations-on-kubernetes-using-helm-hooks-fb80c0d97805 |
-| 533 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/werf/nelm |
-| 534 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://github.com/redhat-certification/chart-verifier |
-| 535 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://github.com/mogensen/helm-changelog |
-| 536 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://github.com/bridgecrewio/helm-scanner |
-| 537 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/mkubaczyk/helmsman |
-| 538 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://github.com/tellerops/helm-teller |
-| 539 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://github.com/sstarcher/helm-exporter |
-| 540 | 💎 ELITE | [EMERGING], [LEGACY] | 🌟🌟 | Architectural Foundations | https://github.com/mumoshu/helm-x |
-| 541 | 💎 ELITE | [LEGACY] | 🌟 | Architectural Foundations | https://github.com/maorfr/helm-backup |
-| 542 | 💎 ELITE | [EMERGING], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/helmwave/helmwave |
-| 543 | 💎 ELITE | [LEGACY] |  | Architectural Foundations | https://github.com/jkosik/helm-decomposer |
-| 544 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://github.com/projectsveltos/sveltosctl#display-outcome-of-clusterprofiles-in-dryrun-mode |
-| 545 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://access.redhat.com/community/learn |
-| 546 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://www.crossplane.io |
-| 547 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.infoq.com/news/2019/01/upbound-crossplane |
-| 548 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Hardened Infrastructure | https://blog.crossplane.io/crossplane-openshift-operator-cloud-native-services |
-| 549 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/crossplane-a-kubernetes-control-plane-to-roll-your-own-paas |
-| 550 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://github.com/upbound/platform-ref-multi-k8s |
-| 551 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Hardened Infrastructure | https://octopus.com/devops/gitops |
-| 552 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://itnext.io/why-do-developers-find-kubernetes-hard-6532e8d6ce7f |
-| 553 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Hardened Infrastructure | https://itnext.io/gitopsify-cloud-infrastructure-with-crossplane-and-flux-d605d3043452 |
-| 554 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://symphony.is/blog/crossplane---the-new-kid-in-town- |
-| 555 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://docs.google.com/presentation/d/1IZXCiQl_NUawHMvKJANCG2_LIBZseUpY-XyPjlghj9E/edit |
-| 556 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://github.com/askmeegs/yaml-your-cloud |
-| 557 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Platform & Site Reliability | https://www.callicoder.com/scaffolding-your-spring-boot-application |
-| 558 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Platform & Site Reliability | https://www.jhipster.tech |
-| 559 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://blackbird.a8r.io |
-| 560 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://skaffold.dev |
-| 561 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Platform & Site Reliability | https://github.com/Azure/draft |
-| 562 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://docs.garden.io |
-| 563 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Platform & Site Reliability | https://docs.cloud.google.com/code/docs/vscode/yaml-editing#configuring_with_snippets |
-| 564 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://argoproj.github.io/argo-events |
-| 565 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://mkdev.me/posts/why-and-when-do-you-need-argo-cd |
-| 566 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://github.com/argoproj/argo-cd/pull/26601 |
-| 567 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://argoproj.github.io/argo-cd |
-| 568 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.youtube.com/watch?v=QrLwFEXvxbo&ab_channel=HoussemDellai |
-| 569 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd |
-| 570 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://thenewstack.io/applied-gitops-with-argocd |
-| 571 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://thenewstack.io/why-argo-cd-is-the-lifeline-of-gitops |
-| 572 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://www.redhat.com/en/blog/getting-started-with-applicationsets |
-| 573 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://itnext.io/argocd-users-access-and-rbac-ddf9f8b51bad |
-| 574 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://opensource.com/article/21/7/automating-argo-cd |
-| 575 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://www.redhat.com/en/blog/how-to-use-argocd-deployments-with-github-tokens |
-| 576 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://blog.risingstack.com/argo-cd-kubernetes-tutorial |
-| 577 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://thenewstack.io/gitops-on-kubernetes-deciding-between-argo-cd-and-flux |
-| 578 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://www.digitalocean.com/community/tutorials/how-to-deploy-to-kubernetes-using-argo-cd-and-gitops |
-| 579 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://aws.amazon.com/blogs/containers/cloud-native-ci-cd-with-tekton-and-argocd-on-aws |
-| 580 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://blog.argoproj.io/new-sync-and-diff-strategies-in-argocd-44195d3f8b8c |
-| 581 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://blog.argoproj.io/best-practices-for-multi-tenancy-in-argo-cd-273e25a047b0 |
-| 582 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://blog.getambassador.io/gitops-in-kubernetes-with-argocd-c6ea0e510741 |
-| 583 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://dev.to/camptocamp-ops/towards-a-modular-devops-stack-257c |
-| 584 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://www.datree.io/resources/argocd-best-practices-you-should-know |
-| 585 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://devops.com/the-argo-project-making-gitops-practical |
-| 586 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://piotrminkowski.com/2022/06/28/manage-kubernetes-cluster-with-terraform-and-argo-cd |
-| 587 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://kubebyexample.com/learning-paths/argo-cd/argo-cd-overview |
-| 588 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://dev.to/timtsoitt/argo-cd-and-sealed-secrets-is-a-perfect-match-1dbf |
-| 589 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://akuity.io/blog/argo-cd-architectures-explained |
-| 590 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://piotrminkowski.com/2022/12/09/manage-multiple-kubernetes-clusters-with-argocd |
-| 591 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://github.com/crumbhole/argocd-lovely-plugin |
-| 592 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://seraf.dev/argocd-tutorial-with-terraform-af77ddea2e6e |
-| 593 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://github.com/myspotontheweb/gitops-workloads-demo |
-| 594 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://piotrminkowski.com/2023/05/05/manage-kubernetes-operators-with-argocd |
-| 595 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://itnext.io/build-a-lightweight-internal-developer-platform-with-argo-cd-and-kubernetes-labels-4c0e52c6c0f4 |
-| 596 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://developers.redhat.com/articles/2024/06/06/enhance-kubernetes-deployment-efficiency-argo-cd-and-applicationset |
-| 597 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://dev.to/amplication/extending-gitops-effortless-continuous-integration-and-deployment-on-kubernetes-1oem |
-| 598 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://dev.to/devsatasurion/deploying-applications-with-github-actions-and-argocd-to-eks-best-practices-and-techniques-4epc |
-| 599 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://threatpost.com/argo-cd-security-bug-kubernetes-cloud-apps/178239 |
-| 600 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://thehackernews.com/2022/02/new-argo-cd-bug-could-let-hackers-steal.html |
-| 601 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://www.armosec.io/blog/cve-2022-24348-argo-kubernetes |
-| 602 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://securityaffairs.com/127708/hacking/kubernetes-argo-cd-flaw.html |
-| 603 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://www.infoworld.com/article/2334525/how-to-protect-your-kubernetes-infrastructure-from-the-argo-cd-vulnerability.html |
-| 604 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://github.com/cloudposse-terraform-components/aws-eks-argocd |
-| 605 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://github.com/argoproj-labs/argocd-autopilot |
-| 606 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://github.com/argoproj/applicationset |
-| 607 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://github.com/argoproj-labs/argocd-vault-plugin |
-| 608 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://github.com/crumbhole/argocd-vault-replacer |
-| 609 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://argoproj.github.io/argo-rollouts |
-| 610 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-blue-green-deployment |
-| 611 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-canary-deployment |
-| 612 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://www.infracloud.io/blogs/blue-green-deployments-dns-routing |
-| 613 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://octopus.com/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts |
-| 614 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://dev.to/intuitdev/migrating-cicd-from-jenkins-to-argo-1km4 |
-| 615 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://blog.argoproj.io/whats-new-in-argo-workflows-v3-3-dd051d2f1c7 |
-| 616 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://dev.to/crenshaw_dev/the-three-meanings-of-template-in-argo-workflows-2paf |
-| 617 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://blog.argoproj.io/practical-argo-workflows-hardening-dd8429acc1ce |
-| 618 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://blog.argoproj.io/architecting-workflows-for-reliability-d33bd720c6cc |
-| 619 | 💎 ELITE | [EMERGING] | 🌟🌟🌟 | Architectural Foundations | https://events.linuxfoundation.org/kubecon-cloudnativecon-north-america/co-located-events/argocon/#call-for-proposals |
-| 620 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.jamesmichaelhickey.com/microservices-architecture |
-| 621 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://www.contino.io/insights/how-to-make-enterprise-container-strategies-that-last-part-one |
-| 622 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Architectural Foundations | https://www.cybercoders.com/insights/what-hiring-managers-look-for-in-a-full-stack-developer |
-| 623 | 💎 ELITE | [LEGACY] | 🌟🌟 | Architectural Foundations | https://shekhargulati.com/2018/08/01/week-1-service-discovery-for-modern-distributed-applications |
-| 624 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.infoq.com/articles/pitfalls-patterns-microservice-dependency-management |
-| 625 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://dev.to/mattqafouri/microservice-roadmap-4mci |
-| 626 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.clickittech.com/devops/microservices-vs-monolith |
-| 627 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://thenewstack.io/microservices-align-the-pain-with-the-solution |
-| 628 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://k21academy.com/kubernetes/monolithic-vs-microservices |
-| 629 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Architectural Foundations | https://thenewstack.io/choosing-between-container-native-and-container-ready-storage |
-| 630 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://blog.risingstack.com/designing-microservices-architecture-for-failure |
-| 631 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://dev.to/tngeene/when-are-microservices-appropriate-g2n |
-| 632 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Engineering Pipeline | https://www.devopsdigest.com/cicd-deployments-how-to-expedite-across-a-kubernetes-environment-with-devops-orchestration |
-| 633 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://docs.google.com/presentation/d/1DFy4ZZdsK2ftREetv_f52E-caZXOGX6GvgzGQlfSLfE/edit?usp=sharing |
-| 634 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://developers.redhat.com/blog/2020/04/08/why-kubernetes-native-instead-of-cloud-native |
-| 635 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.infoq.com/articles/cloud-native-architecture-adoption-part1 |
-| 636 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.youtube.com/watch?v=Q6i0LK4vHsU |
-| 637 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.pluralsight.com/resources/blog/business-and-leadership/what-is-lift-and-shift-cloud-migration |
-| 638 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://hazelcast.com/blog/architectural-patterns-for-caching-microservices |
-| 639 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | http://docs.aws.amazon.com/lambda/latest/dg/lambda-python-how-to-create-deployment-package.html |
-| 640 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | http://www.logicworks.net/blog/2016/01/aws-lambda-echo-cloud-automation |
-| 641 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://acg-notice.pluralsight.com/#.uk7setw47 |
-| 642 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | http://docs.aws.amazon.com/lambda/latest/dg/limits.html |
-| 643 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/premiumsupport/knowledge-center/start-stop-lambda-cloudwatch |
-| 644 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.youtube.com/channel/UC_vJsnqdpuEoRseFmlkHMkA |
-| 645 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/compute/using-amazon-efs-for-aws-lambda-in-your-serverless-applications |
-| 646 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://dashbird.io/blog/deploying-aws-lambda-with-docker |
-| 647 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/compute/operating-lambda-understanding-event-driven-architecture-part-1 |
-| 648 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/es/blogs/compute/optimizing-lambda-functions-packaged-as-container-images |
-| 649 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://d1.awsstatic.com/whitepapers/Overview-AWS-Lambda-Security.pdf |
-| 650 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://cloudonaut.io/serverless-hybrid-cloud-accessing-an-api-gateway-via-vpn-or-direct-connect |
-| 651 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.infoworld.com/article/2254500/serverless-computing-with-aws-lambda.html |
-| 652 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://dashbird.io/blog/optimizing-aws-lambda-for-production |
-| 653 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/step-functions |
-| 654 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/architecture/data-caching-across-microservices-in-a-serverless-architecture |
-| 655 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/compute/introducing-aws-sam-pipelines-automatically-generate-deployment-pipelines-for-serverless-applications |
-| 656 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/about-aws/whats-new/2021/07/simplify-ci-cd-configuration-serverless-applications-your-favorite-ci-cd-system-public-preview |
-| 657 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/about-aws/whats-new/2021/09/better-price-performance-aws-lambda-functions-aws-graviton2-processor |
-| 658 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/compute/deploying-aws-lambda-layers-automatically-across-multiple-regions |
-| 659 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://dev.to/aws-builders/manage-webhooks-at-scale-with-aws-serverless-fof |
-| 660 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/architecture/mistakes-to-avoid-when-implementing-serverless-architecture-with-lambda |
-| 661 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.freecodecamp.org/news/how-to-setup-a-basic-serverless-backend-with-aws-lambda-and-api-gateway |
-| 662 | 💎 ELITE | [LEGACY] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda |
-| 663 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/compute/scaling-aws-lambda-permissions-with-attribute-based-access-control-abac |
-| 664 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/compute/understanding-aws-lambda-scaling-and-throughput |
-| 665 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/mobile/how-to-enforce-user-quota-on-aws-appsync-with-lambda-authorizer |
-| 666 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.theserverlessmindset.com/p/best-serverless-database |
-| 667 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Cloud Providers (Hyperscalers) | https://github.com/aidansteele/secretsctx |
-| 668 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/aws/new-accelerate-your-lambda-functions-with-lambda-snapstart |
-| 669 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.infoworld.com/article/2337529/aws-lambda-kickstarts-java-functions.html |
-| 670 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://tutorialsdojo.com/real-time-monitoring-of-5xx-errors-using-aws-lambda-cloudwatch-logs-slack |
-| 671 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://dev.to/aws-builders/go-fast-and-reduce-risk-using-cdk-to-deploy-your-serverless-applications-on-aws-2i3k |
-| 672 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://dev.to/aws-builders/event-driven-architectures-using-aws-with-example-3d2d |
-| 673 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://terrateam.io/blog/aws-lambda-function-with-terraform |
-| 674 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://dev.to/aws-builders/introduction-to-aws-sam-serverless-application-model-12oc |
-| 675 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/es/blogs/containers/developers-guide-to-using-amazon-efs-with-amazon-ecs-and-aws-fargate-part-1 |
-| 676 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.kdnuggets.com/2020/07/deploy-machine-learning-pipeline-aws-fargate.html |
-| 677 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/fargate-con-eks.html |
-| 678 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.element7.io/2022/10/a-hidden-gem-two-ways-to-improve-aws-fargate-container-launch-times |
-| 679 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/awslabs/specctl |
-| 680 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.linkedin.com/pulse/france-european-el-dorado-freelancing-quentin-debavelaere |
-| 681 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.elconfidencial.com/tecnologia/2018-05-12/informatico-freelance-carnica-freelancer-yeeply_1562518 |
-| 682 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.genbeta.com/web/siete-webs-explicadas-a-fondo-donde-encontrar-trabajo-freelance-autonomo-te-niegas-a-volver-a-oficina |
-| 683 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://calculadora.malt.es |
-| 684 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://noticiastrabajo.huffingtonpost.es/como-deben-autonomos-retrasar-pago-intereses-creditos-ico |
-| 685 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.autonomosyemprendedor.es/articulo/finanzas-personales/autonomos-solo-deben-presentar-iva-octubre-mas-obligaciones-tributarias-mes/20210927125637025167.html |
-| 686 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.xataka.com/pro/seguridad-social-crea-app-movil-para-gestionar-nueva-cuota-autonomos-permitira-cambiar-tramo-mensualmente-ingresos |
-| 687 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.diariocordoba.com/cordoba-ciudad/2021/12/26/autonomo-espana-sigue-profesion-riesgo-61023753.html |
-| 688 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://blog.xolo.io/es/es-rentable-ser-aut%C3%B3nomo-en-espa%C3%B1a |
-| 689 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Career & Industry | https://marinaaisa.com/es/blog/contractor-eeuu-espana |
-| 690 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.billin.net/blog/como-ser-freelance |
-| 691 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://cincodias.elpais.com/cincodias/2022/02/08/fortunas/1644336556_587972.html |
-| 692 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Career & Industry | https://www.youtube.com/watch?v=81VnO4puNkg |
-| 693 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://acentocoop.es |
-| 694 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://declarando.es |
-| 695 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://upper.co |
-| 696 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://yeeply.com |
-| 697 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Career & Industry | https://www.codementor.io |
-| 698 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Career & Industry | https://www.toptal.com |
-| 699 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://www.guru.com |
-| 700 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://www.truelancer.com |
-| 701 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://www.peopleperhour.com |
-| 702 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://www.crossover.com |
-| 703 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Career & Industry | https://arc.dev |
-| 704 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://www.scalablepath.com |
-| 705 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Career & Industry | https://turing.com |
-| 706 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://www.storetasker.com |
-| 707 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://soshace.com |
-| 708 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://adevait.com |
-| 709 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://speedlancer.com |
-| 710 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://www.worksome.com |
-| 711 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://a-connect.com |
-| 712 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Career & Industry | https://www.hellobonsai.com |
-| 713 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Career & Industry | https://www.bairesdev.com/join-us |
-| 714 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.paystream.co.uk/helphub/umbrella/getting-started/what-is-an-umbrella-company |
-| 715 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | http://umbrellaselector.com/Spain |
-| 716 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://freelance.es |
-| 717 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://contractortaxation.com/contracting-in-spain |
-| 718 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.infoworld.com/article/2264256/6-reasons-to-switch-to-managed-kubernetes.html |
-| 719 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://learnkube.com/allocatable-resources |
-| 720 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.armosec.io/blog/which-managed-kubernetes-is-right-for-me |
-| 721 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.infoworld.com/article/2334477/cncf-survey-managed-kubernetes-becomes-the-norm.html |
-| 722 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.redhat.com/en/blog/managed-kubernetes-architects |
-| 723 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://dev.to/thenjdevopsguy/aks-vs-eks-vs-gke-2459 |
-| 724 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.stackrox.com/post/2020/02/eks-vs-gke-vs-aks |
-| 725 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.youtube.com/watch?v=xM9jpcVGTzY |
-| 726 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://learnkube.com/research |
-| 727 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.pluralsight.com/resources/blog/cloud/aks-vs-eks-vs-gke-managed-kubernetes-services-compared |
-| 728 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://thenewstack.io/otomi-container-platform-offers-an-integrated-kubernetes-bundle |
-| 729 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://builder.aws.com/learn/topics/kubernetes |
-| 730 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/eksctl-io/eksctl |
-| 731 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.stackrox.io/blog/amazon-eks-security-best-practices |
-| 732 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://thenewstack.io/tutorial-install-and-configure-openebs-on-amazon-elastic-kubernetes-service |
-| 733 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks |
-| 734 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://fika.works/blog/eks-service-accounts |
-| 735 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/about-aws/whats-new/2020/08/announcing-the-aws-controllers-for-kubernetes-preview |
-| 736 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://docs.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-ingress-basics |
-| 737 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://www.theodo.com/en-fr/blog/how-to-use-kubernetes-pvcs-with-efs-provisioner |
-| 738 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://signalvnoise.com/svn3/running-spot-instances-effectively-with-amazon-eks |
-| 739 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/operating-a-multi-regional-stateless-application-using-amazon-eks |
-| 740 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks |
-| 741 | 💎 ELITE | [COMMUNITY-TOOL], [LEGACY] | 🌟 | Cloud Providers (Hyperscalers) | https://github.com/bit-cloner/poke |
-| 742 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.clickittech.com/devops/kubernetes-multi-tenancy |
-| 743 | 💎 ELITE | [LEGACY] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/aws/eks-price-reduction |
-| 744 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://aws.github.io/aws-eks-best-practices |
-| 745 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://itnext.io/using-aws-nlb-manually-targeting-an-eks-service-exposing-udp-traffic-17053ecd8f52 |
-| 746 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/aws/amazon-eks-now-supports-ec2-inf1-instances |
-| 747 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/create-a-pipeline-with-canary-deployments-for-amazon-eks-with-aws-app-mesh |
-| 748 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.linkedin.com/pulse/amazon-eks-distro-eks-d-kubernetes-distribution-used-gokul-chandra |
-| 749 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/fluent-bit-integration-in-cloudwatch-container-insights-for-eks |
-| 750 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/apn/optimizing-your-kubernetes-clusters-with-rancher-and-amazon-eks |
-| 751 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.youtube.com/watch?v=vZK_W-fpft0&ab_channel=StackSimplify |
-| 752 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Architectural Foundations | https://docs.cloudify.co |
-| 753 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.eksworkshop.com |
-| 754 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes |
-| 755 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://cast.ai/blog/eks-cost-optimization |
-| 756 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://d1.awsstatic.com/whitepapers/architecting-amazon-eks-for-pci-dss-compliance.pdf |
-| 757 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/aws/eks-charts |
-| 758 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://kubernetes-sigs.github.io/aws-load-balancer-controller |
-| 759 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://engineering.salesforce.com/optimizing-eks-networking-for-scale-1325706c8f6d |
-| 760 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/aws/amazon-eks-pod-identity-webhook |
-| 761 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Platform & Site Reliability | https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fault-injection-simulator |
-| 762 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://pages.awscloud.com/GLOBAL-partner-DL-DevOps-weaveworks-ebook-2020-learn.html |
-| 763 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://thenewstack.io/deploy-gremlin-to-amazon-eks-using-aws-cloudformation |
-| 764 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://aws.amazon.com/blogs/containers/easy-as-one-two-three-policy-management-with-kyverno-on-amazon-eks |
-| 765 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://nextlinklabs.com/resources/insights/handling-authentication-in-eks-clusters-kubernetes-aws-iam |
-| 766 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟 | Cloud Providers (Hyperscalers) | https://www.hackerxone.com/2021/08/20/13-steps-guide-to-create-kubernetes-cluster-on-amazon-web-serviceaws |
-| 767 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟 | Cloud Providers (Hyperscalers) | https://www.hackerxone.com/2021/08/25/steps-to-create-amazon-eks-node-group-on-amazon-web-service-aws |
-| 768 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://dev.to/aws-builders/eks-iam-deep-dive-136d |
-| 769 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/mt/automated-scaling-of-applications-running-on-eks-using-custom-metric-collected-by-amazon-prometheus-using-prometheus-adapter |
-| 770 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://www.youtube.com/watch?v=OFZYIr66Ku4&ab_channel=cloudgeeksinc |
-| 771 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/opensource/kubernetes-ingress-aws-alb-ingress-controller |
-| 772 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/aws/aws-node-termination-handler |
-| 773 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://www.howtoforge.com/how-to-create-a-kubernetes-cluster-with-the-aws-cli |
-| 774 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://thenewstack.io/how-we-built-preview-environments-on-kubernetes-and-aws |
-| 775 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/storage/mount-amazon-efs-file-systems-cross-account-from-amazon-eks |
-| 776 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazon-eks-architecture |
-| 777 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/continuous-delivery-of-amazon-eks-clusters-using-aws-cdk-and-cdk-pipelines |
-| 778 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/de/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus |
-| 779 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/aws-controllers-k8s/community |
-| 780 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://itnext.io/deploy-kubernetes-k8s-on-amazon-aws-using-mixed-on-demand-and-spot-instances-5440e5bece7 |
-| 781 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/awslabs/aws-kubernetes-migration-factory |
-| 782 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/aws-ia/terraform-aws-eks-blueprints |
-| 783 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/streaming-kubernetes-events-in-slack |
-| 784 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/awslabs/cdk-eks-blueprints |
-| 785 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://dev.to/timtsoitt/one-technique-to-save-your-aws-eks-ip-addresses-10x-2ocn |
-| 786 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/autoscaling-eks-on-fargate-with-custom-metrics |
-| 787 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.github.io/aws-eks-best-practices/networking/index |
-| 788 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/aws-and-kubecost-collaborate-to-deliver-cost-monitoring-for-eks-customers |
-| 789 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://cast.ai/blog/eks-security-checklist-10-best-practices-for-a-secure-cluster |
-| 790 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/kubernetes-sigs/aws-load-balancer-controller |
-| 791 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://thenewstack.io/amazon-web-services-gears-elastic-kubernetes-service-for-batch-jobs |
-| 792 | 💎 ELITE | [LEGACY] | 🌟 | Cloud Providers (Hyperscalers) | https://github.com/rebataur/fskube |
-| 793 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus |
-| 794 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/storage/persistent-storage-for-kubernetes |
-| 795 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/storage/machine-learning-with-kubeflow-on-amazon-eks-with-amazon-efs |
-| 796 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://dev.to/memark/autoprovisioning-nfs-volumes-in-eks-with-cdk-4fn9 |
-| 797 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/awslabs/eks-node-viewer |
-| 798 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/aws-samples/hardeneks |
-| 799 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://docs.aws.amazon.com/eks/latest/userguide/eks-add-ons.html |
-| 800 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://docs.aws.amazon.com/prescriptive-guidance/latest/patterns/access-container-applications-privately-on-amazon-eks-using-aws-privatelink-and-a-network-load-balancer.html |
-| 801 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/addressing-latency-and-data-transfer-costs-on-eks-using-istio |
-| 802 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/addressing-ipv4-address-exhaustion-in-amazon-eks-clusters-using-private-nat-gateways |
-| 803 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Career & Industry | https://aws.amazon.com/blogs/containers/understanding-and-cost-optimizing-amazon-eks-control-plane-logs |
-| 804 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://itnext.io/top-10-ways-to-protect-eks-workloads-from-ransomware-ae96d1c1e839 |
-| 805 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/scaling-amazon-eks-and-cassandra-beyond-1000-nodes |
-| 806 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://itnext.io/running-production-workloads-in-eks-using-spot-instances-fc6808a7b462 |
-| 807 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/de/blogs/storage/simplifying-amazon-ebs-volume-migration-and-modification-using-the-ebs-csi-driver |
-| 808 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/eliminate-kubernetes-node-scaling-lag-with-pod-priority-and-over-provisioning |
-| 809 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity |
-| 810 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://itnext.io/aws-elastic-kubernetes-service-rbac-authorization-via-aws-iam-and-rbac-groups-7b70ded144b5 |
-| 811 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://devoriales.com/home |
-| 812 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/about-aws/whats-new/2024/05/amazon-eks-native-support-autoscaling-coredns-pods |
-| 813 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/start-pods-faster-by-prefetching-images |
-| 814 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://docs.aws.amazon.com/eks/latest/userguide/update-managed-node-group.html |
-| 815 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/planning-kubernetes-upgrades-with-amazon-eks |
-| 816 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://repost.aws/knowledge-center/eks-plan-upgrade-cluster |
-| 817 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/gitops-model-for-provisioning-and-bootstrapping-amazon-eks-clusters-using-crossplane-and-argo-cd |
-| 818 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/aws/eks-anywhere |
-| 819 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/aws/amazon-eks-anywhere-now-generally-available-to-create-and-manage-kubernetes-clusters-on-premises |
-| 820 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.solo.io/blog/amazon-eks-anywhere-and-solo-istio |
-| 821 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://anywhere.eks.amazonaws.com/docs/concepts/eksafeatures |
-| 822 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/introducing-general-availability-of-amazon-eks-anywhere |
-| 823 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/blue-green-kubernetes-upgrades-for-amazon-eks-anywhere-using-flux |
-| 824 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/aws/eks-distro |
-| 825 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/training/paths/intro-to-kubernetes-on-azure |
-| 826 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://azure.github.io/AKS-Construction |
-| 827 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.youtube.com/@theakscommunity |
-| 828 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.the-aks-checklist.com |
-| 829 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://azure.microsoft.com/en-us/updates/?query=AKS |
-| 830 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks/baseline-aks |
-| 831 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks-microservices/aks-microservices |
-| 832 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/aks/configure-kubenet |
-| 833 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/aks/configure-azure-cni |
-| 834 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://trstringer.com/run-kubernetes-pods-on-vm-types |
-| 835 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/aks/entra-id-control-plane-authentication |
-| 836 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://build5nines.com/terraform-create-an-aks-cluster |
-| 837 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/dfrappart/articles/blob/master/podidentityjourney.md |
-| 838 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/azuremigrationblog/containerize-and-migrate-applications-to-aks-with-the-azure-migrate%e2%80%99s-new-app-co/2178551 |
-| 839 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://adamrushuk.github.io/increasing-the-volumeclaimtemplates-disk-size-in-a-statefulset-on-aks |
-| 840 | 💎 ELITE | [LEGACY] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://nillsf.com/index.php/2020/11/17/running-windows-containers-on-the-azure-kubernetes-service-aks |
-| 841 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://itnext.io/running-your-microservices-securely-on-aks-417a110b2e76 |
-| 842 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/previous-versions/azure/aks/ingress-tls |
-| 843 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://blog.nillsf.com/index.php/2020/12/06/customize-core-dump-in-azure-kubernetes |
-| 844 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.zartis.com/minimizing-costs-aks |
-| 845 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://itnext.io/aks-performance-limit-ranges-8e18cbebe351 |
-| 846 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://itnext.io/kubernetes-ingress-on-azure-using-the-application-gateway-2779b647deb5 |
-| 847 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://thenewstack.io/microsoft-takes-practical-approach-to-kubernetes-management |
-| 848 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://itnext.io/network-isolated-aks-part-1-controlling-network-traffic-2cd0e045352d |
-| 849 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://thenewstack.io/turbocharging-aks-networking-with-calico-ebpf |
-| 850 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://carlos.mendible.com/2021/08/02/aks-persistent-volume-claim-with-an-azure-file-storage-protected-with-a-private-endpoint |
-| 851 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://www.optisolbusiness.com/insight/implementing-microservices-architecture-in-aks |
-| 852 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/aks/operator-best-practices-cluster-isolation |
-| 853 | 💎 ELITE | [LEGACY] | 🌟 | Cloud Providers (Hyperscalers) | https://docs.cloudblue.com/cbc/20.5/premium/content/Deployment-of-Product-to-Azure-Cloud-Guide/Deploying-AKS-Cluster-with-Custom-IP-Ranges.htm |
-| 854 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Cloud Providers (Hyperscalers) | https://azurecloudai.blog/2019/09/27/deploy-azure-kubernetes-service-aks-to-a-preexisting-vnet |
-| 855 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.tigera.io/blog/turbocharging-aks-networking-with-calico-ebpf |
-| 856 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.tigera.io/blog/calico-wireguard-support-with-azure-cni |
-| 857 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/aks/configure-dual-stack |
-| 858 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://dev.to/christle/moving-azure-functions-from-aks-to-container-apps-k60 |
-| 859 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/azurestackblog/azure-kubernetes-service-and-azure-container-registry-service-on-azure-stack-hub/3075932 |
-| 860 | 💎 ELITE | [LEGACY] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://dev.to/rdvansloten/getting-started-with-windows-containers-on-azure-kubernetes-service-46ce |
-| 861 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://www.returngis.net/2022/04/desescalar-nodos-de-aks-apagando-las-maquinas-en-lugar-de-eliminarlas |
-| 862 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://dev.to/javiermarasco/https-with-ingress-controller-cert-manager-and-duckdns-in-akskubernetes-2jd1 |
-| 863 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://dev.to/maxx_don/implement-azure-ad-workload-identity-on-aks-with-terraform-3oho |
-| 864 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://pixelrobots.co.uk/2022/04/bring-your-own-container-network-interface-cni-plugin-with-azure-kubernetes-service-aks-preview |
-| 865 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.buchatech.com/2022/08/a-guide-to-navigating-the-aks-enterprise-documentation-scripts |
-| 866 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/aks/start-stop-nodepools |
-| 867 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://dev.to/thenjdevopsguy/monitoring-aks-with-prometheus-and-grafana-9o8 |
-| 868 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-microsoft-ignite-announcements/3650443 |
-| 869 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://isovalent.com/blog/post/azure-cni-cilium |
-| 870 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://dev.to/vivekanandrapaka/access-secrets-from-akv-using-managed-identities-for-aks-91p |
-| 871 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://baeke.info/2022/11/24/aks-workload-identity-revisited |
-| 872 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://community.ops.io/javi_labs/one-day-wake-up-to-a-crashed-aks-cluster-and-this-is-what-i-did-to-get-it-back-to-life-1592 |
-| 873 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/containers/using-cdk-to-perform-continuous-deployments-in-multi-region-kubernetes-environments |
-| 874 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://blog.coffeeapplied.com/securing-aks-in-peered-virtual-networks-using-only-network-security-groups-nsgs-c43d6a215f32 |
-| 875 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/sqlserver/sql-server-containers-on-kubernetes-with-s3-compatible-object-storage---getting-/3717003 |
-| 876 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/aks/rdp |
-| 877 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-free-tier-and-standard-tier/3731432 |
-| 878 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://community.ops.io/javi_labs/configuring-aks-to-read-secrets-and-certificates-from-azure-keyvaults-17o1 |
-| 879 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://www.kristhecodingunicorn.com/post/k8s_nginx_oauth |
-| 880 | 💎 ELITE | [LEGACY] |  | Cloud Providers (Hyperscalers) | https://github.com/OvidiuBorlean/kubectl-windumps |
-| 881 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.infoq.com/news/2023/03/aks-edge-essentials-ga |
-| 882 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://azuredevopslabs.com/labs/vstsextend/kubernetes |
-| 883 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.danielstechblog.io/mitigating-slow-container-image-pulls-on-azure-kubernetes-service |
-| 884 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://www.kristhecodingunicorn.com/post/aks-oauth2-proxy-with-nginx-ingress-controller |
-| 885 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://azure.microsoft.com/en-us/blog/announcing-the-general-availability-of-azure-cni-overlay-in-azure-kubernetes-service |
-| 886 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://www.returngis.net/2022/05/configurar-mas-de-un-application-gateway-con-agic-para-aks |
-| 887 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://www.returngis.net/2021/11/azure-application-gateway-con-waf-y-wildcard-nginx-controller-para-aks |
-| 888 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069 |
-| 889 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://adamtheautomator.com/azure-kubernetes-service |
-| 890 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/kubernetes-external-dns-for-azure-dns--aks/3809393 |
-| 891 | 💎 ELITE | [GUIDE], [LEGACY] |  | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/containers/securing-windows-workloads-on-azure-kubernetes-service-with-calico/3815429 |
-| 892 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.infoworld.com/article/2338428/kubernetes-cost-management-for-the-real-world.html |
-| 893 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://www.returngis.net/2023/05/desplegar-agic-en-aks-utilizando-workload-identity |
-| 894 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/architecture/example-scenario/aks-agic/aks-agic |
-| 895 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://www.returngis.net/2023/05/exponer-apis-en-aks-a-traves-de-azure-api-management |
-| 896 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/fasttrackforazureblog/a-practical-guide-to-zone-redundant-aks-clusters-and-storage/4036254 |
-| 897 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/app-platform/aks/landing-zone-accelerator |
-| 898 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Cloud Providers (Hyperscalers) | https://piotrminkowski.com/2024/02/05/getting-started-with-azure-kubernetes-service |
-| 899 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/appsonazureblog/simplifying-azure-kubernetes-service-authentication-part-2/4055332 |
-| 900 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/aks/monitor-aks |
-| 901 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Cloud Providers (Hyperscalers) | https://github.com/stephaneey/azure-and-k8s-architecture |
-| 902 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/azurehighperformancecomputingblog/running-gpu-accelerated-workloads-with-nvidia-gpu-operator-on-aks/4061318 |
-| 903 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://dinantpaardenkooper.nl/posts/aks-2024-03-18 |
-| 904 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.youtube.com/watch?v=io_yBU7vhIo |
-| 905 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://pixelrobots.co.uk/2023/12/exploring-azure-kubernetes-services-node-autoprovision-a-deep-dive-into-the-latest-public-preview-feature |
-| 906 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/azureobservabilityblog/advanced-network-observability-for-your-azure-kubernetes-service-clusters-throug/4176736 |
-| 907 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://learn.microsoft.com/en-us/azure/api-management/api-management-howto-mutual-certificates-for-clients |
-| 908 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/azureinfrastructureblog/leveraging-azure-copilot-for-azure-kubernetes-services-aks/4212457 |
-| 909 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://thenewstack.io/microsoft-takes-kubernetes-to-the-edge-with-aks-lite |
-| 910 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://baeke.info/2022/06/02/trying-out-draft-2-on-aks |
-| 911 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://cloud.google.com/kubernetes-engine |
-| 912 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/darkbitio/gcp-iam-role-permissions |
-| 913 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://cloud.google.com/blog/products/networking/how-to-use-new-traffic-control-features-in-cloud-load-balancing |
-| 914 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://docs.cloud.google.com/kubernetes-engine/docs/how-to/nodelocal-dns-cache |
-| 915 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://cloud.google.com/blog/products/containers-kubernetes/5-ways-google-cloud-is-making-gke-the-best-place-to-run-kubernetes |
-| 916 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://codeburst.io/google-kubernetes-engine-logging-by-example-df6946dcba6b |
-| 917 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://cloud.google.com/blog/products/containers-kubernetes/introducing-gke-multi-cluster-services |
-| 918 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Cloud Providers (Hyperscalers) | https://cloud.google.com/blog/products/containers-kubernetes/introducing-gke-autopilot |
-| 919 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://techcrunch.com/2021/02/24/google-cloud-puts-its-kubernetes-engine-on-autopilot |
-| 920 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.zdnet.com/article/google-introduces-gke-autopilot-for-hands-off-kubernetes |
-| 921 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://thenewstack.io/googles-new-autopilot-for-kubernetes |
-| 922 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Cloud Providers (Hyperscalers) | https://docs.cloud.google.com/kubernetes-engine/docs/concepts/autopilot-overview |
-| 923 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Cloud Providers (Hyperscalers) | https://www.youtube.com/watch?v=Zztufl4mFQ4&feature=youtu.be |
-| 924 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Cloud Providers (Hyperscalers) | https://www.project-a.vc/perspectives |
-| 925 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://docs.cloud.google.com/kubernetes-engine/docs/how-to/cloud-dns#vpc_scope_dns |
-| 926 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://seroter.com/2021/08/18/using-the-new-google-cloud-config-controller-to-provision-and-manage-cloud-services-via-the-kubernetes-resource-model |
-| 927 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launches-backups-for-gke |
-| 928 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://cloud.google.com/blog/products/containers-kubernetes/announcing-spot-pods-for-gke-autopilot |
-| 929 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.pluralsight.com/resources/blog/cloud/gke-ludicrous-speed-gke-image-streaming-speeds-up-container-starts |
-| 930 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://cloud.google.com/blog/products/containers-kubernetes/multi-cluster-kubernetes-with-gke-at-geotab |
-| 931 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://cloud.google.com/blog/products/containers-kubernetes/gke-cost-optimization-insights-now-ga |
-| 932 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://cloud.google.com/blog/products/containers-kubernetes/kubernetes-control-plane-metrics-are-generally-available |
-| 933 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/google/gke-policy-automation |
-| 934 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.ibm.com/products/kubernetes-service |
-| 935 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://dev.to/rahulrai/practical-introduction-to-kubernetes-autoscaling-tools-with-linode-kubernetes-engine-2i7k |
-| 936 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://docs.digitalocean.com/products/kubernetes |
-| 937 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.digitalocean.com/community/tech-talks/automating-gitops-and-continuous-delivery-with-digitalocean-kubernetes |
-| 938 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.digitalocean.com/resources/articles/kubernetes-for-startups |
-| 939 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://arnoldgalovics.com/github-actions-oracle-cloud-kubernetes |
-| 940 | 💎 ELITE | [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://learnkube.com/cloud-resources-kubernetes |
-| 941 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://kubesphere.io |
-| 942 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/kubesphere/kubekey |
-| 943 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://kubesphere.io/blogs/install-kubernetes-containerd |
-| 944 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://kubesphere.io/blogs/scale-kubernetes-cluster-using-kubekey |
-| 945 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://itnext.io/adding-master-nodes-to-achieve-ha-one-of-the-best-practices-for-using-kubekey-6207e94b0bdd |
-| 946 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.youtube.com/watch?v=MU5LdM83x9s&t=40s&ab_channel=KubeSphere |
-| 947 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://itnext.io/kubesphere-a-new-pluggable-kubernetes-application-management-platform-bf078b9f3330 |
-| 948 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.giantswarm.io |
-| 949 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.giantswarm.io/blog/turtles-all-the-way-down-are-still-just-turtles-giant-swarm |
-| 950 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.techtarget.com/searchcloudcomputing/tip/Compare-tools-for-multi-cloud-Kubernetes-management |
-| 951 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://javarevisited.blogspot.com/2017/12/10-things-java-programmers-should-learn.html |
-| 952 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://www.freecodecamp.org/news/learn-the-basics-of-java-programming |
-| 953 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://www.freecodecamp.org/news/object-oriented-programming-in-java |
-| 954 | 💎 ELITE | [LEGACY] |  | Developer Ecosystem | https://developers.redhat.com/blog/2020/08/25/get-started-with-jdk-flight-recorder-in-openjdk-8u |
-| 955 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://blog.heaphero.io |
-| 956 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://developers.redhat.com/articles/2021/05/20/shenandoah-garbage-collection-openjdk-16-concurrent-reference-processing |
-| 957 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://developers.redhat.com/articles/2021/07/23/jdk-flight-recorder-support-graalvm-native-image-journey-so-far |
-| 958 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/OpenHFT/Java-Thread-Affinity |
-| 959 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://kstefanj.github.io/2021/11/24/gc-progress-8-17.html |
-| 960 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://developers.redhat.com/articles/2021/11/02/how-choose-best-java-garbage-collector |
-| 961 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://www.linkedin.com/pulse/difference-between-executor-executorservice-executors-omar-ismail |
-| 962 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://vladmihalcea.com/caching-best-practices |
-| 963 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://vladmihalcea.com/14-high-performance-java-persistence-tips |
-| 964 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://speakerdeck.com/victorrentea/profiling-a-java-application-at-devdays-2023 |
-| 965 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://www.freecodecamp.org/news/java-unit-testing |
-| 966 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://tech.olx.com/improving-jvm-warm-up-on-kubernetes-1b27dd8ecd58 |
-| 967 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.jenkins.io/blog/2016/11/21/gc-tuning |
-| 968 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.jenkins.io/doc/administration/requirements/jenkins-on-java-11/#:~:text=The%20easiest%20way%20to%20run,images%2C%20use%20the%20jdk11%20tag. |
-| 969 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://www.redhat.com/en/blog/scaling-java-containers |
-| 970 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://www.redhat.com/en/blog/performance-metrics-apm-spring-boot-microservices-openshift |
-| 971 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://itnext.io/how-to-cold-start-fast-a-java-service-on-k8s-eks-3a7b4450845d |
-| 972 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://blog.gceasy.io/best-practices-java-memory-arguments-for-containers |
-| 973 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernetes |
-| 974 | 💎 ELITE | [ENTERPRISE-STABLE] |  | Architectural Foundations | https://tier1app.com |
-| 975 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] |  | Architectural Foundations | https://fastthread.io |
-| 976 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] |  | Architectural Foundations | https://gceasy.io |
-| 977 | 💎 ELITE | [ENTERPRISE-STABLE] |  | Architectural Foundations | https://heaphero.io |
-| 978 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] |  | Developer Ecosystem | http://ehcache.org |
-| 979 | 💎 ELITE | [COMMUNITY-TOOL], [EMERGING], [LEGACY] | 🌟 | Developer Ecosystem | https://github.com/serkan-ozal/jillegal |
-| 980 | 💎 ELITE | [GUIDE], [LEGACY] |  | Developer Ecosystem | http://freepromagazine.blogspot.de/2014/07/free-eguide-jvm-troubleshooting-guide.html |
-| 981 | 💎 ELITE | [GUIDE], [LEGACY] |  | Developer Ecosystem | http://karunsubramanian.com/websphere/one-important-change-in-memory-management-in-java-8 |
-| 982 | 💎 ELITE | [GUIDE], [LEGACY] |  | Developer Ecosystem | http://www.infoq.com/articles/Java-PERMGEN-Removed |
-| 983 | 💎 ELITE | [GUIDE], [LEGACY] |  | Developer Ecosystem | http://apmblog.dynatrace.com/2011/05/11/how-garbage-collection-differs-in-the-three-big-jvms |
-| 984 | 💎 ELITE | [GUIDE], [LEGACY] |  | Developer Ecosystem | https://javarevisited.blogspot.com/2011/04/garbage-collection-in-java.html |
-| 985 | 💎 ELITE | [ENTERPRISE-STABLE] |  | Developer Ecosystem | https://byteman.jboss.org |
-| 986 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://developers.redhat.com/blog/2020/10/29/collect-jdk-flight-recorder-events-at-runtime-with-jmc-agent |
-| 987 | 💎 ELITE | [EMERGING], [GUIDE] |  | Developer Ecosystem | https://developers.redhat.com/blog/2020/10/15/checkpointing-java-from-outside-of-java |
-| 988 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] |  | Developer Ecosystem | https://developers.redhat.com/articles/2021/11/23/faster-way-access-jdk-flight-recorder-data |
-| 989 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Developer Ecosystem | https://vladmihalcea.com/tunnel-localhost-public-internet |
-| 990 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] |  | Developer Ecosystem | https://piotrminkowski.com/2024/02/13/java-flight-recorder-on-kubernetes |
-| 991 | 💎 ELITE | [DE FACTO STANDARD] |  | Developer Ecosystem | https://go.dev |
-| 992 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/golang/go |
-| 993 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/golang-design/history |
-| 994 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/avelino/awesome-go |
-| 995 | 💎 ELITE | [COMMUNITY-TOOL], [EMERGING], [LEGACY] | 🌟🌟 | Developer Ecosystem | https://github.com/go-zepto/zepto |
-| 996 | 💎 ELITE | [GUIDE], [LEGACY] |  | Developer Ecosystem | https://dev.to/heroku/deploying-your-first-golang-webapp-11b3 |
-| 997 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] |  | Developer Ecosystem | https://eli.thegreenplace.net/2021/rest-servers-in-go-part-4-using-openapi-and-swagger |
-| 998 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] |  | Developer Ecosystem | https://blog.getambassador.io/debugging-go-microservices-in-kubernetes-with-vscode-a36beb48ef1 |
-| 999 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] |  | Developer Ecosystem | https://developers.redhat.com/blog/2021/03/03/using-delve-to-debug-go-programs-on-red-hat-enterprise-linux |
-| 1000 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/miguelmota/golang-for-nodejs-developers |
-| 1001 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/hoanhan101/ultimate-go |
-| 1002 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Developer Ecosystem | https://developer.okta.com/blog/2021/04/23/elasticsearch-go-developers-guide |
-| 1003 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/go-ini/ini |
-| 1004 | 💎 ELITE | [COMMUNITY-TOOL], [LEGACY] | 🌟🌟 | Developer Ecosystem | https://github.com/rakyll/go-test-trace |
-| 1005 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Developer Ecosystem | https://thenewstack.io/getting-started-with-go-and-influxdb |
-| 1006 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Developer Ecosystem | https://go.dev/blog/pkgsite-search-redesign |
-| 1007 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/quii/learn-go-with-tests |
-| 1008 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] |  | Developer Ecosystem | https://itnext.io/go-does-not-need-a-java-style-gc-ac99b8d26c60 |
-| 1009 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Developer Ecosystem | https://blog.logrocket.com/build-blockchain-with-go |
-| 1010 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] |  | Developer Ecosystem | https://dev.to/mauriciolinhares/rate-limiting-http-requests-in-go-using-redis-51m7 |
-| 1011 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Developer Ecosystem | https://dev.to/theghostmac/understanding-and-crafting-http-middlewares-in-go-3183 |
-| 1012 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Developer Ecosystem | https://dev.to/treva123mutebi/getting-started-with-go-lang-1g0 |
-| 1013 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Developer Ecosystem | https://blog.logrocket.com/building-simple-app-go-postgresql |
-| 1014 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] |  | Developer Ecosystem | https://datastation.multiprocess.io/blog/2022-03-03-improving-go-json-encoding-performance-for-large-arrays-of-objects.html |
-| 1015 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Developer Ecosystem | https://dev.to/mavensingh/advantages-and-disadvantages-of-go-5gha |
-| 1016 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE], [LEGACY] | 🌟🌟 | Developer Ecosystem | https://github.com/luk4z7/go-concurrency-guide |
-| 1017 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Developer Ecosystem | https://dev.to/thenjdevopsguy/getting-started-with-go-golang-5eh8 |
-| 1018 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE], [LEGACY] | 🌟🌟🌟 | Developer Ecosystem | https://github.com/ua-nick/Data-Structures-and-Algorithms |
-| 1019 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://dev.to/pacheco/create-a-restful-api-with-golang-from-scratch-42g2 |
-| 1020 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://itnext.io/generically-working-with-kubernetes-resources-in-go-53bce678f887 |
-| 1021 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Developer Ecosystem | https://ymmt2005.hatenablog.com/entry/2020/04/14/An_example_of_using_dynamic_client_of_k8s.io/client-go |
-| 1022 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] |  | Developer Ecosystem | https://iximiuz.com/en/posts/kubernetes-api-go-types-and-common-machinery |
-| 1023 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://dev.to/lucasepe/watch-and-react-to-kubernetes-objects-changes-3kcg |
-| 1024 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Developer Ecosystem | https://collabnix.com/kubernetes-crud-operation-using-go-on-docker-desktop |
-| 1025 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://ahmet.im/blog/building-container-images-in-go |
-| 1026 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://devhints.io/go |
-| 1027 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/a8m/golang-cheat-sheet |
-| 1028 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/micro/go-micro |
-| 1029 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://dapr.io |
-| 1030 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/Masterminds/sprig |
-| 1031 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/go-kratos/kratos |
-| 1032 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/panjf2000/gnet |
-| 1033 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Developer Ecosystem | https://github.com/dsa0x/sicher |
-| 1034 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://github.com/ggicci/httpin |
-| 1035 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/kubernetes-sigs/e2e-framework |
-| 1036 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Developer Ecosystem | https://github.com/forbearing/k8s |
-| 1037 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://github.com/hashicorp/cap |
-| 1038 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/aarondl/sqlboiler |
-| 1039 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Developer Ecosystem | https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499 |
-| 1040 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Developer Ecosystem | https://github.com/jcchavezs/porto |
-| 1041 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/mholt/json-to-go |
-| 1042 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://mholt.github.io/curl-to-go |
-| 1043 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/kkdai/youtube |
-| 1044 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/iawia002/lux |
-| 1045 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Developer Ecosystem | https://github.com/Email-Dashboard/Email-Dashboard |
-| 1046 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://github.com/kevincobain2000/gobrew |
-| 1047 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Developer Ecosystem | https://github.com/groundcover-com/blog/tree/main/blog_k8s_containers_restarts |
-| 1048 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/create-go-app/cli |
-| 1049 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/derekparker/delve |
-| 1050 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/inancgumus/learngo |
-| 1051 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/GoogleCloudPlatform/golang-samples |
-| 1052 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://github.com/rehacktive/caffeine |
-| 1053 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Developer Ecosystem | https://github.com/ebosas/microservices |
-| 1054 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/iximiuz/client-go-examples |
-| 1055 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Developer Ecosystem | https://github.com/Mathieu-Desrochers/Learning-Go |
-| 1056 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Developer Ecosystem | https://dev.to/aksrao1998/dockerize-a-golang-http-server-and-deploy-it-on-kubernetes-592j |
-| 1057 | 💎 ELITE | [EMERGING] | 🌟🌟 | Developer Ecosystem | https://x.com/GolangRepos |
-| 1058 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md |
-| 1059 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://www.technologyreview.com/2021/03/26/1021258/ai-pioneer-andrew-ng-machine-learning-business |
-| 1060 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | AI and Artificial Intelligence | https://www.cio.com/article/350337/make-better-ai-infrastructure-decisions-why-hybrid-cloud-is-a-solid-fit.html |
-| 1061 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | AI and Artificial Intelligence | https://www.businessinsider.es/tecnologia/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112 |
-| 1062 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://computerhoy.20minutos.es |
-| 1063 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://poloclub.github.io/cnn-explainer |
-| 1064 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | AI and Artificial Intelligence | https://www.freecodecamp.org/news/ace-your-deep-learning-job-interview |
-| 1065 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | AI and Artificial Intelligence | https://www.freecodecamp.org/news/deep-learning-fundamentals-handbook-start-a-career-in-ai |
-| 1066 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://aman.ai/primers/ai |
-| 1067 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://aman.ai/primers/ai/LLM |
-| 1068 | 💎 ELITE | [EMERGING] | 🌟🌟🌟 | AI and Artificial Intelligence | https://www.forbesargentina.com/innovacion/por-nvidia-google-microsoft-apuestan-miles-millones-modelos-llm-ia-generativa-biotecnologia-n49278 |
-| 1069 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://www.youtube.com/watch?v=1Lat8dP7Eq0 |
-| 1070 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://developers.google.com/machine-learning/crash-course?hl=es-419 |
-| 1071 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/microsoft/ML-For-Beginners |
-| 1072 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://www.amazon.science/base-tts-samples |
-| 1073 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/NielsRogge/Transformers-Tutorials |
-| 1074 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://aman.ai/primers/ai/transformers |
-| 1075 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://aman.ai/primers/ai/bert |
-| 1076 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://aman.ai/primers/ai/gpt |
-| 1077 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://cursor.com/blog/cloud-agent-development-environments |
-| 1078 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Platform & Site Reliability | https://cursor.com/es/learn |
-| 1079 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://cursor.com/docs/bugbot#effort-levels |
-| 1080 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://anthropic.skilljar.com/claude-code-in-action |
-| 1081 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/rasbt/LLMs-from-scratch |
-| 1082 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/shanraisshan/claude-code-best-practice |
-| 1083 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://techcommunity.microsoft.com/blog/finopsblog/learn-to-manage-investments-and-cost-efficiency-of-azure-and-ai-workloads/4396862 |
-| 1084 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://www.digitalocean.com/community/tutorials/deepseek-r1-gpu-droplets |
-| 1085 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-devops-with-azure-openai |
-| 1086 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/tensorchord/Awesome-LLMOps |
-| 1087 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://valohai.com/blog/llmops |
-| 1088 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/mlabonne/llm-course |
-| 1089 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://itnext.io/deploy-flexible-and-custom-setups-with-anything-llm-on-kubernetes-a2b5687f2bcc |
-| 1090 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://thenewstack.io/ignore-prior-instructions-ai-still-befuddled-by-basic-reasoning |
-| 1091 | 💎 ELITE | [EMERGING] |  | AI and Artificial Intelligence | https://mad.firstmark.com |
-| 1092 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Platform & Site Reliability | https://claude101.com |
-| 1093 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/openai/openai-cookbook |
-| 1094 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://www.xataka.com/robotica-e-ia/microsoft-no-quiere-poner-todos-huevos-cesta-anuncia-asociacion-mistral-ai-openai-europa |
-| 1095 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | http://blog.aks.azure.com/2025/04/02/Scaling-Kubernetes-for-AI-and-Data-intensive-Workloads |
-| 1096 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.warp.dev |
-| 1097 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://k8sgpt.ai |
-| 1098 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://collabnix.com/the-rise-of-kubernetes-and-ai-kubectl-openai-plugin |
-| 1099 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://markaicode.com/terraform-ai-infrastructure-as-code |
-| 1100 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://masterpoint.io/blog/ai-meets-tf-prompt-strategies-for-test-generation |
-| 1101 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/aws-samples/well-architected-iac-analyzer |
-| 1102 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://aws.amazon.com/blogs/aws/ide-extension-for-aws-application-composer-enhances-visual-modern-applications-development-with-ai-generated-iac |
-| 1103 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills |
-| 1104 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://docs.github.com/en/copilot/get-started/best-practices |
-| 1105 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-github-copilot-agent-mode/4400630 |
-| 1106 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft |
-| 1107 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos |
-| 1108 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://news.microsoft.com/source/2025/03/03/microsoft-dragon-copilot-provides-the-healthcare-industrys-first-unified-voice-ai-assistant-that-enables-clinicians-to-streamline-clinical-documentation-surface-information-and-automate-task |
-| 1109 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | AI and Artificial Intelligence | https://github.com/SkalskiP/top-cvpr-2023-papers |
-| 1110 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/openops-cloud/openops |
-| 1111 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/HolmesGPT/holmesgpt |
-| 1112 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://cast.ai |
-| 1113 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://www.apmdigest.com/aiops-itops-1 |
-| 1114 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://thenewstack.io/the-urgency-driving-aiops-into-your-enterprise |
-| 1115 | 💎 ELITE | [LEGACY] |  | AI and Artificial Intelligence | https://thenewstack.io/intelligent-automation-whats-the-missing-piece-of-aiops |
-| 1116 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://www.infoworld.com/article/2336728/5-best-practices-for-securing-cicd-pipelines.html |
-| 1117 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://www.infoq.com/articles/aiops-reliability-engineering |
-| 1118 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://platformengineering.org/blog/ai-is-changing-the-future-of-platform-engineering-are-you-ready |
-| 1119 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://aws.amazon.com/blogs/industries/bmw-group-develops-a-genai-assistant-to-accelerate-infrastructure-optimization-on-aws |
-| 1120 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://www.cerebras.ai |
-| 1121 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli/?utm_source=twitter-cli-beginners-getting-started-cta&utm_medium=social&utm_campaign=dev-pod-copilot-cli-2026 |
-| 1122 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Platform & Site Reliability | https://ettema.dev/posts/ai-multi-repo-workspaces |
-| 1123 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/serenakeyitan/awesome-notebookLM-prompts |
-| 1124 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/TabularisDB/tabularis/blob/main/README.es.md |
-| 1125 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/mattpocock/skills |
-| 1126 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/google/agents-cli |
-| 1127 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using |
-| 1128 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/davila7/claude-code-templates |
-| 1129 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | AI and Artificial Intelligence | https://github.com/ned1313/quiz-grader |
-| 1130 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview |
-| 1131 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/punkpeye/awesome-mcp-servers |
-| 1132 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/jupyterlab/jupyter-ai |
-| 1133 | 💎 ELITE | [DE FACTO STANDARD], [LEGACY] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/XingangPan/DragGAN |
-| 1134 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Cloud Providers (Hyperscalers) | http://www.conceptdraw.com/examples/application-architecture |
-| 1135 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute |
-| 1136 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-ii-storage |
-| 1137 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale |
-| 1138 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://dev.to/aws-builders/how-well-architected-enables-junior-engineers-24j |
-| 1139 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/architecture/this-is-my-architecture |
-| 1140 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-1-compute-and-security |
-| 1141 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-2-data-and-replication |
-| 1142 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/architecture/lets-architect-architecting-microservices-with-containers |
-| 1143 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/de/blogs/mt/strategies-for-consolidating-aws-environments |
-| 1144 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/architecture/maintain-visibility-over-the-use-of-cloud-architecture-patterns |
-| 1145 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/pt/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account |
-| 1146 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/ministryofjustice/modernisation-platform/tree/main/architecture-decision-record |
-| 1147 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://docs.aws.amazon.com/wellarchitected/latest/framework/welcome.html |
-| 1148 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/well-architected-tool |
-| 1149 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://www.infoq.com/news/2023/04/aws-well-architected-framework |
-| 1150 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://bespoyasov.me/blog/clean-architecture-on-frontend |
-| 1151 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://awsfundamentals.com/blog/aws-organizations-the-key-to-managing-your-cloud-infrastructure-effectively |
-| 1152 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/architecture |
-| 1153 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | http://blogs.aws.amazon.com |
-| 1154 | 💎 ELITE | [DE FACTO STANDARD], [EMERGING] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/awslabs |
-| 1155 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | http://aws.amazon.com/es/quickstart |
-| 1156 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql |
-| 1157 | 💎 ELITE | [LEGACY] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/aws/aws-cost-explorer-update-access-to-ec2-usage-data |
-| 1158 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://wblinks.com/notes/aws-tips-i-wish-id-known-before-i-started |
-| 1159 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://thenewstack.io/avoid-the-5-most-common-amazon-web-services-misconfigurations-in-build-time |
-| 1160 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/architecture/use-templated-answers-to-perform-well-architected-reviews-at-scale |
-| 1161 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.cbui.dev/every-company-has-an-old-production-aws-account |
-| 1162 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.infoq.com/articles/event-driven-finding-seams |
-| 1163 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://thenewstack.io/the-rise-of-the-event-streaming-database |
-| 1164 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Data & Advanced Analytics | https://www.ibm.com/think/topics/cloud-native |
-| 1165 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://stackoverflow.blog/2020/03/16/how-event-driven-architecture-solves-modern-web-app-problems |
-| 1166 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.confluent.io/resources/white-paper/event-driven-microservices |
-| 1167 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.redhat.com/en/blog/event-driven-architecture-essentials |
-| 1168 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://engineering.atspotify.com/2016/2/spotifys-event-delivery-the-road-to-the-cloud-part-i |
-| 1169 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.infoq.com/articles/microservices-inside-out |
-| 1170 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://towardsdatascience.com/scalable-efficient-big-data-analytics-machine-learning-pipeline-architecture-on-cloud-4d59efc092b5 |
-| 1171 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/articles/2021/09/21/distributed-transaction-patterns-microservices-compared |
-| 1172 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://thenewstack.io/the-rise-of-event-driven-architecture |
-| 1173 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://thenewstack.io/streaming-data-and-the-modern-real-time-data-stack |
-| 1174 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://codeopinion.com/event-sourcing-vs-event-driven-architecture |
-| 1175 | 💎 ELITE | [EMERGING], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://thenewstack.io/the-path-to-getting-the-full-data-stack-on-kubernetes |
-| 1176 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://blog.bitsrc.io/why-microservices-should-use-event-sourcing-9755a54ebfb4 |
-| 1177 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://verraes.net/2019/05/ddd-msg-arch |
-| 1178 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://thenewstack.io/how-to-get-started-with-data-streaming |
-| 1179 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Data & Advanced Analytics | https://www.linkedin.com/pulse/how-move-from-wait-batch-processing-culture-get-now-tomsen-bukovec |
-| 1180 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://particular.net/blog/rpc-vs-messaging-which-is-faster |
-| 1181 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://activemq.apache.org |
-| 1182 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/07/31/choosing-the-right-asynchronous-messaging-infrastructure-for-the-job |
-| 1183 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.kai-waehner.de/blog/2022/01/28/when-to-use-apache-camel-vs-apache-kafka-for-etl-application-integration-event-streaming |
-| 1184 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://activemq.apache.org/components/classic |
-| 1185 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://artemis.apache.org/components/artemis |
-| 1186 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/apache/artemis |
-| 1187 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/articles/2021/06/30/implementing-apache-activemq-style-broker-meshes-apache-artemis |
-| 1188 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://itnext.io/k8s-prevent-queue-worker-pod-from-being-killed-during-deployment-4252ea7c13f6 |
-| 1189 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.rabbitmq.com/blog/2021/07/19/rabbitmq-streams-first-application |
-| 1190 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://geshan.com.np/blog/2021/07/rabbitmq-docker-nodejs |
-| 1191 | 💎 ELITE | [EMERGING], [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.salaboy.com/2022/01/29/event-driven-applications-with-cloudevents-on-kubernetes |
-| 1192 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Networking & Service Mesh | http://redis.io |
-| 1193 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://redis.io/docs/latest/develop |
-| 1194 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE], [LEGACY] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/articles/2021/05/17/integrating-systems-apache-camel-and-quarkus-red-hat-openshift |
-| 1195 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://camel.apache.org/camel-k/2.10.x |
-| 1196 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/05/12/six-reasons-to-love-camel-k |
-| 1197 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/05/19/extending-kafka-connectivity-with-apache-camel-kafka-connectors |
-| 1198 | 💎 ELITE | [EMERGING], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2021/04/02/design-event-driven-integrations-with-kamelets-and-camel-k |
-| 1199 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://thenewstack.io/camel-k-brings-apache-camel-to-kubernetes-for-event-driven-architectures |
-| 1200 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://github.com/osa-ora/camel-k-samples |
-| 1201 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://kubemq.io |
-| 1202 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://devops.com/implementing-message-queue-in-kubernetes |
-| 1203 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://kubemq.io/kafka-vs-kubemq |
-| 1204 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/kubemq-io/kubemq-community |
-| 1205 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://docs.cloud.google.com/pubsub/docs/overview |
-| 1206 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.kai-waehner.de/blog/2022/05/12/comparison-jms-api-message-broker-mq-vs-apache-kafka |
-| 1207 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.ibm.com/think/topics/ipaas |
-| 1208 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.redhat.com/en/products/application-foundations |
-| 1209 | 💎 ELITE | [COMMUNITY-TOOL], [LEGACY] | 🌟🌟🌟 | Data & Advanced Analytics | https://syndesis.io |
-| 1210 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/03/25/low-code-microservices-orchestration-with-syndesis |
-| 1211 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://debezium.io |
-| 1212 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2019/11/19/decoupling-microservices-with-apache-camel-and-debezium |
-| 1213 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/04/14/capture-database-changes-with-debezium-apache-kafka-connectors |
-| 1214 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/05/15/change-data-capture-for-microservices-without-writing-any-code |
-| 1215 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://debezium.io/blog/2020/02/25/lessons-learned-running-debezium-with-postgresql-on-rds |
-| 1216 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.crunchydata.com/blog/postgresql-change-data-capture-with-debezium |
-| 1217 | 💎 ELITE | [EMERGING], [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://noti.st/morsapaes/liQzgs/change-data-capture-with-flink-sql-and-debezium |
-| 1218 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://vladmihalcea.com/a-beginners-guide-to-cdc-change-data-capture |
-| 1219 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://shopify.engineering/capturing-every-change-shopify-sharded-monolith |
-| 1220 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2021/03/25/db2-and-oracle-connectors-coming-to-debezium-1-4-ga |
-| 1221 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://daily.dev/blog/building-a-fault-tolerant-event-driven-architecture-with-google-cloud-pulumi-and-debezium |
-| 1222 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://debezium.io/blog/2021/10/20/using-debezium-create-data-lake-with-apache-iceberg |
-| 1223 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/articles/2021/12/06/improve-your-kafka-connect-builds-debezium#build_a_debezium_kafka_connect_image_with_a_custom_resource |
-| 1224 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2019/12/16/getting-started-with-red-hat-integration-service-registry |
-| 1225 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/apicurio/apicurio-registry |
-| 1226 | 💎 ELITE | [LEGACY] | 🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/06/12/event-streaming-and-data-federation-a-citizen-integrators-story |
-| 1227 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.redhat.com/en/blog/schema-registry |
-| 1228 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://martinfowler.com/articles/data-mesh-principles.html |
-| 1229 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.infoq.com/news/2020/12/data-mesh-architecture |
-| 1230 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://martinfowler.com/articles/data-monolith-to-mesh.html |
-| 1231 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://towardsdatascience.com/data-domains-and-data-products-64cc9d28283e |
-| 1232 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://mrpaulandrew.com/2021/12/22/building-a-data-mesh-architecture-in-azure-part-2 |
-| 1233 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/manuzhang/awesome-streaming |
-| 1234 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://cloud.google.com/blog/products/data-analytics/create-templates-from-any-dataflow-pipeline |
-| 1235 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://thenewstack.io/part-1-the-evolution-of-data-pipeline-architecture |
-| 1236 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.redhat.com/en/blog/how-to-orchestrate-data-pipelines-with-applications-deployed-on-openshift |
-| 1237 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://kafka.apache.org |
-| 1238 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/02/14/using-secrets-in-apache-kafka-connect-configuration |
-| 1239 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://github.com/monksy/awesome-kafka/blob/master/tools.md |
-| 1240 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.morling.dev/blog/single-message-transforms-swiss-army-knife-of-kafka-connect |
-| 1241 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-platform-brings-kafka-closer-to-kubernetes |
-| 1242 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/tchiotludo/akhq |
-| 1243 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/07/02/build-a-simple-cloud-native-change-data-capture-pipeline |
-| 1244 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.confluent.io/fr-fr/blog/modernize-apps-and-infrastructure-with-anthos-confluent-kafka |
-| 1245 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.confluent.io/blog/devops-for-apache-kafka-with-kubernetes-and-gitops |
-| 1246 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/09/28/build-a-data-streaming-pipeline-using-kafka-streams-and-quarkus |
-| 1247 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.confluent.io/blog/build-deploy-scalable-machine-learning-production-apache-kafka |
-| 1248 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://softwareengineeringdaily.com/2020/12/16/kafka-applications-with-tim-berglund-repeat |
-| 1249 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.infoq.com/articles/database-audit-system-kafka |
-| 1250 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Data & Advanced Analytics | https://www.tecmint.com/install-apache-kafka-in-centos-rhel |
-| 1251 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://davidxiang.com/2021/01/10/kafka-as-a-database |
-| 1252 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://developer.confluent.io/what-is-apache-kafka |
-| 1253 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.confluent.io/blog/simplify-multiple-kafka-cluster-management-monitoring-using-confluent |
-| 1254 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.kai-waehner.de/blog/2021/03/10/apache-kafka-app-modernization-legacy-hybrid-cloud-native-architecture |
-| 1255 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.kai-waehner.de/blog/2021/03/15/apache-kafka-mqtt-sparkplug-iot-blog-series-part-1-of-5-overview-comparison |
-| 1256 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://developer.confluent.io/tutorials |
-| 1257 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Data & Advanced Analytics | https://developer.confluent.io/confluent-tutorials/count-messages/ksql |
-| 1258 | 💎 ELITE | [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://www.confluent.io/blog/latest-apache-kafka-release |
-| 1259 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://piotrminkowski.com/2021/03/31/knative-eventing-with-kafka-and-quarkus |
-| 1260 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.cloudera.com/blog.html |
-| 1261 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://thenewstack.io/beyond-the-quickstart-running-apache-kafka-as-a-service-on-kubernetes |
-| 1262 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.devclass.com/databases/2021/04/20/apache-kafka-280-previews-life-without-zookeeper/1627009 |
-| 1263 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.youtube.com/watch?v=9wu-j9gIlBY&list=PLa7VYi0yPIH1MB2n2w8pMZguffCDu2L4Y&index=8&ab_channel=Confluent |
-| 1264 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2021/05/04/event-driven-apis-and-schema-governance-for-apache-kafka-get-ready-for-kafka-summit-europe-2021 |
-| 1265 | 💎 ELITE | [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://developers.redhat.com/blog/2021/05/05/building-resilient-event-driven-architectures-with-apache-kafka |
-| 1266 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://innovation.ebayinc.com/stories/resiliency-and-disaster-recovery-with-kafka |
-| 1267 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://newrelic.com/blog/observability/effective-strategies-kafka-topic-partitioning |
-| 1268 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Data & Advanced Analytics | https://www.gentlydownthe.stream |
-| 1269 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://phoenixnap.com/kb/kafka-on-kubernetes |
-| 1270 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Data & Advanced Analytics | https://piotrminkowski.com/2021/06/14/knative-eventing-with-quarkus-kafka-and-camel |
-| 1271 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Data & Advanced Analytics | https://itnext.io/configuring-kafka-sources-and-sinks-in-kubernetes-271e3757b208 |
-| 1272 | 💎 ELITE | [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://strimzi.io/blog/2021/07/05/upgrade-improvements |
-| 1273 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/articles/2021/07/07/managing-api-life-cycle-event-driven-architecture-practical-approach |
-| 1274 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Data & Advanced Analytics | https://developers.redhat.com/articles/2021/07/16/how-secure-apache-kafka-schemas-red-hat-integration-service-registry-20 |
-| 1275 | 💎 ELITE | [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://grafana.com/blog/2021/07/26/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud |
-| 1276 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://www.confluent.io/blog/designing-an-elastic-apache-kafka-for-the-cloud |
-| 1277 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://developer.confluent.io |
-| 1278 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Data & Advanced Analytics | https://itnext.io/sending-messages-to-kafka-cfb5a246f5eb |
-| 1279 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/articles/2021/09/01/outbox-pattern-apache-kafka-and-debezium |
-| 1280 | 💎 ELITE | [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://towardsdatascience.com/overview-of-ui-tools-for-monitoring-and-management-of-apache-kafka-clusters-8c383f897e80 |
-| 1281 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://analyticsindiamag.com/how-uber-is-leveraging-apache-kafka-for-more-than-300-micro-services |
-| 1282 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Data & Advanced Analytics | https://itnext.io/securely-decoupling-applications-on-amazon-eks-using-kafka-with-sasl-scram-48c340e1ffe9 |
-| 1283 | 💎 ELITE | [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://www.datadoghq.com/blog/monitoring-kafka-performance-metrics |
-| 1284 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://slack.engineering/building-self-driving-kafka-clusters-using-open-source-components |
-| 1285 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://docs.conduktor.io/learn |
-| 1286 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.redhat.com/en/blog/apache-kafka-EDA-performance |
-| 1287 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Data & Advanced Analytics | https://dev.to/thegroo/running-kafka-on-kubernetes-for-local-development-2a54 |
-| 1288 | 💎 ELITE | [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://developers.redhat.com/articles/2022/03/10/which-better-single-kafka-cluster-rule-them-all-or-many# |
-| 1289 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.kai-waehner.de/blog/2022/01/04/when-not-to-use-apache-kafka |
-| 1290 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://learnkube.com/kafka-ha-kubernetes |
-| 1291 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://thenewstack.io/linkedin-layered-architecture-minimizes-kafka-scaling-issues |
-| 1292 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Data & Advanced Analytics | https://developers.redhat.com/articles/2022/09/27/end-end-field-level-encryption-apache-kafka-connect |
-| 1293 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.linkedin.com/pulse/kaka-cluster-setup-kubernetes-avinash-kumar-chandran |
-| 1294 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://engineering.grab.com/zero-trust-with-kafka |
-| 1295 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.freecodecamp.org/news/apache-kafka-handbook |
-| 1296 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://rogulski.it/blog/kafka-consumer-knative-fastapi |
-| 1297 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Data & Advanced Analytics | https://piotrminkowski.com/2023/04/30/concurrency-with-kafka-and-spring-boot |
-| 1298 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://thenewstack.io/kafka-on-kubernetes-should-you-adopt-a-managed-solution |
-| 1299 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Data & Advanced Analytics | https://thelinuxnotes.com/how-to-deploy-kafka-in-kubernetes-with-helm-chart-kafdrop-commander |
-| 1300 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/obsidiandynamics/kafdrop |
-| 1301 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/redpanda-data/console |
-| 1302 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://github.com/sngular/kloadgen |
-| 1303 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://dev.to/de_maric/learn-how-to-use-kafkacat-the-most-versatile-kafka-cli-client-1kb4 |
-| 1304 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/lensesio/fast-data-dev |
-| 1305 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/sauljabin/kaskade |
-| 1306 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://strimzi.io |
-| 1307 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/08/14/introduction-to-strimzi-apache-kafka-on-kubernetes-kubecon-europe-2020 |
-| 1308 | 💎 ELITE | [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://strimzi.io/blog/2020/10/15/producer-tuning |
-| 1309 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://strimzi.io/blog/2021/01/07/consumer-tuning |
-| 1310 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://pepy.tech/projects/strimzi-kafka-cli |
-| 1311 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://github.com/strimzi/kafka-kubernetes-config-provider |
-| 1312 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://strimzi.io/blog/2021/07/22/using-kubernetes-config-provider-to-load-data-from-secrets-and-config-maps |
-| 1313 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://strimzi.io/blog/2021/08/18/using-http-bridge-as-a-kubernetes-sidecar |
-| 1314 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://strimzi.io/blog/2020/08/05/using-open-policy-agent-with-strimzi-and-apache-kafka |
-| 1315 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://github.com/strimzi/strimzi-canary |
-| 1316 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.conduktor.io |
-| 1317 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://docs.aws.amazon.com/kinesis |
-| 1318 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.softkraft.co/aws-kinesis-vs-kafka-comparison |
-| 1319 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://mqtt.org |
-| 1320 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2021/04/16/deploying-the-mosquitto-mqtt-message-broker-on-red-hat-openshift-part-1 |
-| 1321 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://github.com/banzaicloud/koperator |
-| 1322 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.confluent.io |
-| 1323 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.mongodb.com/company/blog/technical/daa-s-with-mongo-db-and-confluent |
-| 1324 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://www.confluent.io/blog/latest-partner-ecosystem |
-| 1325 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.confluent.io/blog/monitor-kafka-clusters-with-prometheus-grafana-and-confluent |
-| 1326 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.redpanda.com |
-| 1327 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.redpanda.com/blog/bsl-source-available-license |
-| 1328 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://softwareengineeringdaily.com/2021/01/22/redpanda-kafka-alternative-with-alexander-gallego |
-| 1329 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.confluent.io/product/ksqldb |
-| 1330 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://docs.confluent.io/platform/current/streams/overview.html |
-| 1331 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://pulsar.apache.org |
-| 1332 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.kai-waehner.de/blog/2020/06/09/apache-kafka-versus-apache-pulsar-event-streaming-comparison-features-myths-explored |
-| 1333 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://flink.apache.org |
-| 1334 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://flink.apache.org/2021/02/10/native-k8s-with-ha.html |
-| 1335 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://devops.com/hazelcast-simplifies-streaming-for-extremely-fast-event-processing-in-iot-edge-and-cloud-environments |
-| 1336 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://dagster.io/blog/skip-kafka-use-postgres-message-queue |
-| 1337 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://camunda.com/platform/zeebe |
-| 1338 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.infoq.com/news/2019/05/kafka-zeebe-streams-workflows |
-| 1339 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.redhat.com/en/blog/monitoring-apache-airflow-using-prometheus |
-| 1340 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://towardsdatascience.com/apache-airflow-for-containerized-data-pipelines-4d7a3c385bd |
-| 1341 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://airflow.apache.org/docs/helm-chart |
-| 1342 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://www.youtube.com/watch?v=GDOw8ByzMyY&ab_channel=MarcLamberti |
-| 1343 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://dev.to/arunkc/get-started-with-apache-airflow-1218 |
-| 1344 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://towardsdatascience.com/apache-airflow-architecture-496b9cb28288 |
-| 1345 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://airflow.apache.org/docs/apache-airflow-providers-cncf-kubernetes/stable/operators.html |
-| 1346 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://airflow.apache.org/docs/apache-airflow/stable/howto/add-owner-links.html |
-| 1347 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.astronomer.io/docs/learn/dynamically-generating-dags |
-| 1348 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://github.com/couler-proj/couler |
-| 1349 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.redhat.com/en/technologies/jboss-middleware/amq |
-| 1350 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2017/10/05/jdbc-master-slave-persistence-setup-activemq-using-postgresql-database |
-| 1351 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/08/26/connecting-external-clients-to-red-hat-amq-broker-on-red-hat-openshift |
-| 1352 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2019/12/04/understanding-red-hat-amq-streams-components-for-openshift-and-kubernetes-part-1 |
-| 1353 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/04/01/set-up-red-hat-amq-streams-custom-certificates-on-openshift-update |
-| 1354 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://speakerdeck.com/mabulgu/apache-kafka-with-red-hat-amq-streams |
-| 1355 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Architectural Foundations | https://developers.redhat.com/blog/2020/08/04/http-based-kafka-messaging-with-red-hat-amq-streams |
-| 1356 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://blog.jromanmartin.io/2020/09/25/how-upgrade-strimzi-operator.html |
-| 1357 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://opendatahub.io |
-| 1358 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/05/07/open-data-hub-0-6-brings-component-updates-and-kubeflow-architecture |
-| 1359 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Data & Advanced Analytics | https://developers.redhat.com/blog/2020/06/22/a-development-roadmap-for-open-data-hub |
-| 1360 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.quandarycg.com/everything-you-need-to-know-about-integrations |
-| 1361 | 💎 ELITE | [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://blog.hubspot.com/marketing/ipaas-vendors |
-| 1362 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.rudderstack.com |
-| 1363 | 💎 ELITE | [DE FACTO STANDARD], [LEGACY] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | https://www.mulesoft.com |
-| 1364 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Data & Advanced Analytics | http://streamingsystems.net |
-| 1365 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://learnkube.com/kubernetes-long-lived-connections |
-| 1366 | 💎 ELITE | [COMMUNITY-TOOL] |  | Data & Advanced Analytics | https://adambien.blog/roller/abien/entry/kafka_jax_rs_microprofile_json |
-| 1367 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.cloudquery.io |
-| 1368 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.cloudquery.io/learning-center/cloud-asset-management |
-| 1369 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless |
-| 1370 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://www.youtube.com/watch?v=zQyrhjEAqLs |
-| 1371 | 💎 ELITE | [LEGACY] |  | Hardened Infrastructure | https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/ready/enterprise-scale/transition |
-| 1372 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://learn.microsoft.com/en-us/azure/architecture/landing-zones/subscription-vending |
-| 1373 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://steampipe.io |
-| 1374 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts |
-| 1375 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://thenewstack.io/bad-news-for-cloud-computing-openstack-use-plummets-and-discounts-dry-up |
-| 1376 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://martinfowler.com/articles/evodb.html |
-| 1377 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | http://www.liquibase.org |
-| 1378 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.percona.com/community-blog/2020/10/01/database-schema-management-via-liquibase |
-| 1379 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://piotrminkowski.com/2021/02/18/blue-green-deployment-with-a-database-on-kubernetes |
-| 1380 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://planetscale.com/docs/vitess/best-practices |
-| 1381 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/bytebase/bytebase |
-| 1382 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Networking & Service Mesh | https://cilium.io |
-| 1383 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md#firewall-ports-fire |
-| 1384 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.jeffgeerling.com/blog/2020/everyone-might-be-cluster-admin-your-kubernetes-cluster |
-| 1385 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.microsoft.com/security/blog/2020/04/02/attack-matrix-kubernetes |
-| 1386 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://codeburst.io/7-kubernetes-security-best-practices-you-must-follow-ae32f1ed6444 |
-| 1387 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/laying-the-groundwork-for-kubernetes-security-across-workloads-pods-and-users |
-| 1388 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://horovits.wordpress.com/2020/07/15/kubernetes-security-best-practices |
-| 1389 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://cloudnativenow.com/topics/cloudnativesecurity/how-to-secure-your-kubernetes-cluster |
-| 1390 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://kubernetes.io/blog/2020/11/18/cloud-native-security-for-your-clusters |
-| 1391 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://tldrsec.com/?404=%2Fguides%2Fkubernetes |
-| 1392 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://bishopfox.com/blog/kubernetes-pod-privilege-escalation |
-| 1393 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://resources.whitesourcesoftware.com/blog-whitesource/kubernetes-security |
-| 1394 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.sysdig.com/blog/kubernetes-audit-log-falco |
-| 1395 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/best-practices-for-securely-setting-up-a-kubernetes-cluster |
-| 1396 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/a-security-comparison-of-docker-cri-o-and-containerd |
-| 1397 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://github.com/stackrox/Kubernetes_Security_Specialist_Study_Guide |
-| 1398 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.youtube.com/watch?v=OOHmg1J_8ck&ab_channel=RedTeamVillage |
-| 1399 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.microsoft.com/security/blog/2021/03/23/secure-containerized-environments-with-updated-threat-matrix-for-kubernetes |
-| 1400 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://kyverno.io |
-| 1401 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/cilium/tetragon |
-| 1402 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://kyverno.io/policies |
-| 1403 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.cyberark.com/resources/threat-research-blog/attacking-kubernetes-clusters-through-your-network-plumbing-part-1?utm_sq=goa40uvlx1 |
-| 1404 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/defend-the-core-kubernetes-security-at-every-layer |
-| 1405 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://github.com/developer-guy/falco-analyze-audit-log-from-k3s-cluster |
-| 1406 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.helpnetsecurity.com/2021/05/04/security-kubernetes |
-| 1407 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://madhuakula.com/kubernetes-goat |
-| 1408 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://itnext.io/how-to-kubernetes-cluster-network-security-f19bc99161f5 |
-| 1409 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://gist.github.com/PatrLind/e651d3cbc3bf68e4bd9fcc9568cbd3fb |
-| 1410 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://snyk.io/blog/10-kubernetes-security-context-settings-you-should-understand |
-| 1411 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.redhat.com/en/blog/state-kubernetes-security |
-| 1412 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.fairwinds.com/blog/top-5-kubernetes-security-mistakes |
-| 1413 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.tigera.io/blog/kubernetes-security-policy-10-critical-best-practices |
-| 1414 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://empresas.blogthinkbig.com/descubierta-vulnerabilidad-kubernetes-permite-acceso-redes-restringidas-cve-2020-8562 |
-| 1415 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/kubernetes-an-examination-of-major-attacks |
-| 1416 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021 |
-| 1417 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.redhat.com/rhdc/managed-files/cl-state-kubernetes-security-report-ebook-f29117-202106-en.pdf |
-| 1418 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://kubernetes.io/docs/concepts/security |
-| 1419 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://developer.hashicorp.com/vault/tutorials/kubernetes-introduction/kubernetes-external-vault |
-| 1420 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | http://www.talkingquickly.co.uk/kubernetes-sso-a-detailed-guide |
-| 1421 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.armosec.io/blog/kubernetes-security-frameworks-and-guidance |
-| 1422 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/how-to-secure-kubernetes-the-os-of-the-cloud |
-| 1423 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.infoworld.com/article/2270825/the-race-to-secure-kubernetes-at-runtime.html |
-| 1424 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://goteleport.com/blog/kubernetes-api-access-security |
-| 1425 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.infoworld.com/article/2271333/securing-the-kubernetes-software-supply-chain.html |
-| 1426 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://blog.gitguardian.com/hardening-your-k8s-pt-2 |
-| 1427 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://blog.gitguardian.com/kubernetes-tutorial-part-1-pods |
-| 1428 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://blog.gitguardian.com/kubernetes-tutorial-part-2-network |
-| 1429 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://isovalent.com/blog/post/2021-11-container-escape |
-| 1430 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://mattermost.com/blog/the-top-7-open-source-tools-for-securing-your-kubernetes-cluster |
-| 1431 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.infoworld.com/article/2258136/10-steps-to-automating-security-in-kubernetes-pipelines.html |
-| 1432 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://developers.redhat.com/articles/2021/12/16/secure-your-kubernetes-deployments-ebpf |
-| 1433 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://xenitab.github.io/blog/2022/04/12/ephemeral-container-security |
-| 1434 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.armosec.io/blog/secure-kubernetes-deployment |
-| 1435 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu |
-| 1436 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://cast.ai/blog/kubernetes-security-10-best-practices |
-| 1437 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/key-basic-principles-to-secure-kubernetes-future |
-| 1438 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.copado.com/resources/blog/applying-a-zero-trust-infrastructure-in-kubernetes |
-| 1439 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://dev.to/pavanbelagatti/kubernetes-security-best-practices-for-developers-2b92 |
-| 1440 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://itnext.io/journey-of-a-microservice-application-in-the-kubernetes-world-6abd625c60fe |
-| 1441 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://tutorialboy24.blogspot.com/2022/09/a-detailed-talk-about-k8s-cluster.html |
-| 1442 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://itnext.io/performing-security-checks-for-deployed-kubernetes-manifests-fa9d442b7951 |
-| 1443 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://securitycafe.ro/2023/02/27/a-complete-kubernetes-config-review-methodology |
-| 1444 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://itnext.io/introduction-to-kubernetes-security-for-security-professionals-a61b424f7a2a |
-| 1445 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://dev.to/mattiasfjellstrom/kubernetes-101-security-concepts-2f4f |
-| 1446 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://blog.alexellis.io/what-if-your-pods-need-to-trust-self-signed-certificates |
-| 1447 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/securing-kubernetes-in-a-cloud-native-world |
-| 1448 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://collabnix.com/applying-devsecops-practices-to-kubernetes |
-| 1449 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://dev.to/thenjdevopsguy/securing-kubernetes-pods-for-production-workloads-51oh |
-| 1450 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://dev.to/thenjdevopsguy/the-4-cs-of-kubernetes-security-3i9e |
-| 1451 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/cloud-native-identity-and-access-management-in-kubernetes |
-| 1452 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://curity.io/resources/learn/oauth-overview |
-| 1453 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://curity.io/resources/learn/openid-connect-overview |
-| 1454 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://curity.io/resources/client-security |
-| 1455 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://dev.to/gabrielbiasi/automatic-sso-in-kubernetes-workloads-using-a-sidecar-container-3752 |
-| 1456 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://dev.to/aws-builders/best-practices-for-securing-kubernetes-deployments-1jg6 |
-| 1457 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/jetstack-secure-promises-to-ease-kubernetes-tls-security |
-| 1458 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://github.blog/security/application-security/how-exposed-is-your-code-find-out-in-minutes-for-free |
-| 1459 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://palark.com/blog/kubernetes-security-with-kube-bench-and-kube-hunter |
-| 1460 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://raesene.github.io/blog/2022/07/03/lets-talk-about-kubernetes-on-the-internet |
-| 1461 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/Shopify/kubeaudit |
-| 1462 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://kubernetes.io/docs/concepts/security/security-checklist |
-| 1463 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://itnext.io/kubernetes-owasp-top-10-centralised-policy-enforcement-9adc53438e22 |
-| 1464 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://owasp.org/www-project-kubernetes-top-ten |
-| 1465 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.sysdig.com/blog/top-owasp-kubernetes |
-| 1466 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://itnext.io/kubernetes-owasp-top-10-secrets-management-c996faa87b47 |
-| 1467 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://cyble.com/blog/exposed-kubernetes-clusters |
-| 1468 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/the-nsa-can-help-you-secure-your-kubernetes-clusters |
-| 1469 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://therecord.media/nsa-cisa-publish-kubernetes-hardening-guide |
-| 1470 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/kubescape/kubescape |
-| 1471 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.infoq.com/news/2021/09/kubescape |
-| 1472 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.infoq.com/news/2021/09/kubernetes-hardening-guidance |
-| 1473 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/nsa-on-how-to-harden-kubernetes |
-| 1474 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://blog.gitguardian.com/hardening-your-k8-pt-1 |
-| 1475 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://dev.to/gitguardian/kubernetes-hardening-tutorial-part-3-authn-authz-logging-auditing-3fec |
-| 1476 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.armosec.io/blog/nsa-cisa-kubernetes-hardening-guide |
-| 1477 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.ibm.com/think/topics/cis-benchmarks |
-| 1478 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://github.com/rancher/cis-operator |
-| 1479 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662 |
-| 1480 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://learnkube.com/authentication-kubernetes |
-| 1481 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://devopscube.com/kubernetes-api-access-service-account |
-| 1482 | 💎 ELITE | [LEGACY] | 🌟 | Hardened Infrastructure | https://github.com/dvob/k8s-s2s-auth |
-| 1483 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://mjarosie.github.io/dev/2021/09/15/iam-roles-for-kubernetes-service-accounts-deep-dive.html |
-| 1484 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity/index.html |
-| 1485 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://dev.to/stack-labs/store-your-kubernetes-secrets-in-git-thanks-to-kubeseal-hello-sealedsecret-2i6h |
-| 1486 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://itnext.io/effective-secrets-with-vault-and-kubernetes-9af5f5c04d06 |
-| 1487 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://kubernetes.io/docs/tasks/administer-cluster/encrypt-data |
-| 1488 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://x.com/originalavalamp |
-| 1489 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://enterprisersproject.com/article/2019/8/kubernetes-secrets-explained-plain-english |
-| 1490 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | http://millionvisit.blogspot.com/2021/07/kubernetes-for-developers-19-manage-app-credentials-using-Kubernetes-Secrets.html |
-| 1491 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.kubermatic.com/blog/keeping-the-state-of-apps-part-2-introduction-to-secrets |
-| 1492 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.macchaffee.com/blog/2022/k8s-secrets |
-| 1493 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.youtube.com/watch?v=SyRZe5YVCVk |
-| 1494 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.redhat.com/en/blog/a-guide-to-secrets-management-with-gitops-and-kubernetes |
-| 1495 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://itnext.io/vault-cluster-with-auto-unseal-on-kubernetes-8e469f9cdcfd |
-| 1496 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://piotrminkowski.com/2022/12/14/sealed-secrets-on-kubernetes-with-argocd-and-terraform |
-| 1497 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://dev.to/tutorialboy/a-detailed-talk-about-k8s-cluster-security-from-the-perspective-of-attackers-part-1-3mm5 |
-| 1498 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://cert-manager.io/docs |
-| 1499 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://rejupillai.com/index.php/2021/03/06/configure-tls-on-gke-ingress-for-free-with-lets-encrypt |
-| 1500 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.empowersurvivors.net |
-| 1501 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://github.com/cert-manager/approver-policy |
-| 1502 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://itnext.io/upgrade-cert-manager-for-your-production-deployment-without-downtime-ee5d32fabec8 |
-| 1503 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://dev.to/otomato_io/possible-paths-2hfc |
-| 1504 | 💎 ELITE | [LEGACY] | 🌟 | Hardened Infrastructure | https://github.com/gini/dexter |
-| 1505 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://geek-cookbook.funkypenguin.co.nz/recipes/kubernetes/oauth2-proxy |
-| 1506 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.infracloud.io/blogs/role-based-access-kubernetes |
-| 1507 | 💎 ELITE | [LEGACY] | 🌟🌟 | Hardened Infrastructure | https://github.com/appvia/krane |
-| 1508 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://rbac.dev |
-| 1509 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://github.com/clvx/k8s-rbac-model |
-| 1510 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.vcluster.com/blog/kubernetes-rbac-basics-and-advanced-patterns |
-| 1511 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://marcusnoble.co.uk/2022-01-20-restricting-cluster-admin-permissions |
-| 1512 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://anaisurl.com/kubernetes-rbac |
-| 1513 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/securing-access-to-kubernetes-environments-with-zero-trust |
-| 1514 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://learnkube.com/rbac-kubernetes |
-| 1515 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://dev.to/danielepolencic/binding-aws-iam-roles-to-kubernetes-service-account-for-on-prem-clusters-1icc |
-| 1516 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://dev.to/mstryoda/configure-rbac-in-kubernetes-like-a-boss-h67 |
-| 1517 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://raesene.github.io/blog/2022/08/14/auditing-rbac-redux |
-| 1518 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://goteleport.com/blog/kube-authn-methods |
-| 1519 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.youtube.com/watch?v=iE9Qb8dHqWI |
-| 1520 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.paralus.io |
-| 1521 | 💎 ELITE | [LEGACY] | 🌟 | Hardened Infrastructure | https://github.com/ondat/trousseau |
-| 1522 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://www.vcluster.com/blog/kubernetes-and-ldap-enterprise-authentication-for-kubernetes |
-| 1523 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://trstringer.com/kubernetes-validating-webhook |
-| 1524 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://github.com/box/kube-exec-controller |
-| 1525 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Networking & Service Mesh | https://techcommunity.microsoft.com/blog/azurenetworksecurityblog/building-a-ddos-response-plan/4372256 |
-| 1526 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://www.redhat.com/en/topics/containers/kubernetes-security |
-| 1527 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/6-kubernetes-security-best-practices |
-| 1528 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.armosec.io/blog/kubernetes-security-best-practices |
-| 1529 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://semaphore.io/blog/kubernetes-deployments |
-| 1530 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.dynatrace.com/news/engineering |
-| 1531 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://blog.frankel.ch/learning-auditing-kubernetes-manifests |
-| 1532 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.spectrocloud.com/blog/kubernetes-security-best-practices-5-easy-ways-to-cut-risk |
-| 1533 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-hero-with-identity-and-access-control-in-azure-kubernetes-service/4386350 |
-| 1534 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://learn.microsoft.com/en-us/entra/fundamentals/configure-security |
-| 1535 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://kubernetes.io/docs/reference/access-authn-authz/authentication |
-| 1536 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://kubernetes.io/docs/tasks/administer-cluster/access-cluster-api |
-| 1537 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://kubernetes.io/docs/tasks/access-application-cluster/access-cluster |
-| 1538 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://blog.christianposta.com/kubernetes/logging-into-a-kubernetes-cluster-with-kubectl |
-| 1539 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://learnkube.com/microservices-authentication-kubernetes |
-| 1540 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE], [LEGACY] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://goteleport.com/blog/kubernetes-sso-saml |
-| 1541 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://openid.net |
-| 1542 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://learnkube.com/kubernetes-custom-authentication |
-| 1543 | 💎 ELITE | [LEGACY] | 🌟 | Hardened Infrastructure | https://kubernetes.io/docs/concepts/security/pod-security-policy |
-| 1544 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟 | Hardened Infrastructure | https://www.suse.com/c/rancher_blog/enhancing-kubernetes-security-with-pod-security-policies-part-1 |
-| 1545 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Hardened Infrastructure | https://developer.squareup.com/blog/kubernetes-pod-security-policies |
-| 1546 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Hardened Infrastructure | https://itnext.io/implementing-a-restricted-first-pod-security-policyarchitecture-af4e906593b0 |
-| 1547 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://kind-brown-cfb734.netlify.app/post/2021-02/kubernetes-policy-comparison-opa-gatekeeper-vs-kyverno |
-| 1548 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/kubernetes-sigs/security-profiles-operator |
-| 1549 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://kubernetes.io/blog/2021/12/17/security-profiles-operator |
-| 1550 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://docs.aws.amazon.com/eks/latest/userguide/sec-group-reqs.html |
-| 1551 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/using-eni.html#AvailableIpPerENI |
-| 1552 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://docs.aws.amazon.com/eks/latest/userguide/cni-network-policy.html |
-| 1553 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://external-secrets.io |
-| 1554 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://hackerone.com/reports/1249583 |
-| 1555 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://kubernetes.io/docs/reference/issues-security/official-cve-feed |
-| 1556 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://kubernetes.io/blog/2022/09/12/k8s-cve-feed-alpha |
-| 1557 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://cloudnativenow.com/features/deploying-kubernetes-on-bare-metal |
-| 1558 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/kubernetes-on-bare-metal-vs-vms-its-not-just-performance |
-| 1559 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://cloudnativenow.com/features/when-kubernetes-as-a-service-doesnt-cut-it |
-| 1560 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.altoros.com/blog/404-page-doesnt-exist |
-| 1561 | 💎 ELITE | [DE FACTO STANDARD], [EMERGING] | 🌟🌟🌟🌟🌟 | The Container Stack | https://github.com/kubernetes/kops |
-| 1562 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://blog.ivnilv.com/posts/rotating-kops-etcd-certificates |
-| 1563 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://github.com/kubernetes/kubeadm |
-| 1564 | 💎 ELITE | [LEGACY] |  | The Container Stack | https://loves.cloud/setting-up-a-kubernetes-cluster-on-ubuntu-18-04 |
-| 1565 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://itnext.io/kubernetes-journey-up-and-running-out-of-the-cloud-how-to-setup-the-masters-using-kubeadm-9a496a14fbc1 |
-| 1566 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.padok.fr/en/blog/kubeadm-kubernetes-cluster |
-| 1567 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.mirantis.com/blog/how-install-kubernetes-kubeadm |
-| 1568 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://kosyfrances.com/kubernetes-cluster |
-| 1569 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://blog.radwell.codes/2021/05/provisioning-single-node-kubernetes-cluster-using-kubeadm-on-ubuntu-20-04 |
-| 1570 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/how-to-deploy-kubernetes-with-kubeadm-and-containerd |
-| 1571 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://github.com/geerlingguy/ansible-role-kubernetes |
-| 1572 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | The Container Stack | https://github.com/electrocucaracha/krd |
-| 1573 | 💎 ELITE | [LEGACY] | 🌟 | The Container Stack | https://github.com/kubeinit/kubeinit |
-| 1574 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.youtube.com/watch?v=9_6H7Ahsdm4&ab_channel=OpenShift |
-| 1575 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://github.com/kubernetes-sigs/kubespray |
-| 1576 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.redhat.com/en/blog/kubespray-deploy-kubernetes |
-| 1577 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://adamtheautomator.com/kubespray |
-| 1578 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | The Container Stack | https://github.com/bluxmit/alnoda-workspaces |
-| 1579 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://canonical.com/juju |
-| 1580 | 💎 ELITE | [LEGACY] | 🌟 | The Container Stack | https://github.com/weaveworks/wksctl |
-| 1581 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops |
-| 1582 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.infoq.com/news/2020/02/wksctl-kubernetes-gitops |
-| 1583 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://github.com/kelseyhightower/kubernetes-the-hard-way |
-| 1584 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://github.com/PhilippeChepy/exoscale-kubernetes-crio |
-| 1585 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure |
-| 1586 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://github.com/prabhatsharma/kubernetes-the-hard-way-aws |
-| 1587 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://engineering.linecorp.com/en/blog/building-large-kubernetes-clusters |
-| 1588 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://cluster-api.sigs.k8s.io |
-| 1589 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://itnext.io/multi-cloud-and-multi-cluster-declarative-kubernetes-cluster-creation-and-management-with-cluster-6df8efdc2a89 |
-| 1590 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | The Container Stack | https://github.com/kgamanji/cluster-api-helm-chart |
-| 1591 | 💎 ELITE | [LEGACY] |  | The Container Stack | https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/manage-thousands-of-clusters-with-gitops-and-the-cluster-api |
-| 1592 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/cluster-api-offers-a-way-to-manage-multiple-kubernetes-deployments |
-| 1593 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/provision-bare-metal-kubernetes-with-the-cluster-api |
-| 1594 | 💎 ELITE | [LEGACY] | 🌟 | The Container Stack | https://github.com/weaveworks/cluster-api-provider-existinginfra |
-| 1595 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://piotrminkowski.com/2021/12/03/create-kubernetes-clusters-with-cluster-api-and-argocd |
-| 1596 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://canonical.com/microk8s |
-| 1597 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | The Container Stack | https://github.com/didier-durand/microk8s-kata-containers |
-| 1598 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | The Container Stack | https://github.com/didier-durand/microk8s-kube-bench |
-| 1599 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/deploy-microk8s-and-the-kubernetes-dashboard-for-k8s-development |
-| 1600 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/deploy-a-kubernetes-cluster-on-ubuntu-server-with-microk8s |
-| 1601 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | The Container Stack | https://github.com/darxkies/k8s-tew |
-| 1602 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://github.com/zarf-dev/zarf |
-| 1603 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://www.pluralsight.com/resources/blog/cloud/which-kubernetes-distribution-is-right-for-you |
-| 1604 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://www.infoworld.com/article/2266054/6-kubernetes-distributions-leading-the-container-revolution.html |
-| 1605 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | The Container Stack | https://okd.io |
-| 1606 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Architectural Foundations | https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget |
-| 1607 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745 |
-| 1608 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟 | The Container Stack | https://github.com/weaveworks/weave |
-| 1609 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://ubuntu.com/kubernetes/charmed-k8s |
-| 1610 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes |
-| 1611 | 💎 ELITE | [LEGACY] |  | The Container Stack | https://blogs.vmware.com/vsphere/2019/08/introducing-project-pacific.html |
-| 1612 | 💎 ELITE | [ENTERPRISE-STABLE] |  | The Container Stack | https://www.vmware.com/products/cloud-infrastructure/vsphere |
-| 1613 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://cormachogan.com/2020/04/01/a-first-look-at-vsphere-with-kubernetes-in-action |
-| 1614 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://cormachogan.com/2020/04/07/building-a-tkg-guest-cluster-in-vsphere-with-kubernetes |
-| 1615 | 💎 ELITE | [ENTERPRISE-STABLE] |  | The Container Stack | https://blogs.vmware.com/networkvirtualization/2020/03/vmware-tanzu-service-mesh-built-on-vmware-nsx-is-now-available.html |
-| 1616 | 💎 ELITE | [ENTERPRISE-STABLE] |  | The Container Stack | https://tanzu.vmware.com/content/blog/vmware-tanzu-sql-mysql-at-scale-kubernetes |
-| 1617 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://labs.hol.vmware.com/HOL |
-| 1618 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟 | The Container Stack | https://github.com/vmware-archive/octant |
-| 1619 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://www.zdnet.com/article/vmware-brings-tanzu-application-platform-into-ga-to-ease-kubernetes-adoption |
-| 1620 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://dev.to/saintdle/deploying-nvidia-gpu-enabled-tanzu-kubernetes-clusters-40ma |
-| 1621 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.vmware.com/products/app-platform/tanzu |
-| 1622 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://kube.academy/pro |
-| 1623 | 💎 ELITE | [LEGACY] |  | The Container Stack | https://blog.purestorage.com/stateful-kubernetes-pure-service-orchestrator-kontena-pharos |
-| 1624 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://k0sproject.io |
-| 1625 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] |  | The Container Stack | https://www.infoq.com/news/2020/12/k0s-kubernetes-distribution |
-| 1626 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://github.com/k0sproject/k0s |
-| 1627 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | The Container Stack | https://github.com/xiaods/k8e |
-| 1628 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://github.com/poseidon/typhoon |
-| 1629 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://kurl.sh |
-| 1630 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://github.com/kubernetes/minikube |
-| 1631 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://murchie85.github.io/Kubernetes.html |
-| 1632 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://github.com/kubernetes-sigs/kind |
-| 1633 | 💎 ELITE | [LEGACY] | 🌟 | The Container Stack | https://github.com/ManagedKube/kubernetes-development-environment-in-a-box |
-| 1634 | 💎 ELITE | [ENTERPRISE-STABLE] |  | The Container Stack | https://docs.docker.com/desktop/setup/install/windows-install |
-| 1635 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://itnext.io/run-kubernetes-on-your-machine-7ee463af21a2 |
-| 1636 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://www.theodo.com/en-fr/blog/kubernetes-technologies-kubeadm-vs-minikube-kind-and-k3s |
-| 1637 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://website.vcluster.com/blog/kubernetes-development-environments-a-comparison |
-| 1638 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://opensource.com/article/20/11/run-kubernetes-locally |
-| 1639 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://itnext.io/kubernetes-local-playground-alternatives-e1a590632b9f |
-| 1640 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://blog.radwell.codes/2021/05/best-kubernetes-distribution-for-local-environments |
-| 1641 | 💎 ELITE | [LEGACY] | 🌟 | The Container Stack | https://github.com/shank-git/metal-kubes |
-| 1642 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://palark.com/blog/small-local-kubernetes-comparison |
-| 1643 | 💎 ELITE | [LEGACY] | 🌟 | The Container Stack | https://github.com/dj-wasabi/vagrant-kubernetes |
-| 1644 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://itnext.io/software-development-in-containers-a-cookbook-2ba14d07e535 |
-| 1645 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://github.com/kubevious/kubevious |
-| 1646 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://tilt.dev |
-| 1647 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://microcks.io |
-| 1648 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://microcks.io/blog/podman-compose-support |
-| 1649 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://www.vcluster.com/blog/checklist-for-kubernetes-based-development |
-| 1650 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://www.vcluster.com/blog/skaffold-vs-tilt-vs-devspace |
-| 1651 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://www.dynatrace.com/solutions/observability-for-developers |
-| 1652 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.okteto.com/blog/kubernetes-basics |
-| 1653 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://itnext.io/kubernetes-in-a-box-7a146ba9f681 |
-| 1654 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.infracloud.io/blogs/skaffold-usecases |
-| 1655 | 💎 ELITE | [LEGACY] |  | The Container Stack | https://testingclouds.wordpress.com/2021/03/09/migrating-from-docker-compose-to-skaffold |
-| 1656 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://dev.to/otomato_io/local-kubernetes-development-with-skaffold-i0k |
-| 1657 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://www.devspace.sh |
-| 1658 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/devspace-designed-to-lower-the-kubernetes-learning-curve |
-| 1659 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://telepresence.io |
-| 1660 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/cloud-native-debugging-challenges-from-local-to-remocal |
-| 1661 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://dev.to/dsudia/how-to-integrate-docker-jetbrains-into-telepresence-31op |
-| 1662 | 💎 ELITE | [LEGACY] |  | The Container Stack | https://learn.microsoft.com/en-us/previous-versions/visualstudio/bridge |
-| 1663 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://static.sched.com/hosted_files/kccncna20/02/A%20Walk%20Through%20the%20Kubernetes%20UI%20Landscape%20%28KubeCon%20Talk%202020%29.pdf |
-| 1664 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.vcluster.com/blog/kubernetes-dashboards-headlamp |
-| 1665 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://blog.tekspace.io/deploying-kubernetes-dashboard-in-k3s-cluster |
-| 1666 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.hackerxone.com/2021/07/10/how-install-kubernetes-dashboard-nodeport-linux |
-| 1667 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.vcluster.com/blog/kubernetes-monitoring-dashboards-5-best-open-source-tools |
-| 1668 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/who-needs-a-dashboard-why-the-kubernetes-command-line-is-not-enough |
-| 1669 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://kui.tools |
-| 1670 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://palark.com/blog/kui-hybrid-cli-gui-for-kubernetes |
-| 1671 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://blog.aquasec.com/kubernetes-ui-tools-security-threat |
-| 1672 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://rigorousthemes.com/blog/best-kubernetes-dashboard-alternatives |
-| 1673 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://palark.com/blog/kubenav-managing-kubernetes-from-smartphone |
-| 1674 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://github.com/openshift/console |
-| 1675 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://getseabird.github.io |
-| 1676 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://github.com/cyclops-ui/cyclops |
-| 1677 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | The Container Stack | https://k8z.dev |
-| 1678 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://github.com/unxsist/jet-pilot |
-| 1679 | 💎 ELITE | [LEGACY] |  | Architectural Foundations | https://octant.dev |
-| 1680 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.linode.com/docs/guides/using-octant-with-kubernetes-a-tutorial |
-| 1681 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://github.com/marketplace?query=publisher%3Aokteto&type=actions |
-| 1682 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://palark.com/blog/okteto-cloud-for-local-development-in-kubernetes |
-| 1683 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://github.com/K8Studio/K8studio |
-| 1684 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://docs.monokle.io |
-| 1685 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://k8studio.io/blogs/k8studio-vs-lens-kubernetes-ide |
-| 1686 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://lenshq.io |
-| 1687 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://github.com/nevalla/lens-resource-map-extension |
-| 1688 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://github.com/kubenav/kubenav |
-| 1689 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://aptakube.com |
-| 1690 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/cloud-manager-a-new-multicloud-paas-platform-built-on-kubernetes |
-| 1691 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | The Container Stack | https://github.com/vivekagate/yakiapp |
-| 1692 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://v8.dev |
-| 1693 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://dev.to/shreyazz/javascript-objects-57ob |
-| 1694 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://dev.to/insha/javascript-array-and-its-methods-432k |
-| 1695 | 💎 ELITE | [LEGACY] |  | Developer Ecosystem | https://dev.to/thecoollearner/getting-started-with-javascript-modules-2mkg |
-| 1696 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://dev.to/lizardkinglk/username-validator-1n8g |
-| 1697 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Developer Ecosystem | https://www.freecodecamp.org/news/http-full-course |
-| 1698 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Developer Ecosystem | https://dev.to/novu/how-to-add-in-app-notifications-to-any-web-app-1b4n |
-| 1699 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Developer Ecosystem | https://www.freecodecamp.org/news/web-storage-api-how-to-store-data-on-the-browser |
-| 1700 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://usehooks.com |
-| 1701 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Developer Ecosystem | https://mockuper.net |
-| 1702 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Developer Ecosystem | https://cssnectar.com |
-| 1703 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://bgjar.com |
-| 1704 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://npkill.js.org |
-| 1705 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://nodejs.org/en |
-| 1706 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/nodejs/node |
-| 1707 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://developers.redhat.com/articles/2021/08/26/introduction-nodejs-reference-architecture-part-5-building-good-containers#what_base_images_to_start_with_ |
-| 1708 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Developer Ecosystem | https://dev.to/o1lab/how-to-build-7-000-rest-apis-within-2-mins-node-js-mysql-470b |
-| 1709 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://github.blog/news-insights/company-news/npm-has-joined-github |
-| 1710 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/mithi/react-philosophies |
-| 1711 | 💎 ELITE | [CASE STUDY], [EMERGING] | 🌟🌟🌟 | Hardened Infrastructure | https://www.redhat.com/en/blog/channel/open-source-communities?intcmp=7015Y000003t7aWQAQ |
-| 1712 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | AI and Artificial Intelligence | https://www.genbeta.com/a-fondo/era-inteligencia-artificial-microsoft-nuevo-google |
-| 1713 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟 | AI and Artificial Intelligence | https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162 |
-| 1714 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://thenewstack.io/using-chatgpt-for-questions-specific-to-your-company-data |
-| 1715 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | AI and Artificial Intelligence | https://thenewstack.io/developers-put-ai-bots-to-the-test-of-writing-code |
-| 1716 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | AI and Artificial Intelligence | https://www.aihr.com/blog/chatgpt-prompts-for-hr |
-| 1717 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/robusta-dev/chatgpt-yaml-generator |
-| 1718 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://allendowney.github.io/ThinkPython |
-| 1719 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga |
-| 1720 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/robusta-dev/kubernetes-chatgpt-bot |
-| 1721 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://itnext.io/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de9b65 |
-| 1722 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | AI and Artificial Intelligence | https://numerous.ai |
-| 1723 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | AI and Artificial Intelligence | https://chatgpt.com/g/g-6eSNNNvsB-kubernetes-terraformer |
-| 1724 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://maven.apache.org |
-| 1725 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/apache/maven-mvnd |
-| 1726 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Developer Ecosystem | https://x.com/ASFMavenProject |
-| 1727 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Developer Ecosystem | https://x.com/ASFMavenRelease |
-| 1728 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Developer Ecosystem | https://howtodoinjava.com/maven |
-| 1729 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://maarten.mulders.it/2020/11/whats-new-in-maven-4 |
-| 1730 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://dev.to/khmarbaise/maven-plugin-configuration-the-unknown-tiny-details-1emm |
-| 1731 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://www.ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder |
-| 1732 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Developer Ecosystem | https://blog.testproject.io/2021/06/28/getting-started-with-maven-part-1 |
-| 1733 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://phauer.com/2018/moving-back-from-gradle-to-maven |
-| 1734 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Developer Ecosystem | https://rieckpil.de/maven-setup-for-testing-java-applications |
-| 1735 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Developer Ecosystem | https://www.vogella.com/tutorials/ApacheMaven/article.html |
-| 1736 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | http://maven.apache.org/guides/introduction/introduction-to-the-standard-directory-layout.html |
-| 1737 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Developer Ecosystem | http://www.programmersought.com/article/1858176023 |
-| 1738 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://maven.apache.org/shared/maven-dependency-analyzer/index.html |
-| 1739 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://code.visualstudio.com/docs/java/java-project |
-| 1740 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://www.jetbrains.com/help/idea/maven-support.html |
-| 1741 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Developer Ecosystem | https://howtodoinjava.com/maven/maven-java-project-with-intellij-idea |
-| 1742 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Developer Ecosystem | https://maven.apache.org/plugins/maven-changelog-plugin |
-| 1743 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://maven.apache.org/plugins/maven-checkstyle-plugin |
-| 1744 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://maven.apache.org/plugins/maven-javadoc-plugin |
-| 1745 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://maven.apache.org/surefire/maven-surefire-report-plugin |
-| 1746 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://github.com/fabric8io/docker-maven-plugin |
-| 1747 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Developer Ecosystem | https://developers.redhat.com/blog/2020/06/02/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift |
-| 1748 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://eclipse.dev/jkube |
-| 1749 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://github.com/eclipse-jkube/jkube |
-| 1750 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | The Container Stack | https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0 |
-| 1751 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://developers.redhat.com/blog/2020/09/09/cloud-native-java-applications-made-easy-eclipse-jkube-1-0-0-now-available |
-| 1752 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube |
-| 1753 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://eclipse.dev/jkube/docs/migration-guide |
-| 1754 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation |
-| 1755 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://blog.marcnuri.com/eclipse-jkube-introduction-kubernetes-openshift |
-| 1756 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Developer Ecosystem | https://blog.marcnuri.com/eclipse-jkube-1-4-0 |
-| 1757 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://gradle.org |
-| 1758 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | Developer Ecosystem | https://docs.gradle.org/current/userguide/getting_started.html |
-| 1759 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Developer Ecosystem | https://develosapiens.wordpress.com/2015/05/08/playing-with-gradle |
-| 1760 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://sdkman.io |
-| 1761 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://e.printstacktrace.blog/using-jenkins-pipeline-parallel-stages-to-build-maven-project-with-different-jdks |
-| 1762 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://e.printstacktrace.blog/using-sdkman-as-a-docker-image-for-jenkins-pipeline-a-step-by-step-guide |
-| 1763 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://jitpack.io |
-| 1764 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Developer Ecosystem | https://www.jbang.dev |
-| 1765 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://www.sonarsource.com/products/sonarqube |
-| 1766 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://thenewstack.io/how-to-install-the-sonarqube-security-analysis-platform |
-| 1767 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://thenewstack.io/how-to-analyze-code-and-find-vulnerabilities-with-sonarqube |
-| 1768 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://itnext.io/sonarqube-running-tests-from-jenkins-pipeline-from-docker-7740702b6f42 |
-| 1769 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://artifacthub.io/packages/helm/oteemo/sonarqube |
-| 1770 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://www.youtube.com/watch?v=_cT-kkvw3NQ |
-| 1771 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://github.com/GoogleCloudPlatform/click-to-deploy/tree/master/k8s/sonarqube |
-| 1772 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/overview |
-| 1773 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://quickref.me/index.html |
-| 1774 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/awesome-foss/awesome-sysadmin |
-| 1775 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://devopscube.com/vagrant-tutorial-beginners |
-| 1776 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://devops.com/11-open-source-devops-tools-we-love-for-2021 |
-| 1777 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.youtube.com/channel/UCoOq-DtESvayx5yJE5H6-qQ/playlists |
-| 1778 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://thenewstack.io/devops-is-fed-by-a-tools-culture-loop |
-| 1779 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.gitkraken.com/reports/devops-report-2020 |
-| 1780 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://raygun.com/blog/best-devops-tools |
-| 1781 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://hackr.io/blog/top-devops-tools |
-| 1782 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html |
-| 1783 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://www.techradar.com/best/best-devops-tools |
-| 1784 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://reviewnprep.com/blog/devops-tool-comparison-docker-vs-kubernetes-vs-ansible |
-| 1785 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://cloudtweaks.com/2019/05/devops-secure-and-scalable-ci-cd-pipeline-with-aws |
-| 1786 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Developer Ecosystem | https://asdf-vm.com |
-| 1787 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://clarusway.com/top-21-devops-tools |
-| 1788 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/mxschmitt/action-tmate |
-| 1789 | 💎 ELITE | [LEGACY] |  | Architectural Foundations | https://www.zdnet.com/article/puppet-introduces-beta-of-cloud-native-event-driven-devops-program-relay/#ftag=RSSbaffb68 |
-| 1790 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://github.com/kbterm/kubeterm |
-| 1791 | 💎 ELITE | [EMERGING], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://kiro.dev |
-| 1792 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/frectonz/sql-studio |
-| 1793 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://canine.sh |
-| 1794 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/microsoft/azure-devops-mcp |
-| 1795 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://github.com/GhostWriters/DockSTARTer |
-| 1796 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/devtron-labs/devtron |
-| 1797 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://codegiant.io/home |
-| 1798 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://github.com/AdminTurnedDevOps/CapabilityPE |
-| 1799 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | https://github.com/IvanJosipovic/KubeUI |
-| 1800 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.pmease.com |
-| 1801 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://github.com/openshift/jenkins |
-| 1802 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://opensource.com/article/18/4/running-jenkins-builds-containers |
-| 1803 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.redhat.com/en/blog/deploying-jenkins-on-openshift-part-1 |
-| 1804 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://cloudowski.com/articles/jenkins-on-openshift |
-| 1805 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers |
-| 1806 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.redhat.com/en/blog/improving-jenkins-performance-on-openshift-part-2 |
-| 1807 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.slideshare.net/mozillabros/openshift-container-platform-cicd-build-deploy |
-| 1808 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://developers.redhat.com/blog/2018/09/26/source-versus-binary-s2i-workflows-with-red-hat-openshift-application-runtimes |
-| 1809 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean |
-| 1810 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://github.com/siamaksade/jenkins-blueocean |
-| 1811 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://developers.redhat.com/blog/2020/02/13/openshift-actions-deploy-to-red-hat-openshift-directly-from-your-github-repository |
-| 1812 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.redhat.com/en/blog/deploying-openshift-applications-multiple-datacenters |
-| 1813 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://github.com/redhat-developer/odo |
-| 1814 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://developers.redhat.com/blog/2020/06/16/enterprise-kubernetes-development-with-odo-the-cli-tool-for-developers |
-| 1815 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://developers.redhat.com/blog/2020/10/06/kubernetes-integration-and-more-in-odo-2-0 |
-| 1816 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://piotrminkowski.com/2021/02/05/java-development-on-openshift-with-odo |
-| 1817 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://developers.redhat.com/blog/2021/02/12/developing-your-own-custom-devfiles-for-odo-2-0 |
-| 1818 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.redhat.com/en/blog/using-openshift-pipelines-to-automate-red-hat-advanced-cluster-security-for-kubernetes |
-| 1819 | 💎 ELITE | [LEGACY] |  | The Container Stack | https://fabric8.io |
-| 1820 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://developers.redhat.com/blog/2020/05/20/getting-started-with-the-fabric8-kubernetes-java-client |
-| 1821 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | http://fabric8.io/guide/cdelivery.html |
-| 1822 | 💎 ELITE | [LEGACY] | 🌟🌟 | Engineering Pipeline | https://github.com/fabric8io/fabric8-pipeline-library |
-| 1823 | 💎 ELITE | [LEGACY] |  | Engineering Pipeline | https://www.slideshare.net/slideshow/cicd-with-openshift-and-jenkins/57944430 |
-| 1824 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline |
-| 1825 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin |
-| 1826 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://www.jenkins.io/doc/book/pipeline/syntax |
-| 1827 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Engineering Pipeline | https://github.com/redhat-cop/container-pipelines |
-| 1828 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://github.com/redhat-cop/pipeline-library |
-| 1829 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://developers.redhat.com/blog/2019/05/02/get-started-with-jenkins-ci-cd-in-red-hat-openshift-4 |
-| 1830 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.redhat.com/en/blog/jenkins-pipelines |
-| 1831 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.redhat.com/en/blog/cloud-native-ci-cd-with-openshift-pipelines |
-| 1832 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://github.com/openshift/pipelines-tutorial |
-| 1833 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Engineering Pipeline | https://github.com/csantanapr/faststart2020-pipelines-lab |
-| 1834 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://developers.redhat.com/blog/2020/04/27/modern-web-applications-on-openshift-part-4-openshift-pipelines |
-| 1835 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://www.redhat.com/en/blog/openshift-pipelines-advanced-triggers-part-1-triggering-different-project-builds-in-the-same-repository |
-| 1836 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://www.anthropic.com/news/model-context-protocol |
-| 1837 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://modelcontextprotocol.io/docs/getting-started/intro |
-| 1838 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://cloud.google.com/blog/topics/developers-practitioners/level-up-your-agents-announcing-googles-official-skills-repository |
-| 1839 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/Skyvern-ai/Skyvern |
-| 1840 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://devblogs.microsoft.com/azure-sdk/announcing-azure-mcp-server-2-0-stable-release |
-| 1841 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://www.mcpbundles.com |
-| 1842 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/modelcontextprotocol/servers |
-| 1843 | 💎 ELITE | [COMMUNITY-TOOL] |  | AI and Artificial Intelligence | https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-managed-mcp-for-gemini |
-| 1844 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/ray-project/kuberay |
-| 1845 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/vllm-project/vllm |
-| 1846 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/NVIDIA/gpu-operator |
-| 1847 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | AI and Artificial Intelligence | https://github.com/mudler/LocalAI |
-| 1848 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://aws.amazon.com/devops |
-| 1849 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/devops |
-| 1850 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/es/codepipeline/product-integrations |
-| 1851 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/solutions |
-| 1852 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://k21academy.com/aws-cloud/aws-devops-vs-azure-devops/?utm_source=linkedin&utm_medium=referral&utm_campaign=awsdevops17_dec20_aws_cloud_computing_for_interested_parties__users |
-| 1853 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.infoq.com/news/2021/01/aws-devops-guru |
-| 1854 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/devops/multi-branch-pipeline-management-and-infrastructure-deployment-using-aws-cdk-pipelines |
-| 1855 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/devops/aws-codepipeline-adds-support-for-branch-based-development-and-monorepos |
-| 1856 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/devops/tag/continuous-deployment |
-| 1857 | 💎 ELITE | [LEGACY] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/blogs/devops/setting-up-the-jenkins-plugin-for-aws-codedeploy |
-| 1858 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://adamtheautomator.com/aws-codedeploy |
-| 1859 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://admiralty.io |
-| 1860 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://thenewstack.io/making-kubernetes-serverless-and-global-with-aws-fargate-on-eks-and-admiralty |
-| 1861 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://admiralty.io/docs/tutorials/fargate |
-| 1862 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue#about-kueue |
-| 1863 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.opensourceforu.com/2021/12/kubernetes-adoption-widespread-for-big-data-survey/?amp |
-| 1864 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://itnext.io/migrating-apache-spark-workloads-from-aws-emr-to-kubernetes-463742b49fda |
-| 1865 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.datamechanics.co |
-| 1866 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.redhat.com/en/blog/getting-started-running-spark-workloads-on-openshift |
-| 1867 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://hevodata.com/learn/spark-data-pipeline |
-| 1868 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://coderstan.com/2022/07/15/spark-on-kubernetes-launching-millions-of-spark-executors |
-| 1869 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.flexera.com/products/flexera-one/container-optimization |
-| 1870 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | The Container Stack | https://aprenderbigdata.com/databricks |
-| 1871 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://docs.databricks.com/aws/en/structured-streaming/production |
-| 1872 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟🌟🌟 | The Container Stack | https://github.com/databrickslabs/ucx |
-| 1873 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://grow.google/grow-your-career/articles/interview-tips |
-| 1874 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Career & Industry | https://github.com/moabukar/tech-vault |
-| 1875 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://www.interviewbit.com/ansible-interview-questions |
-| 1876 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://www.interviewbit.com/terraform-interview-questions |
-| 1877 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://www.simplilearn.com/terraform-interview-questions-and-answers-article |
-| 1878 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://www.fosstechnix.com/terraform-cloud-interview-questions-and-answer |
-| 1879 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://intellipaat.com/blog/interview-question/amazon-aws-interview-questions |
-| 1880 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://www.interviewbit.com/aws-interview-questions |
-| 1881 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://www.gcreddy.com/2022/02/sql-interview-questions-and-answers.html |
-| 1882 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://artoftesting.com/sql-queries-for-interview |
-| 1883 | 💎 ELITE | [GUIDE], [LEGACY] |  | Career & Industry | https://automationreinvented.blogspot.com/2020/11/top-30-api-testing-interview-questions.html |
-| 1884 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationqahub.com/latest-api-testing-interview-questions-and-answers |
-| 1885 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationreinvented.blogspot.com/2020/10/top-11-kubernetes-interview-questions.html |
-| 1886 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://www.learnsteps.com/devops-interview-questions-how-will-you-scale-your-current-ci-cd-pipeline |
-| 1887 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://intellipaat.com/blog/interview-question/devops-interview-questions |
-| 1888 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://www.learnsteps.com/devops-interview-questions-what-do-you-know-about-proc-filesystem-in-linux |
-| 1889 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Platform & Site Reliability | https://www.learnsteps.com/devops-interview-questions-how-will-you-design-your-cloud-vpc-and-subnets |
-| 1890 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationqahub.com/latest-selenium-interview-questions-and-answers |
-| 1891 | 💎 ELITE | [GUIDE], [LEGACY] |  | Career & Industry | https://automationreinvented.blogspot.com/2020/06/top-30-interview-questions-on.html |
-| 1892 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://intellipaat.com/blog/interview-question/mysql-interview-questions |
-| 1893 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://intellipaat.com/blog/interview-question/git-interview-questions-answers |
-| 1894 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationreinvented.blogspot.com/2021/05/top-git-interview-question-set-03-for.html |
-| 1895 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationreinvented.blogspot.com/2021/09/top-40-git-interview-questions-and.html |
-| 1896 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://automationqahub.com/mastering-git-your-ultimate-git-cheat-sheet-for-quick-reference |
-| 1897 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://www.java67.com/2021/02/microservices-interview-questions-answers-java-spring.html |
-| 1898 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://www.java-success.com/writing-low-latency-applications-in-java |
-| 1899 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://www.java-success.com/java-garbage-collection-interview-questions-and-answers |
-| 1900 | 💎 ELITE | [GUIDE], [LEGACY] |  | Career & Industry | https://www.javaguides.net/2018/10/java-main-method-interview-questions-with-answers.html |
-| 1901 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://intellipaat.com/blog/interview-question/jenkins-interview-questions-answers |
-| 1902 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationreinvented.blogspot.com/2021/09/top-10-jenkins-interview-question-for.html |
-| 1903 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationreinvented.blogspot.com/2021/12/top-20-jenkins-interview-questions-and.html |
-| 1904 | 💎 ELITE | [GUIDE], [LEGACY] |  | Career & Industry | https://linux.amitmaheshwari.in/2019/11/kubernetes-interview-questions-and.html |
-| 1905 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://intellipaat.com/blog/interview-question/kubernetes-interview-questions-answers |
-| 1906 | 💎 ELITE | [GUIDE], [LEGACY] |  | Career & Industry | https://automationreinvented.blogspot.com/2020/09/top-11-kubernetes-interview-question.html |
-| 1907 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://ymmt2005.hatenablog.com/entry/k8s-things |
-| 1908 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationreinvented.blogspot.com/search/label/Kubernetes?m=1 |
-| 1909 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://jakubstransky.com/2021/11/05/4-devs-kubernetes-interview-question-made-easy |
-| 1910 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationreinvented.blogspot.com/2020/11/top-interview-question-on-kubernetes.html |
-| 1911 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://javarevisited.blogspot.com/2022/03/top-20-apache-kafka-interview-questions.html |
-| 1912 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://age-of-product.com/42-scrum-product-owner-interview-questions |
-| 1913 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationqahub.com/latest-rest-assured-interview-questions |
-| 1914 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationqahub.com/popular-software-testing-interview-questions |
-| 1915 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationreinvented.blogspot.com/2021/03/top-40-api-testing-interview-question.html |
-| 1916 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationreinvented.blogspot.com/2021/01/top-60-interview-questions-on.html |
-| 1917 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Career & Industry | https://automationreinvented.blogspot.com/2022/03/top-80-api-testing-interview-questions.html |
-| 1918 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | http://www.mypythonquiz.com |
-| 1919 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://www.learnsteps.com/devops-interview-questions-important-python-questions |
-| 1920 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://vahid.blog/post/2022-05-05-system-design-interview-cheat-sheet |
-| 1921 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://javarevisited.blogspot.com/2022/08/json-interview-questions-with-answers.html |
-| 1922 | 💎 ELITE | [COMMUNITY-TOOL] |  | Career & Industry | https://automationqahub.com/common-cypress-interview-questions |
-| 1923 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://blog.cloud-mercato.com/new-http-benchmark-tool-pycurlb |
-| 1924 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.kubenatives.com/p/the-hidden-cpu-throttling-crisis |
-| 1925 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads#what_is_kruize_autotune_ |
-| 1926 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://dev.to/ksingh7/the-most-elegant-way-to-performance-test-your-microservices-running-on-kubernetes-2mo2 |
-| 1927 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://jmeter.apache.org |
-| 1928 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://jmeter.apache.org/usermanual/best-practices.html |
-| 1929 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Platform & Site Reliability | https://www.tutorialspoint.com/jmeter/pdf/jmeter_quick_guide.pdf |
-| 1930 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Platform & Site Reliability | https://venkatmatta.com/wp-content/uploads/2016/03/jmeter_distributed_testing_step_by_step.pdf |
-| 1931 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://www.youtube.com/watch?v=8r5LYzUIepo |
-| 1932 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://www.linkedin.com/pulse/tuning-grafana-jmeter-dashboards-ezhil-arasu |
-| 1933 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://www.softwaretestingmagazine.com/tools/learning-jmeter-documentation-tutorials-videos |
-| 1934 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://octoperf.com |
-| 1935 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://flood.io |
-| 1936 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Platform & Site Reliability | https://github.com/jenkinsci/performance-plugin |
-| 1937 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://gatling.io |
-| 1938 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://plugins.jenkins.io/gatling |
-| 1939 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://learn.microsoft.com/en-us/azure/app-testing |
-| 1940 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://azure.microsoft.com/en-us/blog/introducing-azure-load-testing-optimize-app-performance-at-scale |
-| 1941 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://www.infoq.com/news/2021/12/azure-load-testing-preview |
-| 1942 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://thenewstack.io/simple-load-testing-with-github-actions |
-| 1943 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://devops.com/catchpoint-to-acquire-webpagetest-org |
-| 1944 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://locust.io |
-| 1945 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://blog.desdelinux.net/microsoft-performance-tools-una-serie-de-herramientas-open-source-para-analizar-el-rendimiento-del-sistema |
-| 1946 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://iter8.tools |
-| 1947 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://thenewstack.io/simple-http-load-testing-with-slos |
-| 1948 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Platform & Site Reliability | https://github.com/tsenart/vegeta |
-| 1949 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://plugins.jenkins.io/kubernetes |
-| 1950 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://plugins.jenkins.io/kubernetes-cd |
-| 1951 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://plugins.jenkins.io/openshift-pipeline |
-| 1952 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://plugins.jenkins.io/openshift-sync |
-| 1953 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://plugins.jenkins.io/openshift-client |
-| 1954 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://docs.gitlab.com/user/clusters/agent |
-| 1955 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://sdtimes.com/lowcode/low-code-cuts-down-on-dev-time-increases-testing-headaches |
-| 1956 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://thenewstack.io/use-low-code-to-reduce-friction-for-cloud-operations-teams |
-| 1957 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://itnext.io/for-developers-the-low-code-winter-is-coming-76875d3606c0 |
-| 1958 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://thenewstack.io/why-businesses-want-to-enable-no-code-and-low-code-automation |
-| 1959 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://thenewstack.io/low-code-for-pro-coders |
-| 1960 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://www.pluralsight.com/resources/blog/cloud/aws-adds-to-the-no-code-pile-is-it-the-end-of-the-engineer |
-| 1961 | 💎 ELITE | [COMMUNITY-TOOL] |  | Developer Ecosystem | https://www.techradar.com/news/low-code-could-replace-traditional-coding-within-months |
-| 1962 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.simform.com/blog/alternatives-to-kubernetes |
-| 1963 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://thenewstack.io/do-i-really-need-kubernetes |
-| 1964 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.infoworld.com/article/2261975/when-kubernetes-is-not-the-solution.html |
-| 1965 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://ably.com/blog/no-we-dont-use-kubernetes |
-| 1966 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://towardsdatascience.com/heroku-docker-in-10-minutes-f4329c4fd72f |
-| 1967 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.techtarget.com/searchcloudcomputing/answer/Amazon-ECS-vs-Kubernetes-Which-should-you-use-on-AWS |
-| 1968 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/no-kubernetes-needed-amazon-ecs-anywhere |
-| 1969 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://cycle.io |
-| 1970 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/cycle-io-meet-the-team-on-a-mission-to-replace-kubernetes |
-| 1971 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/cycle-io-a-container-orchestration-platform-aimed-at-developers |
-| 1972 | 💎 ELITE | [DE FACTO STANDARD], [LEGACY] | 🌟🌟🌟🌟🌟 | The Container Stack | https://developer.hashicorp.com/nomad |
-| 1973 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://blog.nobugware.com/post/2019/nomad_an_alternative_to_kubernetes |
-| 1974 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://pythonspeed.com/articles/dont-need-kubernetes |
-| 1975 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://developer.hashicorp.com/nomad/docs/k8s-nomad |
-| 1976 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.codemotion.com/magazine/backend/nomad-kubernetes-but-without-the-complexity |
-| 1977 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://blog.cloudflare.com/how-we-use-hashicorp-nomad |
-| 1978 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://atodorov.me/2021/02/27/why-you-should-take-a-look-at-nomad-before-jumping-on-kubernetes |
-| 1979 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thenewstack.io/conductor-why-we-migrated-from-kubernetes-to-nomad |
-| 1980 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.imaginarycloud.com/blog/nomad-vs-kubernetes |
-| 1981 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://chaordic.io/blog/is-nomad-a-better-kubernetes |
-| 1982 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://www.portainer.io |
-| 1983 | 💎 ELITE | [LEGACY] |  | The Container Stack | https://docs.docker.com |
-| 1984 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://docs.docker.com/engine/swarm |
-| 1985 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://galaxy.ansible.com/atosatto/docker-swarm |
-| 1986 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.cuelogic.com/blog/kubernetes-vs-docker-swarm |
-| 1987 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.linkedin.com/pulse/alternative-kubernetes-docker-swarm-marcel-koert |
-| 1988 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.scholarhat.com/tutorial/docker/kubernetes-vs-docker-analyzing-the-differences |
-| 1989 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.freecodecamp.org/news/kubernetes-vs-docker-whats-the-difference-explained-with-examples |
-| 1990 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://semaphore.io/blog/kubernetes-vs-docker |
-| 1991 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.linkedin.com/pulse/docker-series-swarm-lionel-gurret |
-| 1992 | 💎 ELITE | [LEGACY] | 🌟 | The Container Stack | https://github.com/swarmlet/swarmlet |
-| 1993 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thinksys.com/devops/docker-swarm-vs-kubernetes-comparison |
-| 1994 | 💎 ELITE | [LEGACY] | 🌟 | The Container Stack | https://github.com/simplenetes-io/simplenetes |
-| 1995 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://taubyte.com |
-| 1996 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://github.com/taubyte/tau |
-| 1997 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | The Container Stack | https://github.com/taubyte/dream |
-| 1998 | 💎 ELITE | [EMERGING] | 🌟🌟 | The Container Stack | https://github.com/samyfodil/taubyte-llama-satellite |
-| 1999 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.portainer.io/blog/docker-swarm-vs-kubernetes |
-| 2000 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://coolify.io |
-| 2001 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://istio.io |
-| 2002 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Networking & Service Mesh | https://github.com/istio/istio |
-| 2003 | 💎 ELITE | [COMMUNITY-TOOL] |  | Networking & Service Mesh | https://developers.redhat.com/topics/service-mesh |
-| 2004 | 💎 ELITE | [COMMUNITY-TOOL] |  | Networking & Service Mesh | https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times |
-| 2005 | 💎 ELITE | [COMMUNITY-TOOL] |  | Networking & Service Mesh | https://blog.christianposta.com/microservices/istio-as-an-example-of-when-not-to-do-microservices |
-| 2006 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.redhat.com/en/blog/red-hat-openshift-service-mesh-is-now-available-what-you-should-know |
-| 2007 | 💎 ELITE | [COMMUNITY-TOOL] |  | Networking & Service Mesh | https://istio.io/latest/blog/2020/tradewinds-2020/#fewer-moving-parts |
-| 2008 | 💎 ELITE | [LEGACY] | 🌟 | Networking & Service Mesh | https://github.com/askmeegs/learn-istio |
-| 2009 | 💎 ELITE | [COMMUNITY-TOOL] |  | Networking & Service Mesh | https://zwischenzugs.com/2020/05/05/riding-the-tiger-lessons-learned-implementing-istio |
-| 2010 | 💎 ELITE | [COMMUNITY-TOOL] |  | Networking & Service Mesh | https://dev.to/aurelievache/understanding-istio-part-1-istio-components-4ik5 |
-| 2011 | 💎 ELITE | [COMMUNITY-TOOL] |  | Networking & Service Mesh | https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh-part-2-collecting-standard-metrics-3 |
-| 2012 | 💎 ELITE | [COMMUNITY-TOOL] |  | Networking & Service Mesh | https://istio.io/latest/docs/examples/microservices-istio |
-| 2013 | 💎 ELITE | [COMMUNITY-TOOL] |  | Networking & Service Mesh | https://thenewstack.io/when-you-need-or-dont-need-service-mesh |
-| 2014 | 💎 ELITE | [COMMUNITY-TOOL] |  | Networking & Service Mesh | https://thenewstack.io/kubernetes-microservices-istio%E2%80%8A-%E2%80%8Aa-great-fit |
-| 2015 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://www.solo.io/blog/tutorial-rate-limiting-of-service-requests-in-istio-service-mesh |
-| 2016 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://www.solo.io/blog |
-| 2017 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://www.sysdig.com/blog/monitor-istio |
-| 2018 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟🌟 | Networking & Service Mesh | https://tetrate.io/blog |
-| 2019 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://github.com/redhat-scholars/istio-tutorial |
-| 2020 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://thenewstack.io/why-do-you-need-istio-when-you-already-have-kubernetes |
-| 2021 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Networking & Service Mesh | https://thenewstack.io/solo-io-istio-is-winning-the-service-mesh-war |
-| 2022 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://tetrate.io/blog/what-is-istio-and-why-does-kubernetes-need-it |
-| 2023 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://learncloudnative.com/blog/2020-11-23-multiple-vs-gateway |
-| 2024 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://thenewstack.io/what-is-istio-and-why-does-kubernetes-need-it |
-| 2025 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://www.youtube.com/watch?v=16fgzklcF7Y&ab_channel=TechWorldwithNana |
-| 2026 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://dev.to/stefanprodan/a-gitops-recipe-for-progressive-delivery-2pa3 |
-| 2027 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://samos-it.com/posts/securing-redis-istio-tls-origniation-termination.html |
-| 2028 | 💎 ELITE | [LEGACY] | 🌟🌟 | Networking & Service Mesh | https://thenewstack.io/istio-1-10-improves-scalability-and-revision-control |
-| 2029 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://istio.io/latest/blog/2021/external-locality-failover |
-| 2030 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://thenewstack.io/multicluster-management-with-kubernetes-and-istio |
-| 2031 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://piotrminkowski.com/2021/07/12/multicluster-traffic-mirroring-with-istio-and-kind |
-| 2032 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://thenewstack.io/securing-istio-workloads-with-auth0 |
-| 2033 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://www.solo.io/blog/upgrading-istio-without-downtime |
-| 2034 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://tetrate.io/blog/istio-service-mesh-api-gateway |
-| 2035 | 💎 ELITE | [EMERGING], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://istio.io/latest/blog/2022/merbridge |
-| 2036 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://www.freecodecamp.org/news/learn-istio-manage-microservices |
-| 2037 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://www.useanvil.com/blog/engineering/load-balancing-grpc-in-kubernetes-with-istio |
-| 2038 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://jimmysong.io/blog/sidecar-injection-iptables-and-traffic-routing |
-| 2039 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://itnext.io/traffic-shaping-with-kubernetes-and-istio-7e44fbfca200 |
-| 2040 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟 | Architectural Foundations | https://maistra.io |
-| 2041 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Networking & Service Mesh | https://github.com/maistra/istio |
-| 2042 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://github.com/istio-ecosystem/admiral |
-| 2043 | 💎 ELITE | [DE FACTO STANDARD], [EMERGING], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Networking & Service Mesh | https://istio.io/latest/blog/2022/introducing-ambient-mesh |
-| 2044 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Networking & Service Mesh | https://kiali.io |
-| 2045 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Networking & Service Mesh | https://github.com/kiali/kiali |
-| 2046 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://itnext.io/find-issues-in-your-istio-mesh-with-kiali-89d37d5e1fb1 |
-| 2047 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.jaegertracing.io |
-| 2048 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://hackernoon.com/a-guide-to-deploying-jaeger-on-kubernetes-in-production-0p2n3tub |
-| 2049 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://hackernoon.com/how-to-use-opentelemetry-and-jaeger-to-implement-distributed-tracing-and-apm-jcx34fi |
-| 2050 | 💎 ELITE | [EMERGING], [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://www.infracloud.io/blogs/linking-traces-continuous-profiling-pyroscope |
-| 2051 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Networking & Service Mesh | https://www.envoyproxy.io |
-| 2052 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://www.envoyproxy.io/docs/envoy/latest/start/install |
-| 2053 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes |
-| 2054 | 💎 ELITE | [DE FACTO STANDARD], [EMERGING] | 🌟🌟🌟🌟🌟 | Networking & Service Mesh | https://github.com/envoyproxy/gateway |
-| 2055 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.elastic.co/kibana |
-| 2056 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://aws.amazon.com/app-mesh |
-| 2057 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Networking & Service Mesh | https://www.allthingsdistributed.com/2019/03/redefining-application-communications-with-aws-app-mesh.html |
-| 2058 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://azure-samples.github.io/aks-labs/docs/intro |
-| 2059 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Networking & Service Mesh | https://itnext.io/observing-grpc-based-microservices-on-amazon-eks-running-istio-77ba90dd8cc0 |
-| 2060 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration |
-| 2061 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://www.cloudnativedeepdive.com/implementing-istio-from-start-to-finish |
-| 2062 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://github.com/istio/tools/blob/master/perf/README.md |
-| 2063 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Networking & Service Mesh | https://opensource.com/article/21/4/load-balancing |
-| 2064 | 💎 ELITE | [DE FACTO STANDARD], [LEGACY] | 🌟🌟🌟🌟🌟 | Networking & Service Mesh | https://httpd.apache.org |
-| 2065 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://httpd.apache.org/docs/2.4/howto/reverse_proxy.html |
-| 2066 | 💎 ELITE | [LEGACY] | 🌟 | Networking & Service Mesh | https://github.com/nubenetes/apache-reverse-proxy-jenkins |
-| 2067 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.digitalocean.com/community/tools/nginx |
-| 2068 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://www.freecodecamp.org/news/the-nginx-handbook |
-| 2069 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://unit.nginx.org |
-| 2070 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Networking & Service Mesh | https://jvns.ca/blog/2021/09/24/new-tool--an-nginx-playground |
-| 2071 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://nginx-playground.wizardzines.com |
-| 2072 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Networking & Service Mesh | http://www.haproxy.org |
-| 2073 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Networking & Service Mesh | https://www.tecmint.com/install-haproxy-load-balancer-in-linux |
-| 2074 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Networking & Service Mesh | https://www.tecmint.com/setup-nginx-haproxy-load-balancer-in-centos-8 |
-| 2075 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Networking & Service Mesh | http://traefik.io |
-| 2076 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Networking & Service Mesh | https://opensource.com/article/20/3/kubernetes-traefik |
-| 2077 | 💎 ELITE | [LEGACY] | 🌟🌟 | Hardened Infrastructure | https://blog.tomarrell.com/post/traefik_v2_on_kubernetes |
-| 2078 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Networking & Service Mesh | https://thenewstack.io/using-traefik-ingress-controller-with-istio-service-mesh |
-| 2079 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Networking & Service Mesh | https://opensource.com/article/20/4/http-kubernetes-skipper |
-| 2080 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://sre.google/sre-book/monitoring-distributed-systems |
-| 2081 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Networking & Service Mesh | https://thenewstack.io/prometheus-and-opentelemetry-just-couldnt-get-along |
-| 2082 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://github.com/prometheus-operator/kube-prometheus |
-| 2083 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://artifacthub.io/packages/helm/prometheus-community/kube-prometheus-stack |
-| 2084 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.sysdig.com/blog/kubernetes-monitoring-best-practices |
-| 2085 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://www.sysdig.com/blog/monitoring-kubernetes |
-| 2086 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://www.sysdig.com/blog/monitor-kubernetes-control-plane |
-| 2087 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://thenewstack.io/12-critical-kubernetes-health-conditions-you-need-to-monitor |
-| 2088 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://www.circonus.com/2020/12/12-critical-kubernetes-health-conditions-you-need-to-monitor-and-why |
-| 2089 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | The Container Stack | https://www.circonus.com/2020/09/guide-to-kubernetes-monitoring-part-1 |
-| 2090 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://www.infracloud.io/blogs/monitoring-kubernetes-cert-manager-certificates |
-| 2091 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://github.com/kubernetes/kube-state-metrics |
-| 2092 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://itnext.io/monitoring-kubernetes-jobs-8adc241a7b60 |
-| 2093 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://www.kubermatic.com/blog/the-complete-guide-to-kubernetes-metrics |
-| 2094 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | The Container Stack | https://www.youtube.com/watch?v=FVDHWPxK5nU&ab_channel=CloudQuickPOCs |
-| 2095 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://www.vcluster.com/blog/kubernetes-cost-monitoring-with-prometheus-and-grafana |
-| 2096 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | The Container Stack | https://anaisurl.com/full-tutorial-monitoring |
-| 2097 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://itnext.io/how-to-tackle-kubernetes-observability-challenges-with-pixie-4c6414ca913 |
-| 2098 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | The Container Stack | https://dev.to/leroykayanda/kubernetes-monitoring-using-grafana-3dhc |
-| 2099 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | The Container Stack | https://www.middlewareinventory.com/blog/cpu-memory-usage-nodes-k8s |
-| 2100 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://betterstack.com/community/comparisons/kubernetes-monitoring-tools |
-| 2101 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | The Container Stack | https://adamtheautomator.com/prometheus-kubernetes |
-| 2102 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://middleware.io/blog/kubernetes-monitoring/tools |
-| 2103 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | The Container Stack | https://dev.to/mikeyglitz/proactive-kubernetes-monitoring-with-alerting-58en |
-| 2104 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://isovalent.com/blog/post/what-are-the-4-golden-signals-for-monitoring-kubernetes |
-| 2105 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | The Container Stack | https://grafana.com/blog/2022/10/20/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes |
-| 2106 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | The Container Stack | https://blog.fourninecloud.com/kubernetes-monitoring-how-to-monitor-using-prometheus-f2eff767f6bb |
-| 2107 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://rcarrata.github.io/observability/netobserv-1 |
-| 2108 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://newrelic.com/platform/kubernetes-pixie |
-| 2109 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | The Container Stack | https://grafana.com/blog/2023/01/31/a-beginners-guide-to-kubernetes-application-monitoring |
-| 2110 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://aws.amazon.com/blogs/containers/using-prometheus-to-avoid-disasters-with-kubernetes-cpu-limits |
-| 2111 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://palark.com/blog/kubernetes-services-interaction-monitoring-with-netflow |
-| 2112 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://itnext.io/kubernetes-monitoring-with-prometheus-exporters-a-service-discovery-and-its-roles-ce63752e5a1 |
-| 2113 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://opentelemetry.io/blog/2023/k8s-runtime-observability |
-| 2114 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://signoz.io/blog/opentelemetry-kubernetes-cluster-metrics-monitoring |
-| 2115 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | The Container Stack | https://github.com/ynqa/bul |
-| 2116 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://www.digitalocean.com/community/tutorials/how-to-set-up-an-elasticsearch-fluentd-and-kibana-efk-logging-stack-on-kubernetes |
-| 2117 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | The Container Stack | https://www.papertrail.com/blog/quick-and-easy-way-to-implement-kubernetes-logging |
-| 2118 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://qlinh.com/infosec/2020/09/30/threat-detection-with-kubernetes-audit-logs.html |
-| 2119 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://itnext.io/kubernetes-logging-in-production-545ea88d9a4a |
-| 2120 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://opensource.com/article/21/11/cluster-logging-kubernetes |
-| 2121 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://devopscube.com/kubernetes-logging-tutorial |
-| 2122 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://tealfeed.com/kubernetes-audit-logs-created-deleted-namespace-ho5o3 |
-| 2123 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | The Container Stack | https://dev.to/devopsvn/kubernetes-practice-logging-with-logstash-and-fluentd-by-sidecar-container-16oi |
-| 2124 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://signoz.io/blog/kubernetes-audit-logs |
-| 2125 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://github.com/kube-logging/logging-operator |
-| 2126 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://thenewstack.io/service-level-objectives-in-kubernetes |
-| 2127 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://thenewstack.io/slos-in-kubernetes-1-year-later |
-| 2128 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://www.elastic.co/es/blog/how-to-configure-elastic-cloud-on-kubernetes-with-saml-and-hot-warm-cold-architecture |
-| 2129 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://www.influxdata.com/blog/expand-kubernetes-monitoring-telegraf-operator |
-| 2130 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | The Container Stack | https://itnext.io/monitoring-certificates-expiration-in-kubernetes-with-x-509-exporter-8030b69f611d |
-| 2131 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kubernetes |
-| 2132 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://www.immo-pop.com/login |
-| 2133 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | The Container Stack | https://github.com/kubeshark/kubeshark |
-| 2134 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | The Container Stack | https://kubelog.de |
-| 2135 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | The Container Stack | https://github.com/microsoft/retina |
-| 2136 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Data & Advanced Analytics | https://muratbuffalo.blogspot.com/2021/11/whats-really-new-with-newsql.html |
-| 2137 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://atodorov.me/2020/06/14/comparing-kubernetes-managed-services-across-digital-ocean-scaleway-ovhcloud-and-linode |
-| 2138 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://docs.google.com/spreadsheets/d/1RPpyDOLFmcgxMCpABDzrsBYWpPYCIBuvAoUQLwOGoQw/edit |
-| 2139 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Networking & Service Mesh | https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit#gid=907731238 |
-| 2140 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://docs.oracle.com/en-us/iaas/Content/GSG/Concepts/baremetalintro.htm |
-| 2141 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://github.com/oracle |
-| 2142 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://docs.oracle.com/en-us/iaas/Content/ResourceManager/Concepts/resourcemanager.htm |
-| 2143 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | http://www.thatjeffsmith.com/archive/2022/02/best-practices-rest-apis-for-your-database-draft |
-| 2144 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://docs.oracle.com/en-us/iaas/Content/ContEng/Concepts/contengoverview.htm |
-| 2145 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://www.devopszone.info/post/devsecops-explained |
-| 2146 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://www.linkedin.com/pulse/dear-google-my-data-has-left-your-building-zakir-khan |
-| 2147 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://snyk.io/articles/open-source-security |
-| 2148 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://kalilinuxtutorials.com/deploying-securing-kubernetes-clusters |
-| 2149 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://loves.cloud/creation-of-a-fully-automated-devsecops-cicd-pipeline |
-| 2150 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.redhat.com/en/blog/linux-security-usability |
-| 2151 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://thenewstack.io/culture-vulnerabilities-and-budget-why-devs-and-appsec-disagree |
-| 2152 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Platform & Site Reliability | https://www.computing.co.uk/news/4020521/cloudbees-busy-security-visibility-control-devops-evolves |
-| 2153 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://devops.com/how-to-successfully-integrate-security-and-devops |
-| 2154 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://www.helpnetsecurity.com/2020/12/14/how-devsecops-developers |
-| 2155 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://blog.christophetd.fr/shifting-cloud-security-left-scanning-infrastructure-as-code-for-security-issues |
-| 2156 | 💎 ELITE | [LEGACY] | 🌟 | Hardened Infrastructure | https://www.devclass.com/containers/2021/01/13/docker-its-not-dead-yet-but-theres-a-tendency-to-walk-away-security-report-finds/1620265 |
-| 2157 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://opensource.com/article/21/2/devsecops |
-| 2158 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://devops.com/devsecops-trends-for-2021 |
-| 2159 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://devops.com/from-agile-to-devops-to-devsecops-the-next-evolution |
-| 2160 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://permission.site |
-| 2161 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://www.ais.com/leaping-into-devsecops-from-devops |
-| 2162 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://www.infoq.com/news/2020/06/defense-department-devsecops |
-| 2163 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://aws.amazon.com/blogs/devops/building-end-to-end-aws-devsecops-ci-cd-pipeline-with-open-source-sca-sast-and-dast-tools |
-| 2164 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://www.infoq.com/articles/devops-secure-trends |
-| 2165 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://www.invensislearning.com/blog/devops-vs-devsecops |
-| 2166 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://www.techerati.com/features-hub/opinions/devsecops-eight-tips-for-truly-securing-software |
-| 2167 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://devops.com/secdevops-is-the-solution-to-cybersecurity |
-| 2168 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://www.redeszone.net/noticias/seguridad/configurar-mal-nube-vulnerabilidades |
-| 2169 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://www.cybersecuritydive.com/news/developer-security-gitlab-devsecops/599599 |
-| 2170 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://www.harness.io/blog/automated-devsecops |
-| 2171 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://cloudnativenow.com/editorial-calendar/cloud-native-security/the-what-and-why-of-cloud-native-security |
-| 2172 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://www.sysdig.com/blog/vulnerability-assessment |
-| 2173 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://thenewstack.io/where-are-you-on-the-devsecops-maturity-curve |
-| 2174 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://thenewstack.io/the-top-5-secrets-management-mistakes-and-how-to-avoid-them |
-| 2175 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://www.arsouyes.org/articles/2021/2021-06-21_PKCS_pem_der_key_crt |
-| 2176 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://torq.io/blog/5-security-automation-examples-for-non-developers |
-| 2177 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://www.infoq.com/articles/serverless-security |
-| 2178 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://www.dqindia.com/secure-cicd-pipeline-tips-experts |
-| 2179 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://thenewstack.io/the-devsecops-skillsets-required-for-cloud-deployments |
-| 2180 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://devblogs.microsoft.com/engineering-at-microsoft/you-cant-have-security-for-devops-until-you-have-devops-for-security |
-| 2181 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://goteleport.com/blog/hack-via-pull-request |
-| 2182 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/cncf/tag-security |
-| 2183 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://enterprisersproject.com/article/2021/8/5-devsecops-open-source-projects-know |
-| 2184 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/quay/clair |
-| 2185 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://thenewstack.io/10-steps-to-simplify-your-devsecops |
-| 2186 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://www.redhat.com/en/blog/automation-first-mentality |
-| 2187 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://devops.com/transform-mobile-devops-into-mobile-devsecops |
-| 2188 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://www.softwebsolutions.com/resources/devops-security-tools-benefits |
-| 2189 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://cloudnativenow.com/features/siloscape-the-dark-side-of-kubernetes |
-| 2190 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://thenewstack.io/infrastructure-as-code-6-best-practices-for-securing-applications |
-| 2191 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://devops.com/securing-your-software-development-pipelines |
-| 2192 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://thenewstack.io/how-gitops-benefits-from-security-as-code |
-| 2193 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://devops.com/tips-for-a-successful-devsecops-life-cycle |
-| 2194 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://blog.aquasec.com/advanced-persistent-threat-techniques-container-attacks |
-| 2195 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://thenewstack.io/5-misconceptions-about-devsecops |
-| 2196 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://thenewstack.io/why-cloud-native-systems-demand-a-zero-trust-approach |
-| 2197 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://www.redhat.com/en/blog/devsecops-enterprise-architecture |
-| 2198 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://opensource.com/article/21/12/open-source-security |
-| 2199 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://www.redhat.com/en/solutions/devsecops-approach |
-| 2200 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://thenewstack.io/open-source-democratized-software-now-lets-democratize-security |
-| 2201 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://goteleport.com/blog/devsecops-passwordless |
-| 2202 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://thenewstack.io/want-real-cybersecurity-progress-redefine-the-security-team |
-| 2203 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟🌟 | Hardened Infrastructure | https://devops.com/why-traditional-approaches-to-api-security-dont-work |
-| 2204 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://devops.com/continuous-security-the-next-evolution-of-ci-cd |
-| 2205 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://devops.com/how-to-seamlessly-transition-to-devsecops |
-| 2206 | 💎 ELITE | [CASE STUDY], [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://research.nccgroup.com/2022/01/13/10-real-world-stories-of-how-weve-compromised-ci-cd-pipelines |
-| 2207 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://thenewstack.io/secops-in-a-post-covid-world-3-security-trends-to-watch |
-| 2208 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.sysdig.com/blog/triaging-malicious-docker-container |
-| 2209 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.sonatype.com/blog/python-packages-upload-your-aws-keys-env-vars-secrets-to-web |
-| 2210 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://www.bleepingcomputer.com/news/security/over-900-000-kubernetes-instances-found-exposed-online |
-| 2211 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.sysdig.com/blog/gitops-iac-security-source |
-| 2212 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://www.freecodecamp.org/news/whats-the-difference-between-authentication-and-authorisation |
-| 2213 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://cloudnativenow.com/features/kubernetes-security-in-your-ci-cd-pipeline |
-| 2214 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://www.pluralsight.com/resources/blog/cloud/cloud-apps-secure-by-design |
-| 2215 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://hmaslowski.com/home/f/macos-security-hardening-with-microsoft-intune |
-| 2216 | 💎 ELITE | [EMERGING], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.kubewarden.io/blog/2022/10/env-var-secrets |
-| 2217 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟🌟 | Hardened Infrastructure | https://auth0.com/blog/webauthn-and-passkeys-for-java-developers |
-| 2218 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://www.infracloud.io/blogs/prevent-secret-leaks-in-repositories |
-| 2219 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/secured-access-to-kubernetes-from-anywhere-with-zero-trust |
-| 2220 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://www.rtinsights.com/implementing-zero-trust-for-kubernetes |
-| 2221 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://www.cisecurity.org/insights/blog/where-does-zero-trust-begin-and-why-is-it-important |
-| 2222 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://thenewstack.io/how-do-authentication-and-authorization-differ |
-| 2223 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.osohq.com/post/microservices-authorization-patterns |
-| 2224 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/oauth2-proxy/oauth2-proxy |
-| 2225 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://dev.to/fidalmathew/session-based-vs-token-based-authentication-which-is-better-227o |
-| 2226 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://dev.to/irakan/is-jwt-really-a-good-fit-for-authentication-1khm |
-| 2227 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟 | Hardened Infrastructure | https://github.com/hygieia/Hygieia |
-| 2228 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/how-kubernetes-vulnerabilities-have-shifted-since-the-first-api-attacks |
-| 2229 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://www.mirantis.com/blog/introduction-to-istio-ingress-the-easy-way-to-manage-incoming-kubernetes-app-traffic |
-| 2230 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.armosec.io/blog/kubernetes-ingress-security |
-| 2231 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/stackrox-kubelinter-brings-security-linting-to-kubernetes |
-| 2232 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/yannh/kubeconform |
-| 2233 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://thenewstack.io/security-insights-into-infrastructure-as-code |
-| 2234 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.redhat.com/en/blog/why-you-should-be-using-multi-category-security-your-linux-containers |
-| 2235 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | The Container Stack | https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline |
-| 2236 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/project-calico-kubernetes-security-as-saas |
-| 2237 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://falco.org |
-| 2238 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.sysdig.com/blog/intro-runtime-security-falco |
-| 2239 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://developer.okta.com/blog/2020/03/23/microservice-security-patterns |
-| 2240 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://anchore.com |
-| 2241 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Hardened Infrastructure | https://thenewstack.io/anchore-scan-your-container-images-for-vulnerabilities-from-the-command-line |
-| 2242 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://www.paloaltonetworks.com/prisma/cloud |
-| 2243 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.f5.com/products/distributed-cloud-services |
-| 2244 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://docs.cloud.google.com/architecture/security/owasp-top-ten-mitigation#product_overviews |
-| 2245 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://thenewstack.io/the-latest-owasp-top-10-looks-a-lot-like-the-old-owasp |
-| 2246 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Hardened Infrastructure | https://thenewstack.io/owasp-top-10-a-guide-to-the-worst-software-vulnerabilities |
-| 2247 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://owasp.org/www-project-api-security |
-| 2248 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.traceable.ai/blog-post/use-the-owasp-api-top-10-to-secure-your-apis |
-| 2249 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.cequence.ai/blog/owasp-api-security-top-10-from-a-real-world-perspective |
-| 2250 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/OWASP/www-project-kubernetes-top-ten |
-| 2251 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.securecoding.com/blog/code-audit-how-to-ensure-compliance-for-an-application |
-| 2252 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.redhat.com/en/technologies/cloud-computing/openshift/advanced-cluster-security-kubernetes |
-| 2253 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.redhat.com/en/about/press-releases/red-hat-acquire-kubernetes-native-security-leader-stackrox |
-| 2254 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/aquasecurity/trivy |
-| 2255 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://blog.aquasec.com/docker-official-images |
-| 2256 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.returngis.net/2021/09/buscar-vulnerabilidades-en-imagenes-de-docker-con-snyk |
-| 2257 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://iximiuz.com/en/posts/thick-container-vulnerabilities |
-| 2258 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/find-vulnerabilities-in-container-images-with-docker-scan |
-| 2259 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://github.com/deepfence/YaraHunter |
-| 2260 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://anchore.com/kubernetes |
-| 2261 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://anchore.com/cicd |
-| 2262 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://plugins.jenkins.io/anchore-container-scanner |
-| 2263 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟 | Hardened Infrastructure | https://github.com/notaryproject/notary |
-| 2264 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/sigstore/cosign |
-| 2265 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.infracloud.io/blogs/enforcing-image-trust-docker-containers-notary |
-| 2266 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.infracloud.io/blogs/secure-containers-cosign-distroless-images |
-| 2267 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://github.blog/security/supply-chain-security/safeguard-container-signing-capability-actions |
-| 2268 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://github.com/chrisns/cosign-keyless-demo |
-| 2269 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.chainguard.dev/unchained |
-| 2270 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.sysdig.com/blog/secure-kubernetes-deployment-signature-verification |
-| 2271 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://itnext.io/securing-kubernetes-workloads-a-practical-approach-to-signed-and-encrypted-container-images-ff6e98b65bcd |
-| 2272 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://blog.gitguardian.com/github-security |
-| 2273 | 💎 ELITE | [LEGACY] |  | Hardened Infrastructure | https://www.forbes.com/sites/chenxiwang/2020/06/17/devops-drives-pentesting-delivered-as-a-service |
-| 2274 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://www.keycloak.org |
-| 2275 | 💎 ELITE | [LEGACY] |  | Hardened Infrastructure | https://developers.redhat.com/blog/2020/08/03/authorizing-multi-language-microservices-with-louketo-proxy |
-| 2276 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://developers.redhat.com/blog/2020/08/07/a-deep-dive-into-keycloak |
-| 2277 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://blog.getambassador.io/centralized-authentication-with-keycloak-and-ambassador-edge-stack-d509ffbc7b6f |
-| 2278 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://blog.sighup.io/keycloak-ha-on-kubernetes |
-| 2279 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.redhat.com/en/blog/geographically-distributed-stateful-workloads-part-3-keycloak |
-| 2280 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://palark.com/blog/ha-keycloak-infinispan-kubernetes |
-| 2281 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo |
-| 2282 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/git-ecosystem/git-credential-manager |
-| 2283 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://github.blog/open-source/git/git-credential-manager-core-building-a-universal-authentication-experience |
-| 2284 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://blog.gitguardian.com/secrets-credentials-api-git |
-| 2285 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.harness.io/blog |
-| 2286 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://smallstep.com/blog/command-line-secrets |
-| 2287 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://docs.cloud.google.com/secret-manager/docs/analyze-resources |
-| 2288 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/getsops/sops |
-| 2289 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://jayex.io/v3/admin/setup/secrets |
-| 2290 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://academy.fpblock.com/blog/announcing-amber-ci-secret-tool |
-| 2291 | 💎 ELITE | [LEGACY] | 🌟 | Hardened Infrastructure | https://pkg.go.dev/github.com/keilerkonzept/aws-secretsmanager-files |
-| 2292 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.youtube.com/watch?v=6UF-QxiRGms&ab_channel=Kubevious |
-| 2293 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://github.com/jenkins-x/gsm-controller |
-| 2294 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp |
-| 2295 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://devops.com/devops-teams-struggling-to-keep-secrets |
-| 2296 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.thorsten-hans.com/encrypt-your-kubernetes-secrets-with-mozilla-sops |
-| 2297 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://developers.redhat.com/articles/2022/02/02/protect-secrets-git-cleansmudge-filter |
-| 2298 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://github.com/kubeopsskills/cloud-secret-resolvers |
-| 2299 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/managing-secrets-in-your-devops-pipeline |
-| 2300 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/kubernetes-secrets-management-3-approaches-9-best-practices |
-| 2301 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://github.com/commjoen/wrongsecrets |
-| 2302 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/aws/secrets-store-csi-driver-provider-aws |
-| 2303 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://unixarena.com/2022/04/terraform-source-credentials-from-aws-secret-manager.html |
-| 2304 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/pyca/bcrypt |
-| 2305 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://argon2-cffi.readthedocs.io/en/stable |
-| 2306 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://docs.python.org/3/library/hashlib.html#hashlib.scrypt |
-| 2307 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://cryptography.io/en/latest/hazmat/primitives/key-derivation-functions/#cryptography.hazmat.primitives.kdf.scrypt.Scrypt |
-| 2308 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://git-secret.io |
-| 2309 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://github.com/wincent/git-cipher |
-| 2310 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/hashicorp/vault |
-| 2311 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://github.com/hashicorp/vault-csi-provider |
-| 2312 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://developer.hashicorp.com/vault |
-| 2313 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://github.com/kelseyhightower/serverless-vault-with-cloud-run |
-| 2314 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.confluent.io/blog/manage-secrets-with-kubernetes-and-hashicorp-vault |
-| 2315 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://digitalvarys.com/simple-introduction-to-hashicorp-vault |
-| 2316 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/hashicorps-releases-hcp-vault-to-combat-secrets-management-fatigue |
-| 2317 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.datadoghq.com/blog/monitor-vault-metrics-and-logs |
-| 2318 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/reasons-to-implement-hashicorp-vault-and-other-zero-trust-tools |
-| 2319 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://testdriven.io/blog/running-vault-and-consul-on-kubernetes |
-| 2320 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://devopscube.com/vault-in-kubernetes |
-| 2321 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://devopscube.com/vault-agent-injector-tutorial |
-| 2322 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://piotrminkowski.com/2021/12/30/vault-on-kubernetes-with-spring-cloud |
-| 2323 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://alexandre-vazquez.com/inject-secrets-in-pods-using-hashicorp-vault |
-| 2324 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.harness.io/blog/vault-agent-secrets-management |
-| 2325 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://learn.microsoft.com/en-us/azure/key-vault/general/overview |
-| 2326 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://azure.github.io/secrets-store-csi-driver-provider-azure |
-| 2327 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://akv2k8s.io |
-| 2328 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://github.com/SparebankenVest/azure-key-vault-to-kubernetes |
-| 2329 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://github.com/Neoteroi/essentials-configuration-keyvault |
-| 2330 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://techcommunity.microsoft.com/blog/azurearcblog/in-preview-azure-key-vault-secrets-provider-extension-for-arc-enabled-kubernetes/3002160 |
-| 2331 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | http://vcloud-lab.com/entries/microsoft-azure/-create-azure-key-vault-certificates-on-azure-portal-and-powershell |
-| 2332 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ |
-| 2333 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ |
-| 2334 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.conjur.org |
-| 2335 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.infracloud.io/blogs/securing-kubernetes-secrets-conjur |
-| 2336 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://dev.to/stack-labs/manage-your-secrets-in-git-with-sops-for-kubernetes-57me |
-| 2337 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.redhat.com/en/blog/gitops-secret-management |
-| 2338 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://aws.amazon.com/blogs/opensource/managing-secrets-deployment-in-kubernetes-using-sealed-secrets |
-| 2339 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://blog.container-solutions.com/the-birth-of-the-external-secrets-community |
-| 2340 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://itnext.io/secrets-injection-from-external-vault-into-kubernetes-poc-83a52c8cf5cb |
-| 2341 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://github.com/jenkins-x-plugins/jx-secret-postrenderer |
-| 2342 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/managing-kubernetes-secrets-with-aws-secrets-manager |
-| 2343 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://ot-container-kit.github.io/k8s-vault-webhook |
-| 2344 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/walkthrough-bitwardens-new-secrets-manager |
-| 2345 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://morey.tech/technical%20blog/Bitwarden-And-External-Secrets |
-| 2346 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://snyk.io/blog/10-serverless-security-best-practices |
-| 2347 | 💎 ELITE | [COMMUNITY-TOOL] |  | The Container Stack | https://thehackernews.com/2020/06/cryptocurrency-docker-image.html |
-| 2348 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Hardened Infrastructure | https://www.sysdig.com/learn-cloud-native/12-container-image-scanning-best-practices |
-| 2349 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.infracloud.io/blogs/top-10-things-for-container-security |
-| 2350 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.sysdig.com/blog/sysdig-2021-container-security-usage-report |
-| 2351 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://itnext.io/hardening-docker-and-kubernetes-with-seccomp-a88b1b4e2111 |
-| 2352 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.redhat.com/en/blog/container-security-seccomp |
-| 2353 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.redhat.com/en/blog/signing-and-verifying-container-images |
-| 2354 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.redhat.com/en/blog/introducing-red-hat-vulnerability-scanner-certification |
-| 2355 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-container-registries-introduction#when-are-images-scanned |
-| 2356 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://techbeacon.com/security/17-open-source-container-security-tools |
-| 2357 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/GoogleContainerTools/container-structure-test |
-| 2358 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.dynatrace.com/news/blog/what-is-container-security |
-| 2359 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://www.sigstore.dev |
-| 2360 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.youtube.com/watch?v=fZfd4orrn8Y&ab_channel=RawkodeAcademy |
-| 2361 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://opensource.com/article/21/12/sigstore-container-images |
-| 2362 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.sysdig.com/learn-cloud-native/container-security-best-practices |
-| 2363 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa |
-| 2364 | 💎 ELITE | [COMMUNITY-TOOL] |  | Networking & Service Mesh | https://blog.nody.cc/posts/2020-06-kubernetes-network-policy-verification |
-| 2365 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://digitalvarys.com/devsecops-static-analysis-sast-with-jenkins-pipeline |
-| 2366 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.europeclouds.com/blog/implementing-aqua-security-to-secure-kubernetes |
-| 2367 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/pomerium/pomerium |
-| 2368 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://fluentbit.io |
-| 2369 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://falco.org/blog/detect-malicious-behaviour-on-kubernetes-api-server-through-gathering-audit-logs-by-using-fluentbit-part-2 |
-| 2370 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://kubearmor.io |
-| 2371 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://itnext.io/protecting-your-kubernetes-environment-with-kubearmor-76b02fc2209b |
-| 2372 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://itnext.io/helm-3-secrets-management-4f23041f05c3 |
-| 2373 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://itnext.io/manage-auto-generated-secrets-in-your-helm-charts-5aee48ba6918 |
-| 2374 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://hashcat.net/hashcat |
-| 2375 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://devops.com/how-to-automate-pki-for-devops-with-open-source-tools |
-| 2376 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://github.com/cybersecsi/HOUDINI |
-| 2377 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://itnext.io/top-6-threat-detection-tools-for-containers-3dd80b77777e |
-| 2378 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/aws-open-sources-security-tools |
-| 2379 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.sentinelone.com/blog/reducing-human-effort-in-cybersecurity-why-we-are-investing-in-torqs-automation-platform |
-| 2380 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://pkg.go.dev/knative.dev/security-guard |
-| 2381 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Hardened Infrastructure | https://developer.ibm.com/technologies/containers |
-| 2382 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://medium.facilelogin.com/microservices-security-in-action-933072043ad7 |
-| 2383 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.sysdig.com/blog/cve-2021-20291-cri-o-podman |
-| 2384 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.sysdig.com/blog/mitigating-log4j-kubernetes-network-policies |
-| 2385 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://github.com/aws-samples/kubernetes-log4j-cve-2021-44228-node-agent |
-| 2386 | 💎 ELITE | [LEGACY] | 🌟🌟 | Hardened Infrastructure | https://github.com/proferosec/log4jScanner |
-| 2387 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://logging.apache.org/security.html |
-| 2388 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.redhat.com/en/blog/log4shell-practical-mitigations-and-impact-analysis |
-| 2389 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://edition.cnn.com/2021/12/15/tech/log4j-vulnerability/index.html |
-| 2390 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://github.com/yahoo/check-log4j |
-| 2391 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.welivesecurity.com/la-es/2021/12/16/que-deben-saber-lideres-empresas-sobre-log4shell |
-| 2392 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.genbeta.com/actualidad/internet-esta-llamas-cloudflare-ha-detectado-24-600-ataques-minuto-que-explotaban-vulnerabilidad-log4shell |
-| 2393 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Hardened Infrastructure | https://www.dynatrace.com/news/tag/log4shell |
-| 2394 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Hardened Infrastructure | https://github.com/Maelstromage/Log4jSherlock |
-| 2395 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://cyberscoop.com/log4j-hack-security-update-ransomware |
-| 2396 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.vpnranks.com/news/belgian-defense-ministry-under-cyber-attack-due-to-log4j-vulnerability |
-| 2397 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.dynatrace.com/news/blog/log4shell-vulnerability-discovery-and-mitigation |
-| 2398 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/yet-another-log4j-security-problem-appears |
-| 2399 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Hardened Infrastructure | https://github.com/cisagov/log4j-scanner |
-| 2400 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/google/log4jscanner |
-| 2401 | 💎 ELITE | [LEGACY] |  | Hardened Infrastructure | https://thehackernews.com/2022/01/microsoft-warns-of-continued-attacks.html |
-| 2402 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.zdnet.com/article/log4j-after-white-house-meeting-google-calls-for-list-of-critical-open-source-projects |
-| 2403 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://it.slashdot.org/story/21/05/22/041242/and-the-top-source-of-critical-security-threats-ispowershell |
-| 2404 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://therecord.media/uk-government-plans-to-release-nmap-scripts-for-finding-vulnerabilities |
-| 2405 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://thenewstack.io/waf-securing-applications-at-the-edge |
-| 2406 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.zdnet.com/article/google-releases-new-open-source-security-software-program-scorecards |
-| 2407 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Hardened Infrastructure | https://tryhackme.com/room/metasploitintro |
-| 2408 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://socket.dev/blog/introducing-socket |
-| 2409 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/deepfence/ThreatMapper |
-| 2410 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/goauthentik/authentik |
-| 2411 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/openappsec/openappsec |
-| 2412 | 💎 ELITE | [COMMUNITY-TOOL] |  | Hardened Infrastructure | https://www.microsoft.com/en-us/security/business/ai-machine-learning/microsoft-security-copilot |
-| 2413 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Hardened Infrastructure | https://github.com/prowler-cloud/prowler |
-| 2414 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aws-cloud-development-kit-cdk-primer |
-| 2415 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://www.pluralsight.com/cloud-guru |
-| 2416 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.twitch.tv/acloudguruofficial |
-| 2417 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://learn.cantrill.io |
-| 2418 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://analyticsindiamag.com/free-online-resources-to-get-started-on-cloud-computing |
-| 2419 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.pluralsight.com/resources/blog/cloud/10-fun-hands-on-projects-to-learn-aws |
-| 2420 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://portal.tutorialsdojo.com/product-category/aws/aws-digital-courses-2 |
-| 2421 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://skillbuilder.aws |
-| 2422 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://skillbuilder.aws/course/external/view/elearning/7854/aws-technical-essential-spanish-from-latin-america |
-| 2423 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion |
-| 2424 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://skillbuilder.aws/course/external/view/elearning/48/aws-security-fundamentals-second-edition |
-| 2425 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.youtube.com/watch?v=zA8guDqfv40 |
-| 2426 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://www.linkedin.com/pulse/sharing-my-top-10-resources-use-while-preparing-aws-exams-semaan |
-| 2427 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/certification/certification-prep/testing |
-| 2428 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://dev.to/javinpaul/how-to-become-a-certified-aws-solution-architect-in-2022-35ad |
-| 2429 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Engineering Pipeline | https://builder.aws.com/learn |
-| 2430 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://awscerts.slack.com |
-| 2431 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Cloud Providers (Hyperscalers) | https://gist.github.com/leonardofed |
-| 2432 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://blue-clouds.com/category/study-guide |
-| 2433 | 💎 ELITE | [COMMUNITY-TOOL] |  | Cloud Providers (Hyperscalers) | https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available |
-| 2434 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.linkedin.com/top-content/?trk=article_not_found |
-| 2435 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide |
-| 2436 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://opensource.com/article/18/8/what-cicd |
-| 2437 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://martinfowler.com/articles/originalContinuousIntegration.html |
-| 2438 | 💎 ELITE | [COMMUNITY-TOOL] |  | Engineering Pipeline | https://sdtimes.com/devops/ci-cd-pipelines-are-expanding |
-| 2439 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://www.devopsonline.co.uk/chatops-devops-scrumops-and-5-other-ops-religions |
-| 2440 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Engineering Pipeline | https://opensource.com/article/19/4/devops-pipeline |
-| 2441 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://dev.to/semaphore/ci-cd-continuous-integration-delivery-explained-75l |
-| 2442 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Platform & Site Reliability | https://www.mindtheproduct.com/what-the-hell-are-ci-cd-and-devops-a-cheatsheet-for-the-rest-of-us |
-| 2443 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://tech.buzzfeed.com/continuous-deployments-at-buzzfeed-d171f76c1ac4 |
-| 2444 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html |
-| 2445 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://devops.com/how-to-implement-an-effective-ci-cd-pipeline |
-| 2446 | 💎 ELITE | [CASE STUDY], [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://aws.amazon.com/es/builders-library/automating-safe-hands-off-deployments |
-| 2447 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://www.techuz.com/blog/what-is-ci-cd-an-introduction-to-continuous-integration-continuous-deployment-and-ci-cd-pipeline |
-| 2448 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Engineering Pipeline | https://kodekloud.com/blog/ci-cd-pipeline-in-devops |
-| 2449 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://developers.redhat.com/blog/2020/09/03/the-present-and-future-of-ci-cd-with-gitops-on-red-hat-openshift |
-| 2450 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://blog.bitsrc.io/ci-cd-best-practices-bca0ef665677 |
-| 2451 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://www.harness.io/blog/what-is-cicd-platform-why-should-i-care |
-| 2452 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://thenewstack.io/3-ways-to-use-automation-in-ci-cd-pipelines |
-| 2453 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://www.cloudbees.com/blog/tips-creating-successful-cicd-pipeline |
-| 2454 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://thinkinglabs.io/talks/feature-branching-considered-evil.html |
-| 2455 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Engineering Pipeline | https://www.harness.io/blog/ci-cd-pipeline |
-| 2456 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://stackoverflow.blog/2021/12/20/fulfilling-the-promise-of-ci-cd |
-| 2457 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://circleci.com/blog/top-5-ci-cd-best-practices |
-| 2458 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Engineering Pipeline | https://www.harness.io/harness-devops-academy/what-is-continuous-integration-ci |
-| 2459 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://www.opsmx.com/blog/what-is-a-ci-cd-pipeline |
-| 2460 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://continuousdelivery.com/implementing/patterns |
-| 2461 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://devops.com/7-popular-open-source-ci-cd-tools |
-| 2462 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://testguild.com/podcast/automation/a345-mohamed |
-| 2463 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Engineering Pipeline | https://www.harness.io/blog/software-development-life-cycle |
-| 2464 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://www.cloudbees.com/blog/ci-cd-pipeline |
-| 2465 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Engineering Pipeline | https://jfrog.com/blog/cloud-native-ci-cd-the-ultimate-checklist |
-| 2466 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://jfrog.com/blog/how-to-accelerate-software-delivery-with-hybrid-cloud-ci-cd |
-| 2467 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://www.harness.io/blog/streamlining-ci-cd |
-| 2468 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://sdtimes.com/cicd/the-state-of-ci-cd |
-| 2469 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://thenewstack.io/improve-dev-experience-to-maximize-the-business-value-of-cd |
-| 2470 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://community.dataminer.services/ci-cd-and-the-agile-principles |
-| 2471 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://speakerdeck.com/devopslx/cd-and-optimized-cloud-spend?slide=12 |
-| 2472 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Engineering Pipeline | https://www.testmuai.com/blog/cicd-pipeline-challenges |
-| 2473 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Engineering Pipeline | https://thenewstack.io/four-best-practices-to-drive-successful-adoption-of-ci-cd |
-| 2474 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://about.gitlab.com/blog/2022/02/03/how-to-keep-up-with-ci-cd-best-practices |
-| 2475 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://www.linkedin.com/pulse/enabling-cicd-boost-devops-pavan-belagatti |
-| 2476 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Engineering Pipeline | https://about.gitlab.com/blog/2022/04/13/how-to-learn-ci-cd-fast |
-| 2477 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://thenewstack.io/are-monolith-ci-cd-pipelines-killing-quality-in-your-software |
-| 2478 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Engineering Pipeline | https://www.clickittech.com/devops/ci-cd-best-practices |
-| 2479 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://www.groundcover.com/blog/ci-cd-kubernetes |
-| 2480 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://spacelift.io/blog/kubernetes-ci-cd |
-| 2481 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://thenewstack.io/embracing-database-deployments-in-ci-cd-practices-with-git |
-| 2482 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://techcommunity.microsoft.com/blog/AzureDevCommunityBlog/enhancing-infrastructure-as-code-generation-with-github-copilot-for-azure/4388514 |
-| 2483 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://thenewstack.io/kubernetes-ci-cd-pipelines-explained |
-| 2484 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Platform & Site Reliability | https://chrisarcand.com/purposeful-commits |
-| 2485 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://developers.redhat.com/blog/2019/07/08/10-tips-for-reviewing-code-you-dont-like |
-| 2486 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions |
-| 2487 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Platform & Site Reliability | https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses |
-| 2488 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://thenewstack.io/ci-checks-are-not-enough-combat-configuration-drift-in-kubernetes-resources |
-| 2489 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://devops.com/8-security-considerations-for-ci-cd |
-| 2490 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://www.harness.io/harness-devops-academy/progressive-delivery?utm_campaign=fme&utm_source=split_io&utm_medium=redirect&utm_content=individual |
-| 2491 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://blog.container-solutions.com/deployment-strategies |
-| 2492 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes |
-| 2493 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://www.opsmx.com/blog/blue-green-deployment |
-| 2494 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://www.youtube.com/watch?v=aU-EtdEOdlM |
-| 2495 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://deniscooper.co.uk/azure-devops-terraform-pipeline |
-| 2496 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://www.harness.io/blog/deployment-pipeline-patterns |
-| 2497 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://www.sonatype.com/blog/achieving-ci/cd-with-kubernetes |
-| 2498 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://devtron.ai |
-| 2499 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://thenewstack.io/7-features-that-make-kubernetes-ideal-for-ci-cd |
-| 2500 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Engineering Pipeline | https://thenewstack.io/ebooks/kubernetes/ci-cd-with-kubernetes |
-| 2501 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://www.harness.io/blog/kubernetes-ci-cd-best-practices |
-| 2502 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://docs.cloudposse.com/components/library/aws/runs-on |
-| 2503 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Cloud Providers (Hyperscalers) | https://runs-on.com |
-| 2504 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Developer Ecosystem | https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops |
-| 2505 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://caylent.com/blog/pragmatic-enterprise-cicd |
-| 2506 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://jfrog.com/pipelines |
-| 2507 | 💎 ELITE | [EMERGING], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://github.com/antonbabenko/terraform-skill |
-| 2508 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Platform & Site Reliability | https://buildbot.net |
-| 2509 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://www.linkedin.com/pulse/infracost-terraform-prs-making-cost-awareness-martin-jackson-a6sge?utm_source=share&utm_medium=member_android&utm_campaign=share_via |
-| 2510 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Hardened Infrastructure | https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-pipelines |
-| 2511 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.jenkins.io/blog/2023/10/31/marc-s-napkin-upgrade-guide |
-| 2512 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://github.com/techpivot/terraform-module-releaser |
-| 2513 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://github.com/termkit/gama |
-| 2514 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops |
-| 2515 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Engineering Pipeline | https://www.plutora.com/ci-cd-tools/artifacts-management-tools |
-| 2516 | 💎 ELITE | [LEGACY] | 🌟 | Engineering Pipeline | https://www.cloudbees.com/blog/cicd-tools-to-know-2021 |
-| 2517 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Engineering Pipeline | https://github.com/cicdops/awesome-ciandcd |
-| 2518 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Engineering Pipeline | https://www.youtube.com/watch?si=dWSDPD4eXvF3dx5r&v=gnYU0jtQbug&feature=youtu.be |
-| 2519 | 💎 ELITE | [LEGACY] | 🌟 | The Container Stack | https://www.katacoda.com |
-| 2520 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | The Container Stack | https://www.crunchydata.com/developers/tutorials |
-| 2521 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Architectural Foundations | http://redhatgov.io |
-| 2522 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟 | Career & Industry | https://www.tutorialspoint.com/openshift/index.htm |
-| 2523 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://www.whizlabs.com |
-| 2524 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://www.linkedin.com/learning/?trk=lynda_redirect_learning |
-| 2525 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Career & Industry | https://www.edx.org |
-| 2526 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Career & Industry | https://www.coursera.org |
-| 2527 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://www.codecademy.com |
-| 2528 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://typing.io |
-| 2529 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Career & Industry | http://www.vogella.com/tutorials |
-| 2530 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Career & Industry | https://training.linuxfoundation.org/resources |
-| 2531 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://www.khanacademy.org |
-| 2532 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://codely.com/en |
-| 2533 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Cloud Providers (Hyperscalers) | https://ine.com |
-| 2534 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://www.learnfree.org/en |
-| 2535 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://sqlpd.com |
-| 2536 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Career & Industry | https://techstudyslack.com |
-| 2537 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Career & Industry | https://kube.academy |
-| 2538 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Career & Industry | https://www.codewars.com |
-| 2539 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Career & Industry | https://riptutorial.com |
-| 2540 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://www.techworld-with-nana.com |
-| 2541 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Career & Industry | https://github.com/techiescamp/devops-projects |
-| 2542 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | http://open-bootcamp.com |
-| 2543 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://code.joejag.com/2021/i-am-aws-certified-should-you-trust-me.html |
-| 2544 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Career & Industry | https://homebusinessmag.com/businesses/success-tips/certificates-alone-wont-get-hired-need-certifications-plus |
-| 2545 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Platform & Site Reliability | https://www.syntasso.io/post/platform-democracy-rethinking-who-builds-and-consumes-your-internal-platform |
-| 2546 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Platform & Site Reliability | https://sre.google |
-| 2547 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Platform & Site Reliability | https://cloud.google.com/blog/products/devops-sre |
-| 2548 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Platform & Site Reliability | https://devops.com/sre-vs-devops-false-distinction |
-| 2549 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Platform & Site Reliability | https://devops.com/sre-devops-cloud-native-server-cage-match |
-| 2550 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Platform & Site Reliability | https://devops.com/site-reliability-engineering-101-devops-versus-sre |
-| 2551 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Platform & Site Reliability | https://www.linkedin.com/pulse/devops-vs-site-reliability-engineering-sean-washington |
-| 2552 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Platform & Site Reliability | https://opensource.com/article/18/10/sre-startup |
-| 2553 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Platform & Site Reliability | https://thenewstack.io/where-the-site-reliability-engineer-role-overlaps-with-devops |
-| 2554 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Platform & Site Reliability | https://www.redhat.com/en/blog/from-ops-to-sre-evolution-of-the-openshift-dedicated-team |
-| 2555 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Platform & Site Reliability | https://www.youtube.com/watch?v=tgRPlAQpHYk&ab_channel=TheNewStack |
-| 2556 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Platform & Site Reliability | https://www.linkedin.com/pulse/sre-key-insights-done-right-way-shankar-muniyappa |
-| 2557 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Platform & Site Reliability | https://devops.com/how-the-sre-role-is-evolving |
-| 2558 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Platform & Site Reliability | https://cloud.google.com/blog/products/devops-sre/sre-at-google-our-complete-list-of-cre-life-lessons |
-| 2559 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟 | Platform & Site Reliability | https://www.circonus.com/2021/04/monitoring-for-success-what-all-sres-need-to-know |
-| 2560 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://www.infracloud.io/blogs/sre-best-practices |
-| 2561 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://www.youtube.com/watch?v=jgW4r9FxItI&ab_channel=DevOpsToolkitbyViktorFarcic |
-| 2562 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://dev.to/thenjdevopsguy/devops-vs-sre-what-s-the-difference-560d |
-| 2563 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://thenewstack.io/how-the-sre-experience-is-changing-with-cloud-native |
-| 2564 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://thenewstack.io/sharing-the-operations-burden-centralized-vs-decentralized |
-| 2565 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://dev.to/thenjdevopsguy/what-you-need-to-break-into-devops-and-sre-3fp5 |
-| 2566 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://www.infoq.com/presentations/sre-apprentices |
-| 2567 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://thenewstack.io/google-sre-site-reliability-engineering-at-a-global-scale |
-| 2568 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Platform & Site Reliability | https://sre.google/sre-book/evolving-sre-engagement-model |
-| 2569 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://devops.com/day-in-the-life-of-a-site-reliability-engineer-sre |
-| 2570 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://devops.com/top-nine-skills-for-sres-to-master |
-| 2571 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://devops.com/how-sres-benefit-from-feature-flags |
-| 2572 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://www.toolbox.com/tech/devops/articles/automating-sre-to-scale-operations |
-| 2573 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Platform & Site Reliability | https://devops.com/sre-vs-platform-engineering-whats-the-difference |
-| 2574 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://phoenixnap.com/blog/sre-vs-devops |
-| 2575 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://thenewstack.io/sre-vs-devops-successful-platform-engineering-needs-both |
-| 2576 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://thenewstack.io/the-site-reliability-engineering-tool-stack |
-| 2577 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://www.cortex.io/post/a-guide-to-the-best-sre-tools |
-| 2578 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://thenewstack.io/the-best-site-reliability-engineering-tools-in-2021 |
-| 2579 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Platform & Site Reliability | https://www.sloconf.com |
-| 2580 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://thenewstack.io/automate-user-satisfaction-with-this-gitops-friendly-spec-for-service-level-objectives |
-| 2581 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Platform & Site Reliability | https://sre.google/resources/practices-and-processes/art-of-slos |
-| 2582 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Platform & Site Reliability | https://github.com/OpenSLO/OpenSLO |
-| 2583 | 💎 ELITE | [COMMUNITY-TOOL] |  | Platform & Site Reliability | https://thenewstack.io/validate-service-level-objectives-of-rest-apis-using-iter8 |
-| 2584 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Platform & Site Reliability | https://sre.google/prodcast |
-| 2585 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://git-scm.com |
-| 2586 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://devdocs.io/git |
-| 2587 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://tutorialzine.com/2016/06/learn-git-in-30-minutes |
-| 2588 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://dev.to/gonedark/3-git-commands-i-use-every-day |
-| 2589 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://opensource.com/life/16/7/how-restore-older-file-versions-git |
-| 2590 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://tychoish.com/post/9-awesome-git-tricks |
-| 2591 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/dictcp/awesome-git |
-| 2592 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://ohshitgit.com |
-| 2593 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/learn-git-basics |
-| 2594 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.datree.io/resources/git-commit-message |
-| 2595 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/open-source/git/how-to-undo-almost-anything-with-git |
-| 2596 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://dev.to/milu_franz/git-explained-the-basics-igc |
-| 2597 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://dev.to/g_abud/advanced-git-reference-1o9j |
-| 2598 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://opensource.com/article/20/7/git-repos-best-practices |
-| 2599 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://codeburst.io/debug-your-code-using-git-bisect-45db2983cc69 |
-| 2600 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/open-source/git/highlights-from-git-2-28 |
-| 2601 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://codeburst.io/a-resource-for-all-things-git-b63d6626beca |
-| 2602 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://newsletter.thelongcommit.com/subscribe |
-| 2603 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://thenextweb.com/news/a-beginners-guide-to-the-most-popular-git-commands |
-| 2604 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://julien.danjou.info/stop-merging-your-pull-request-manually |
-| 2605 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.gitkraken.com/learn/git/tutorials |
-| 2606 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/security/application-security/token-authentication-requirements-for-git-operations |
-| 2607 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE], [LEGACY] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/open-source/git/commits-are-snapshots-not-diffs |
-| 2608 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/open-source/git/get-up-to-speed-with-partial-clone-and-shallow-clone |
-| 2609 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://about.gitlab.com/blog/2020/03/13/partial-clone-for-massive-repositories |
-| 2610 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://intellipaat.com/blog/tutorial/devops-tutorial/git-tutorial |
-| 2611 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/how-to-handle-multiple-git-configurations-in-one-machine |
-| 2612 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟 | Architectural Foundations | https://dev.to/purveshshende2/git-for-beginners-3il6 |
-| 2613 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE], [LEGACY] | 🌟🌟🌟🌟 | Architectural Foundations | https://blog.gitguardian.com/rewriting-git-history-cheatsheet |
-| 2614 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.smashingmagazine.com/2021/02/getting-the-most-out-of-git |
-| 2615 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://thenewstack.io/why-open-source-project-maintainers-are-reluctant-to-use-digital-signatures-two-factor-authentication |
-| 2616 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.geeksforgeeks.org/git/how-to-write-good-commit-messages-in-github |
-| 2617 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/what-is-git-learn-git-version-control |
-| 2618 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.c-sharpcorner.com/article/20-git-commands-you-should-know |
-| 2619 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/4/git-whatchanged |
-| 2620 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/practical-git-and-git-workflows |
-| 2621 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.honeybadger.io/blog/git-tricks |
-| 2622 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.cloudbees.com/blog/git-commit-detailed-tutorial-on-saving-your-code |
-| 2623 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://dev.to/valeriavg/master-git-in-7-minutes-gai |
-| 2624 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.cloudbees.com/blog/git-pull-how-it-works-with-detailed-examples |
-| 2625 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://midu.dev/buenas-practicas-escribir-commits-git |
-| 2626 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.cloudbees.com/blog/git-push-an-in-depth-tutorial-with-examples |
-| 2627 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://thenewstack.io/git-for-managing-small-projects |
-| 2628 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.simplilearn.com/tutorials/git-tutorial/merge-conflicts-in-git |
-| 2629 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://blog.argoproj.io/5-new-git-commands-and-1-tip-youll-use-every-day-3c28e97c9321 |
-| 2630 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://dev.to/okimotomizuho/open-source-my-first-pull-request-1356 |
-| 2631 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/git-for-professionals |
-| 2632 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://towardsdatascience.com/a-git-cheatsheet-that-all-coders-need-bf8ad4d91576 |
-| 2633 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.r-bloggers.com/2021/10/git-moving-from-master-to-main |
-| 2634 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://css-tricks.com/creating-the-perfect-commit-in-git |
-| 2635 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.cloudbees.com/blog/git-reset-undo-changes |
-| 2636 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.c-sharpcorner.com/article/top-15-git-commands-with-examples-for-every-developers |
-| 2637 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://marklodato.github.io/visual-git-guide/index-en.html |
-| 2638 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://dev.to/tahsinature/get-lazy-with-lazygit-4h37 |
-| 2639 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://dev.to/yenyih/10-useful-git-tips-to-improve-your-workflow-kf1 |
-| 2640 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://dev.to/render/git-organized-a-better-git-flow-56go |
-| 2641 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://thenewstack.io/development-introduction-to-git-logging |
-| 2642 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/git-config-how-to-configure-git-settings |
-| 2643 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/git-undo-merge-how-to-revert-the-last-merge-commit-in-git |
-| 2644 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.infoworld.com/article/2334697/what-is-git-version-control-for-collaborative-programming.html |
-| 2645 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://dev.to/github/how-do-i-resolve-merge-conflicts-5438 |
-| 2646 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/22/4/git-push |
-| 2647 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/22/4/customize-git-subcommands |
-| 2648 | 💎 ELITE | [CASE STUDY], [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/engineering/improve-git-monorepo-performance-with-a-file-system-monitor |
-| 2649 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.java67.com/2022/07/10-best-free-git-courses-and-tutorials.html |
-| 2650 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://polarsquad.com/blog/stop-doing-pull-requests |
-| 2651 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://dev.to/samuelfaure/how-atomic-git-commits-dramatically-increased-my-productivity-and-will-increase-yours-too-4a84 |
-| 2652 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://dev.to/leandronsp/git-fundamentals-a-complete-guide-do7 |
-| 2653 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/undo-git-add-how-to-remove-added-files-in-git |
-| 2654 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://realpython.com/advanced-git-for-pythonistas |
-| 2655 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://build5nines.com/git-reset-undo-most-recent-local-commit |
-| 2656 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/how-to-write-commit-messages-maintainers-will-like |
-| 2657 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://build5nines.com/how-to-determine-url-a-local-git-repository-was-originally-cloned-from |
-| 2658 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/open-source/git/highlights-from-git-2-40 |
-| 2659 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/4/git-stash |
-| 2660 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://dev.to/mwafrika/how-to-use-git-stash-command-22bk |
-| 2661 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.cloudbees.com/blog/git-squash-how-to-condense-your-commit-history |
-| 2662 | 💎 ELITE | [GUIDE], [LEGACY] | 🌟🌟 | Architectural Foundations | https://www.devroom.io/2011/07/05/git-squash-your-latests-commits-into-one |
-| 2663 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/git-squash-commits |
-| 2664 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://learngitbranching.js.org |
-| 2665 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.gitkraken.com/learn/git/problems/rename-git-branch |
-| 2666 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/git-checkout-remote-branch-tutorial |
-| 2667 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/how-to-use-branches-in-git |
-| 2668 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://stackoverflow.blog/2021/04/05/a-look-under-the-hood-how-branches-work-in-git |
-| 2669 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/4/context-switching-git |
-| 2670 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/git-push-to-remote-branch-how-to-push-a-local-branch-to-origin |
-| 2671 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/how-git-branches-work |
-| 2672 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://dev.to/okimotomizuho/open-source-multiple-branches-and-git-merges-2f69 |
-| 2673 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://css-tricks.com/git-switching-unstaged-changes-to-a-new-branch |
-| 2674 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/git-list-branches-how-to-show-all-remote-and-local-branch-names |
-| 2675 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://opensource.com/article/22/4/git-branches |
-| 2676 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://dev.to/varbsan/a-simplified-convention-for-naming-branches-and-commits-in-git-il4 |
-| 2677 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/the-definitive-guide-to-git-merge |
-| 2678 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/how-to-fix-merge-conflicts-in-git |
-| 2679 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://build5nines.com/git-merge-repositories-with-history |
-| 2680 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/20/11/git-aliases |
-| 2681 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://davidwalsh.name/more-awesome-git-aliases |
-| 2682 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://dev.to/karaluton/explain-like-i-m-five-git-rebase-vs-merging-1k69 |
-| 2683 | 💎 ELITE | [EMERGING], [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/22/4/manage-git-commits-rebase-i-command |
-| 2684 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/git-rebase-handbook |
-| 2685 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.backhub.co |
-| 2686 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://devops.com/make-github-backups-part-of-your-development-process |
-| 2687 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://dev.to/github/3-ways-to-backup-your-code-even-if-you-dont-know-git-1o5l |
-| 2688 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://opensource.com/article/21/3/git-cherry-pick |
-| 2689 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://jmfloreszazo.com/git-mejores-practicas-cherry-picking |
-| 2690 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://git-scm.com/book/en/v2/Git-Tools-Submodules |
-| 2691 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://shields.io |
-| 2692 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://paulhammant.com/2013/12/04/what_is_your_branching_model |
-| 2693 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://adevait.com/software/creating-branching-strategy |
-| 2694 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://confluence.atlassian.com/bitbucketserver/branches-776639968.html#UsingbranchesinBitbucketServer-model |
-| 2695 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://git-scm.com/book/en/v2/Git-Branching-Branching-Workflows |
-| 2696 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://git-scm.com/book/en/v2/Distributed-Git-Distributed-Workflows#Integration-Manager-Workflow |
-| 2697 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://martinfowler.com/articles/branching-patterns.html |
-| 2698 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://speakerdeck.com/lemiorhan/10-git-anti-patterns-you-should-be-aware-of |
-| 2699 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.gitkraken.com/learn/git/branch |
-| 2700 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://jmfloreszazo.com/flujos-de-trabajo-de-git |
-| 2701 | 💎 ELITE | [DE FACTO STANDARD], [GUIDE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.atlassian.com/git/tutorials/comparing-workflows |
-| 2702 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://docs.github.com/en/get-started/using-github/github-flow |
-| 2703 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://nvie.com/posts/a-successful-git-branching-model |
-| 2704 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://gist.github.com/djspiewak/9f2f91085607a4859a66 |
-| 2705 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.kubernetes.dev/docs/guide/github-workflow |
-| 2706 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://trunkbaseddevelopment.com |
-| 2707 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://paulhammant.com/2013/04/05/what-is-trunk-based-development |
-| 2708 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://kean.blog/post/trunk-based-development |
-| 2709 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://paulhammant.com/2014/04/03/microsofts-trunk-based-development |
-| 2710 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://devblogs.microsoft.com/devops/release-flow-how-we-do-branching-on-the-vsts-team |
-| 2711 | 💎 ELITE | [LEGACY] | 🌟🌟 | Architectural Foundations | https://www.devopszone.info/post/an-introduction-to-git-flow-workflow |
-| 2712 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.atlassian.com/git/tutorials/comparing-workflows/gitflow-workflow |
-| 2713 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://support.gitkraken.com/git-workflows-and-extensions/git-flow |
-| 2714 | 💎 ELITE | [LEGACY] | 🌟🌟🌟 | Architectural Foundations | https://git-flow.readthedocs.io/en/latest |
-| 2715 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://gist.github.com/JamesMGreene/cdd0ac49f90c987e45ac |
-| 2716 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://danielkummer.github.io/git-flow-cheatsheet/index.html |
-| 2717 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | http://aprendegit.com/git-flow-la-rama-develop-y-uso-de-feature-branches |
-| 2718 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://thinkinglabs.io/talks/2016/10/29/feature-branching-considered-evil.html |
-| 2719 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.youtube.com/watch?v=_w6TwnLCFwA&ab_channel=ContinuousDelivery |
-| 2720 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://team-coder.com/from-git-flow-to-trunk-based-development |
-| 2721 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/what-is-trunk-based-development |
-| 2722 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://trunkbaseddevelopment.com/alternative-branching-models |
-| 2723 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://featureflags.io/feature-flags-vs-branching |
-| 2724 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://martinfowler.com/articles/feature-toggles.html |
-| 2725 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟 | Architectural Foundations | https://x.com/hashtag/featureflag |
-| 2726 | 💎 ELITE | [EMERGING] | 🌟🌟🌟 | Architectural Foundations | https://www.cloudbees.com/blog/feature-flags-improve-developer-productivity |
-| 2727 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.cloudbees.com/customers/petdesk |
-| 2728 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://thenewstack.io/wave-goodbye-to-release-nights |
-| 2729 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.infoworld.com/article/2261454/why-arent-you-using-feature-flags.html |
-| 2730 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.cloudbees.com/blog/how-to-build-the-process-and-culture-behind-using-feature-flags-at-scale |
-| 2731 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.cloudbees.com/blog/change-management-in-production |
-| 2732 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.cloudbees.com/blog/feature-flag-lifecycle |
-| 2733 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/engineering/ship-code-faster-safer-feature-flags |
-| 2734 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.cloudbees.com/blog/how-feature-flags-help-you-put-customers-first |
-| 2735 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.infoworld.com/article/2270518/5-devops-use-cases-for-developing-with-feature-flags.html |
-| 2736 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://reflectoring.io/spring-boot-feature-flags |
-| 2737 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://martinfowler.com/bliki/KeystoneInterface.html |
-| 2738 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.harness.io/blog?module-name=Feature+Management+%26+Experimentation&utm_campaign=fme&utm_source=split_io&utm_medium=redirect&utm_content=wildcard |
-| 2739 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://gist.github.com/CrookedNumber/8964442 |
-| 2740 | 💎 ELITE | [DE FACTO STANDARD], [LEGACY] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://bitbucket.org |
-| 2741 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet |
-| 2742 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://about.gitlab.com |
-| 2743 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://about.gitlab.com/blog/2021/01/25/mr-reviews-with-vs-code |
-| 2744 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://about.gitlab.com/blog/2021/01/20/using-run-parallel-jobs |
-| 2745 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://about.gitlab.com/blog/2021/02/05/ci-deployment-and-environments |
-| 2746 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://about.gitlab.com/blog/2021/02/22/pipeline-editor-overview |
-| 2747 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://www.devclass.com/ci-cd/2021/03/23/git-a-march-on-gitlab-1310-ramps-up-security-adds-support-for-openshift-dora/1619889 |
-| 2748 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.testmuai.com/blog/use-gitlab-ci-to-run-test-locally |
-| 2749 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://sdtimes.com/devops/gitlab-14-aims-to-do-away-with-diy-devops-toolchains |
-| 2750 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://about.gitlab.com/releases/2021/07/22/gitlab-14-1-released |
-| 2751 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://about.gitlab.com/blog/2021/03/10/new-git-default-branch-name |
-| 2752 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://about.gitlab.com/blog/2021/09/09/5-code-review-features |
-| 2753 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://pythonspeed.com/articles/gitlab-build-docker-image |
-| 2754 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://about.gitlab.com/blog/2021/10/05/gitpod-desktop-app-personal-activities |
-| 2755 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://about.gitlab.com/blog/2021/10/12/open-shift-ga |
-| 2756 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://cloudnativenow.com/features/gitlab-brings-kubernetes-operator-to-red-hat-openshift |
-| 2757 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://vadosware.io/post/level-one-automated-k8s-deployments-with-gitlab-ci |
-| 2758 | 💎 ELITE | [ENTERPRISE-STABLE], [LEGACY] | 🌟🌟 | Architectural Foundations | https://about.gitlab.com/blog/2021/12/17/gitlab-chart-works-towards-kubernetes-1-22 |
-| 2759 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://aws.amazon.com/blogs/devops/deploy-and-manage-gitlab-runners-on-amazon-ec2 |
-| 2760 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.freecodecamp.org/news/devops-with-gitlab-ci-course |
-| 2761 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://www.testmo.com/guides/gitlab-ci-test-automation |
-| 2762 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://community.ops.io/jatin/ci-cd-101-with-gitlab-4pol |
-| 2763 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://about.gitlab.com/blog/2022/11/15/simple-kubernetes-management-with-gitlab |
-| 2764 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟🌟 | Architectural Foundations | https://itnext.io/managing-multiple-kubernetes-clusters-using-git-cd068bbd85ac |
-| 2765 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://stackoverflow.blog/2021/09/22/gitlab-launches-collective-on-stack-overflow |
-| 2766 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://github.blog/developer-skills/github/github-for-beginners-getting-started-with-oss-contributions |
-| 2767 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Platform & Site Reliability | https://www.freecodecamp.org/news/what-is-github-wiki-and-how-do-you-use-it |
-| 2768 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.githubstatus.com |
-| 2769 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://buttons.github.io |
-| 2770 | 💎 ELITE | [DE FACTO STANDARD], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/features/codespaces |
-| 2771 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.infoq.com/news/2022/02/github-codespaces-templates |
-| 2772 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://cli.github.com |
-| 2773 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://www.githubstatus.com/uptime |
-| 2774 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://github.blog/engineering/how-we-launched-docs-github-com |
-| 2775 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/news-insights/product-news/introducing-githubs-openapi-description |
-| 2776 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/github/roadmap |
-| 2777 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟 | Architectural Foundations | https://github.blog/news-insights/company-news/token-authentication-requirements-for-api-and-git-operations |
-| 2778 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟 | Architectural Foundations | https://www.infoq.com/news/2020/08/GitHub-open-api-spec |
-| 2779 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://sebastiandedeyne.com/things-you-didnt-know-you-could-diff-in-github |
-| 2780 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟 | Architectural Foundations | https://github.blog/changelog/2020-08-26-set-the-default-branch-for-newly-created-repositories |
-| 2781 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://grafana.com/blog/2020/09/21/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests |
-| 2782 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://itnext.io/build-ship-github-container-registry-kubernetes-aa06029b3f21 |
-| 2783 | 💎 ELITE | [LEGACY] | 🌟🌟 | Architectural Foundations | https://www.theregister.com/security/2020/12/17/passwords-begone-github-will-ban-them-next-year-for-authenticating-git-operations/958514 |
-| 2784 | 💎 ELITE | [COMMUNITY-TOOL] | 🌟🌟🌟 | Architectural Foundations | https://github.blog/developer-skills/programming-languages-and-frameworks/learn-about-ghapi-a-new-third-party-python-client-for-the-github-api |
-| 2785 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/enterprise-software/devops/improving-how-we-deploy-github |
-| 2786 | 💎 ELITE | [CASE STUDY], [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/developer-skills/github/deployment-reliability-at-github |
-| 2787 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://github.blog/enterprise-software/devops/extending-gitops-to-reliability-as-code-with-github-and-stackpulse |
-| 2788 | 💎 ELITE | [ENTERPRISE-STABLE], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://github.blog/enterprise-software/devops/solving-the-innersource-discovery-problem |
-| 2789 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://www.gruntwork.io/blog/introducing-git-xargs-an-open-source-tool-to-update-multiple-github-repos |
-| 2790 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/engineering/security-keys-supported-ssh-git-operations |
-| 2791 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/education |
-| 2792 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/security/supply-chain-security/github-supply-chain-security-features-go-community |
-| 2793 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://dev.to/github/how-to-never-type-passwords-when-using-git-18bb |
-| 2794 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟🌟 | Architectural Foundations | https://dev.to/lostintangent/10-awesome-things-you-can-do-with-github-dev-5fm7 |
-| 2795 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.blog/news-insights/product-news/github-cli-2-0-includes-extensions |
-| 2796 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://dev.to/ifierygod/git-and-github-the-complete-guides-chapter-6-2c74 |
-| 2797 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟 | Architectural Foundations | https://github.blog/changelog/2021-09-27-improved-pull-request-file-filtering |
-| 2798 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://dev.to/ifierygod/series/14420 |
-| 2799 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟 | Architectural Foundations | https://www.infoworld.com/article/2270808/github-introduces-code-review-controls.html |
-| 2800 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] | 🌟🌟 | Architectural Foundations | https://www.returngis.net/2021/11/migrar-un-repositorio-de-un-bitbucket-server-local-a-github |
-| 2801 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://www.freecodecamp.org/news/git-and-github-for-beginners |
-| 2802 | 💎 ELITE | [DE FACTO STANDARD], [LEGACY] | 🌟🌟 | Architectural Foundations | https://github.com/mislav/hub |
-| 2803 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://dev.to/colocodes/learn-how-to-use-git-and-github-in-a-team-like-a-pro-2dk7 |
-| 2804 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://dev.to/ericawanja/git-and-github-for-beginners-33a0 |
-| 2805 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://adamtheautomator.com/github-actions-environment-variables |
-| 2806 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://dev.to/estherwanjiru/introduction-to-git-and-github-25ei |
-| 2807 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/engineering/improving-github-code-search |
-| 2808 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/changelog/2021-12-09-lists-are-now-available-as-a-public-beta |
-| 2809 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://www.freecodecamp.org/news/how-to-use-the-dot-github-repository |
-| 2810 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://about.gitlab.com/blog/2021/11/16/gko-on-ocp |
-| 2811 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/news-insights/product-news/dependency-graph-now-supports-github-actions |
-| 2812 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://github.blog/enterprise-software/ci-cd/build-ci-cd-pipeline-github-actions-four-steps |
-| 2813 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://github.blog/developer-skills/github/using-reusable-workflows-github-actions |
-| 2814 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://github.blog/developer-skills/github/getting-started-with-project-planning-on-github |
-| 2815 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://www.freecodecamp.org/news/how-to-fork-a-github-repository |
-| 2816 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/Lightning-AI/engineering-class |
-| 2817 | 💎 ELITE | [ENTERPRISE-STABLE] | 🌟🌟🌟🌟 | Architectural Foundations | https://github.com/marketplace/actions/aws-secrets-manager-github-action |
-| 2818 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://tylercipriani.com/blog/2022/09/30/githubs-missing-merge-option |
-| 2819 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://steampipe.io/blog/github-security-tips |
-| 2820 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://dev.to/opensauced/how-to-create-a-good-pull-request-template-and-why-you-should-add-gifs-4i0l |
-| 2821 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.youtube.com/playlist?list=PL0pgb_7nDofA1hJpkpPf4qHQTYZbPVT5M |
-| 2822 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://www.freecodecamp.org/news/create-a-github-template-repository-with-react-vite-and-tailwindcss |
-| 2823 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://docs.github.com/en/authentication/troubleshooting-ssh/using-ssh-over-the-https-port |
-| 2824 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://www.freecodecamp.org/news/git-and-github-workflow-for-open-source |
-| 2825 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Cloud Providers (Hyperscalers) | https://mattias.engineer/blog/2024/azure-federated-credentials-github |
-| 2826 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://www.freecodecamp.org/news/create-and-sync-git-and-github-repositories |
-| 2827 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://analyticsindiamag.com/github-launches-code-scanner-to-flag-security-vulnerabilities |
-| 2828 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/giscus/giscus |
-| 2829 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/enterprise-software/devops/devops-cloud-testing |
-| 2830 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://laravel-news.com/generate-github-actions-config-for-laravel-projects-with-ghygen |
-| 2831 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://www.codecentric.de/en/knowledge-hub/blog/github-actions-nextgen-cicd |
-| 2832 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://github.blog/security/application-security/implementing-least-privilege-for-secrets-in-github-actions |
-| 2833 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/news-insights/product-news/work-with-github-actions-in-your-terminal-with-github-cli |
-| 2834 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/changelog/2021-04-20-github-actions-control-permissions-for-github_token |
-| 2835 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/open-source/maintainers/github-actions-update-helping-maintainers-combat-bad-actors |
-| 2836 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/engineering/use-github-actions-manage-docs |
-| 2837 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://vimeo.com/552276182 |
-| 2838 | 💎 ELITE | [DE FACTO STANDARD] | 🌟🌟🌟🌟🌟 | Architectural Foundations | https://github.com/actions/actions-runner-controller |
-| 2839 | 💎 ELITE | [COMMUNITY-TOOL], [GUIDE] |  | Architectural Foundations | https://itnext.io/github-actions-for-android-developers-9ae606df2bfa |
-| 2840 | 💎 ELITE | [LEGACY] | 🌟🌟 | Architectural Foundations | https://github.com/jessfraz/branch-cleanup-action |
-| 2841 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/changelog/2021-09-20-github-actions-ephemeral-self-hosted-runners-new-webhooks-for-auto-scaling |
-| 2842 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/changelog/2021-09-27-showing-code-scanning-alerts-on-pull-requests |
-| 2843 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/developer-skills/github/10-github-actions-resources-basics-ci-cd |
-| 2844 | 💎 ELITE | [CASE STUDY], [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.com/resources/whitepapers/actions |
-| 2845 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/changelog/2021-12-06-container-signing-added-to-the-publish-docker-container-workflow-for-github-actions |
-| 2846 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://dev.to/github/whats-the-difference-between-a-github-action-and-a-workflow-2gba |
-| 2847 | 💎 ELITE | [COMMUNITY-TOOL] |  | Architectural Foundations | https://github.blog/developer-skills/github/5-automations-every-developer-should-be-running |
diff --git a/v2_file_audit.md b/v2_file_audit.md
deleted file mode 100644
index cda042f6..00000000
--- a/v2_file_audit.md
+++ /dev/null
@@ -1,120 +0,0 @@
-### 📜 V2 Document Architecture
-Exhaustive list of 115 generated elite documents.
-
-| # | Document Name | Description |
-| :--- | :--- | :--- |
-| 1 | `GoogleCloudPlatform.md` | Googlecloudplatform |
-| 2 | `ai-agents-mcp.md` | Ai Agents Mcp |
-| 3 | `ai.md` | Ai |
-| 4 | `ansible.md` | Ansible |
-| 5 | `api.md` | Api |
-| 6 | `argo.md` | Argo |
-| 7 | `aws-architecture.md` | Aws Architecture |
-| 8 | `aws-containers.md` | Aws Containers |
-| 9 | `aws-databases.md` | Aws Databases |
-| 10 | `aws-devops.md` | Aws Devops |
-| 11 | `aws-iac.md` | Aws Iac |
-| 12 | `aws-miscellaneous.md` | Aws Miscellaneous |
-| 13 | `aws-newfeatures.md` | Aws Newfeatures |
-| 14 | `aws-security.md` | Aws Security |
-| 15 | `aws-serverless.md` | Aws Serverless |
-| 16 | `aws-spain.md` | Aws Spain |
-| 17 | `aws-storage.md` | Aws Storage |
-| 18 | `aws-tools-scripts.md` | Aws Tools Scripts |
-| 19 | `aws-training.md` | Aws Training |
-| 20 | `aws.md` | Aws |
-| 21 | `azure.md` | Azure |
-| 22 | `caching.md` | Caching |
-| 23 | `chaos-engineering.md` | Chaos Engineering |
-| 24 | `chatgpt.md` | Chatgpt |
-| 25 | `cheatsheets.md` | Cheatsheets |
-| 26 | `cicd-kubernetes-plugins.md` | Cicd Kubernetes Plugins |
-| 27 | `cicd.md` | Cicd |
-| 28 | `cloud-arch-diagrams.md` | Cloud Arch Diagrams |
-| 29 | `cloud-asset-inventory.md` | Cloud Asset Inventory |
-| 30 | `container-managers.md` | Container Managers |
-| 31 | `crossplane.md` | Crossplane |
-| 32 | `customer.md` | Customer |
-| 33 | `databases.md` | Databases |
-| 34 | `demos.md` | Demos |
-| 35 | `devel-sites.md` | Devel Sites |
-| 36 | `developerportals.md` | Developerportals |
-| 37 | `devops-tools.md` | Devops Tools |
-| 38 | `devops.md` | Devops |
-| 39 | `devsecops.md` | Devsecops |
-| 40 | `digitalocean.md` | Digitalocean |
-| 41 | `docker.md` | Docker |
-| 42 | `dotnet.md` | Dotnet |
-| 43 | `elearning.md` | Elearning |
-| 44 | `faq.md` | Faq |
-| 45 | `finops.md` | Finops |
-| 46 | `freelancing.md` | Freelancing |
-| 47 | `git.md` | Git |
-| 48 | `gitops.md` | Gitops |
-| 49 | `golang.md` | Golang |
-| 50 | `helm.md` | Helm |
-| 51 | `iac.md` | Iac |
-| 52 | `index.md` | Nubenetes Elite Portal (V2) | Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome) |
-| 53 | `interview-questions.md` | Interview Questions |
-| 54 | `introduction.md` | Introduction |
-| 55 | `istio.md` | Istio |
-| 56 | `java-and-java-performance-optimization.md` | Java And Java Performance Optimization |
-| 57 | `java_app_servers.md` | Java_App_Servers |
-| 58 | `java_frameworks.md` | Java_Frameworks |
-| 59 | `javascript.md` | Javascript |
-| 60 | `jenkins-alternatives.md` | Jenkins Alternatives |
-| 61 | `jenkins.md` | Jenkins |
-| 62 | `kubectl-commands.md` | Kubectl Commands |
-| 63 | `kubernetes-alternatives.md` | Kubernetes Alternatives |
-| 64 | `kubernetes-backup-migrations.md` | Kubernetes Backup Migrations |
-| 65 | `kubernetes-based-devel.md` | Kubernetes Based Devel |
-| 66 | `kubernetes-bigdata.md` | Kubernetes Bigdata |
-| 67 | `kubernetes-client-libraries.md` | Kubernetes Client Libraries |
-| 68 | `kubernetes-monitoring.md` | Kubernetes Monitoring |
-| 69 | `kubernetes-networking.md` | Kubernetes Networking |
-| 70 | `kubernetes-on-premise.md` | Kubernetes On Premise |
-| 71 | `kubernetes-operators-controllers.md` | Kubernetes Operators Controllers |
-| 72 | `kubernetes-security.md` | Kubernetes Security |
-| 73 | `kubernetes-tools.md` | Kubernetes Tools |
-| 74 | `kubernetes-troubleshooting.md` | Kubernetes Troubleshooting |
-| 75 | `kubernetes-tutorials.md` | Kubernetes Tutorials |
-| 76 | `kubernetes.md` | Kubernetes |
-| 77 | `kustomize.md` | Kustomize |
-| 78 | `linux-dev-env.md` | Linux Dev Env |
-| 79 | `linux.md` | Linux |
-| 80 | `liquibase.md` | Liquibase |
-| 81 | `lowcode-nocode.md` | Lowcode Nocode |
-| 82 | `managed-kubernetes-in-public-cloud.md` | Managed Kubernetes In Public Cloud |
-| 83 | `matrix-table.md` | Matrix Table |
-| 84 | `maven-gradle.md` | Maven Gradle |
-| 85 | `message-queue.md` | Message Queue |
-| 86 | `mkdocs.md` | Mkdocs |
-| 87 | `monitoring.md` | Monitoring |
-| 88 | `networking.md` | Networking |
-| 89 | `newsql.md` | Newsql |
-| 90 | `oauth.md` | Oauth |
-| 91 | `ocp4.md` | Ocp4 |
-| 92 | `openshift-pipelines.md` | Openshift Pipelines |
-| 93 | `openshift.md` | Openshift |
-| 94 | `oraclecloud.md` | Oraclecloud |
-| 95 | `performance-testing-with-jenkins-and-jmeter.md` | Performance Testing With Jenkins And Jmeter |
-| 96 | `private-cloud-solutions.md` | Private Cloud Solutions |
-| 97 | `project-management-methodology.md` | Project Management Methodology |
-| 98 | `prometheus.md` | Prometheus |
-| 99 | `pulumi.md` | Pulumi |
-| 100 | `python.md` | Python |
-| 101 | `qa.md` | Qa |
-| 102 | `react.md` | React |
-| 103 | `recruitment.md` | Recruitment |
-| 104 | `registries.md` | Registries |
-| 105 | `scaffolding.md` | Scaffolding |
-| 106 | `securityascode.md` | Securityascode |
-| 107 | `serverless.md` | Serverless |
-| 108 | `servicemesh.md` | Servicemesh |
-| 109 | `sonarqube.md` | Sonarqube |
-| 110 | `sre.md` | Sre |
-| 111 | `tekton.md` | Tekton |
-| 112 | `terraform.md` | Terraform |
-| 113 | `visual-studio.md` | Visual Studio |
-| 114 | `web-servers.md` | Web Servers |
-| 115 | `yaml.md` | Yaml |
diff --git a/v2_safety_report.md b/v2_safety_report.md
deleted file mode 100644
index 98cb216c..00000000
--- a/v2_safety_report.md
+++ /dev/null
@@ -1,555 +0,0 @@
-
-## 🛡️ Platinum Safety & Mandate Audit: ❌ FAILED
-*Audit executed on 2026-05-22 15:26:54*
-
-### 🔍 High-Value Pending Reviews
-> ⚠️ The following resources have been preserved in V1 but hidden from V2 for manual audit.
-
-- 📍 `New AWS Solutions Implementation: Tag Tamer`: Original: https://aws.amazon.com/about-aws/whats-new/2021/06/new-aws-solutions-implementation-tag-tamer | Proposed: NONE
-- 📍 `AWS Site-to-Site VPN releases updated Download Configuration utility`: Original: https://aws.amazon.com/about-aws/whats-new/2021/09/aws-site-to-site-vpn-download-configuration-utility | Proposed: NONE
-- 📍 `Announcing Amazon Elastic File System Replication`: Original: https://aws.amazon.com/about-aws/whats-new/2022/01/amazon-elastic-file-system-replication | Proposed: NONE
-- 📍 `Amazon CloudWatch now supports high resolution metric extraction from structured logs`: Original: https://aws.amazon.com/about-aws/whats-new/2023/02/amazon-cloudwatch-high-resolution-metric-extraction-structured-logs | Proposed: NONE
-- 📍 `AWS SAM CLI introduces ‘sam list’ command to inspect AWS SAM resources`: Original: https://aws.amazon.com/about-aws/whats-new/2023/02/aws-sam-cli-sam-list-command-inspect-resources | Proposed: NONE
-- 📍 `Popular community plugins that can improve your Grafana dashboards 🌟`: Original: https://grafana.com/blog/2020/08/26/popular-community-plugins-that-can-improve-your-grafana-dashboards | Proposed: NONE
-- 📍 `Thomas Publishing Case Study`: Original: https://aws.amazon.com/solutions/case-studies/thomas-publishing | Proposed: NONE
-- 📍 `AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟`: Original: https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code | Proposed: NONE
-- 📍 `smartbear.com: The State of API 2019 Report 🌟`: Original: https://smartbear.com/resources/ebooks/the-state-of-api-2019-report | Proposed: NONE
-- 📍 `blog.testproject.io: Top 10 API Testing Tools to Watch in 2020 🌟`: Original: https://blog.testproject.io/2020/06/25/top-10-api-testing-tools-to-watch-in-2020 | Proposed: NONE
-- 📍 `blog.testproject.io: API Testing 101 🌟`: Original: https://blog.testproject.io/2021/06/16/api-testing-101 | Proposed: NONE
-- 📍 `Deploying to Azure: Secure Your GitHub Workflow with OIDC`: Original: https://thomasthornton.cloud/2025/02/27/deploying-to-azure-secure-your-github-workflow-with-oidc | Proposed: NONE
-- 📍 `harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟`: Original: https://harness.io/blog/continuous-verification/blue-green-canary-deployment-strategies | Proposed: NONE
-- 📍 `https://azure.github.io/Azure-Landing-Zones/accelerator`: Original: https://azure.github.io/Azure-Landing-Zones//accelerator | Proposed: NONE
-- 📍 `postgresql.org: Crunchy PostgreSQL Operator 4.5: Enhanced Monitoring, Custom Annotations, PostgreSQL 13 🌟`: Original: https://www.postgresql.org/about/news/crunchy-postgresql-operator-45-enhanced-monitoring-custom-annotations-postgresql-13-2086 | Proposed: NONE
-- 📍 `falco.org/about/case-studies/incepto-medical: Protect shared clusters for medical imaging`: Original: https://falco.org/about/case-studies/incepto-medical | Proposed: NONE
-- 📍 `stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices for Cluster Setup 🌟`: Original: https://www.stackrox.com/post/2021/01/part-1-rancher-kubernetes-engine-rke-security-best-practices-for-cluster-setup | Proposed: NONE
-- 📍 `==thomasthornton.cloud: A DevOps journey using Azure DevOps==`: Original: https://thomasthornton.cloud/2021/12/26/a-devops-journey-using-azure-devops | Proposed: NONE
-- 📍 `blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟`: Original: https://blogs.vmware.com/management/2020/06/devops-culture.html | Proposed: NONE
-- 📍 `itproportal.com: How to implement DevOps successfully in 2021 🌟`: Original: https://www.itproportal.com/features/how-to-implement-devops-successfully-in-2021 | Proposed: NONE
-- 📍 `itproportal.com: Stop messing up with CI/CD vs. DevOps and learn the difference finally`: Original: https://www.itproportal.com/features/stop-messing-up-with-cicd-vs-devops-and-learn-the-difference-finally | Proposed: NONE
-- 📍 `==about.gitlab.com: Fantastic Infrastructure as Code security attacks and how to find them==`: Original: https://about.gitlab.com/blog/2022/02/17/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them | Proposed: NONE
-- 📍 `about.gitlab.com: How to secure your container images with GitLab and Grype`: Original: https://about.gitlab.com/blog/2021/07/28/secure-container-images-with-gitlab-and-grype | Proposed: NONE
-- 📍 `iximiuz.com: Container Networking Is Simple!`: Original: https://iximiuz.com/en/posts/container-networking-is-simple | Proposed: NONE
-- 📍 `gitlab.com: How to keep your Git history clean with interactive rebase`: Original: https://about.gitlab.com/blog/2020/11/23/keep-git-history-clean-with-interactive-rebase | Proposed: NONE
-- 📍 `about.gitlab.com: Why small merge requests are key to a great review 🌟`: Original: https://about.gitlab.com/blog/2021/03/18/iteration-and-code-review | Proposed: NONE
-- 📍 `blog.testproject.io: Git 101 From Scratch: The Ultimate Guide for QAs 🌟`: Original: https://blog.testproject.io/2021/09/23/git-101-from-scratch-the-ultimate-guide-for-qas | Proposed: NONE
-- 📍 `gitlab.com: GitLab’s guide to CI/CD for beginners`: Original: https://about.gitlab.com/blog/2020/07/06/beginner-guide-ci-cd | Proposed: NONE
-- 📍 `about.gitlab.com: Want a more effective CI/CD pipeline? Try our pro tips`: Original: https://about.gitlab.com/blog/2020/07/29/effective-ci-cd-pipelines | Proposed: NONE
-- 📍 `about.gitlab.com: A new era of Kubernetes integrations on GitLab.com`: Original: https://about.gitlab.com/blog/2021/02/22/gitlab-kubernetes-agent-on-gitlab-com | Proposed: NONE
-- 📍 `hipertextual.com: GitHub une fuerzas con OpenIA para crear una inteligencia artificial capaz de autocompletar código`: Original: https://hipertextual.com/2021/06/github-inteligencia-artificial-autocompletar-codigo | Proposed: NONE
-- 📍 `about.gitlab.com: 3 Ways to approach GitOps 🌟`: Original: https://about.gitlab.com/blog/2021/04/27/gitops-done-3-ways | Proposed: NONE
-- 📍 `ibm.com: Enable GitOps`: Original: https://www.ibm.com/garage/method/practices/run/gitops | Proposed: NONE
-- 📍 `blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟`: Original: https://blog.heaphero.io/2020/10/16/what-is-gc-log-thread-dump-and-heapdump | Proposed: NONE
-- 📍 `cloudbees.com: Jenkins Pipeline with Plugins`: Original: https://www.cloudbees.com/resource/whitepaper/jenkins-pipeline-plugins | Proposed: NONE
-- 📍 `cuelogic.com: Decoding Pipeline as Code (With Jenkins) 🌟`: Original: https://www.cuelogic.com/blog/pipeline-as-code | Proposed: NONE
-- 📍 `redhat.com: OpenShift Backup and Cluster failover with Triliovault 🌟`: Original: https://www.redhat.com/es/about/videos/openshift-backup-and-cluster-failover-triliovault | Proposed: NONE
-- 📍 `Mirantis Docker Enterprise 3.1+ with Kubernetes`: Original: https://www.mirantis.com/software/docker/docker-enterprise | Proposed: NONE
-- 📍 `sysdig.com: Kubernetes Security Guide 🌟`: Original: https://sysdig.com/resources/ebooks/kubernetes-security-guide | Proposed: NONE
-- 📍 `Kubernetes Hardening Guidance 🌟🌟`: Original: https://media.defense.gov/2021/Aug/03/2002820425/-1/-1/1/CTR_KUBERNETES%20HARDENING%20GUIDANCE.PDF | Proposed: NONE
-- 📍 `Hands on your first Kubernetes secrets 🌟`: Original: https://www.padok.fr/en/blog/kubernetes-secrets | Proposed: NONE
-- 📍 `OpenEBS Features and Benefits`: Original: https://docs.openebs.io/docs/next/features.html | Proposed: NONE
-- 📍 `==research.nccgroup.com: Detection Engineering for Kubernetes clusters==`: Original: https://research.nccgroup.com/2021/11/10/detection-engineering-for-kubernetes-clusters | Proposed: NONE
-- 📍 `==azure.microsoft.com: Private preview: Azure Kubernetes Service (AKS) Backup== 🌟`: Original: https://azure.microsoft.com/en-us/updates/private-preview-aks-backup | Proposed: NONE
-- 📍 `==grafana.com: Scrape Azure metrics and monitor AKS using Grafana Agent== 🌟`: Original: https://grafana.com/blog/2023/04/07/scrape-azure-metrics-and-monitor-aks-using-grafana-agent | Proposed: NONE
-- 📍 `Apache Camel`: Original: https://camel.apache.org | Proposed: NONE
-- 📍 `Distributed Load Testing on AWS 🌟`: Original: https://aws.amazon.com/solutions/implementations/distributed-load-testing-on-aws | Proposed: NONE
-- 📍 `grafana.com: How we use metamonitoring Prometheus servers to monitor all other Prometheus servers at Grafana Labs`: Original: https://grafana.com/blog/2021/04/08/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs | Proposed: NONE
-- 📍 `blog.testproject.io: A Complete Guide to Test Automation Framework 🌟`: Original: https://blog.testproject.io/2021/06/17/a-complete-guide-to-test-automation-framework | Proposed: NONE
-- 📍 `blog.testproject.io: REST API Automation From Scratch 🌟`: Original: https://blog.testproject.io/2021/07/28/rest-api-automation-from-scratch | Proposed: NONE
-- 📍 `CoolerVoid/codecat: CodeCat - Tool to help in static code analysis`: Original: https://github.com/CoolerVoid/codecat | Proposed: NONE
-- 📍 `aws.amazon.com: Serverless or Kubernetes on AWS 🌟`: Original: https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes | Proposed: NONE
-- 📍 `gitlab.com: VS Code extension development with GitLab`: Original: https://about.gitlab.com/blog/2020/11/30/vscode-extension-development-with-gitlab | Proposed: NONE
-- 📍 `harness.io: Introduction to Helm: Charts, Deployments, & More 🌟`: Original: https://harness.io/blog/continuous-delivery/what-is-helm | Proposed: NONE
-- 📍 `grafana.com: Introducing Kubernetes Monitoring in Grafana Cloud`: Original: https://grafana.com/blog/2022/07/13/introducing-kubernetes-monitoring-in-grafana-cloud | Proposed: NONE
-- 📍 `grafana.com: How to optimize resource utilization with Kubernetes Monitoring for Grafana Cloud 🌟`: Original: https://grafana.com/blog/2023/03/03/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud | Proposed: NONE
-- 📍 `grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator`: Original: https://grafana.com/blog/2023/01/19/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator | Proposed: NONE
-- 📍 `==iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense)== 🌟🌟`: Original: https://iximiuz.com/en/posts/kubernetes-vs-virtual-machines | Proposed: NONE
-- 📍 `==iximiuz.com: Containers vs. Pods - Taking a Deeper Look==`: Original: https://iximiuz.com/en/posts/containers-vs-pods | Proposed: NONE
-- 📍 `grafana.com: A beginner's guide to distributed tracing and how it can increase an application's performance 🌟`: Original: https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance | Proposed: NONE
-- 📍 `grafana.com: Announcing Grafana Tempo, a massively scalable distributed tracing system 🌟`: Original: https://grafana.com/blog/2020/10/27/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system | Proposed: NONE
-- 📍 `dynatrace.com: Why conventional observability fails in Kubernetes environments—A real-world use case 🌟`: Original: https://www.dynatrace.com/news/blog/why-conventional-observability-fails-in-kubernetes-environments-a-real-world-use-case | Proposed: NONE
-- 📍 `youtube: Getting Started with OpenShift 4 Security 🌟`: Original: https://www.redhat.com/en/about/videos/getting-started-openshift-4-security | Proposed: NONE
-- 📍 `business.vogue.es: Adiós a los jefes tóxicos: este es el nuevo tipo de liderazgo gentil que triunfa`: Original: https://business.vogue.es/carrera/articulos/adios-jefes-toxicos-la-salud-organizacional-rentabilidad-residen-liderazgo-gentil/533 | Proposed: NONE
-- 📍 `https://highscalability.com/blog/2016/2/17/building-nginx-and-tarantool-based-services.html`: Original: https://highscalability.com/blog/2016/2/17/building-nginx-and-tarantool-based-services.html | Proposed: NONE
-- 📍 `https://rollout.io/wp-content/uploads/2018/11/Rising.The_.Flag_.Rollout-1.pdf`: Original: https://rollout.io/wp-content/uploads/2018/11/Rising.The_.Flag_.Rollout-1.pdf | Proposed: NONE
-- 📍 `https://www.toptechskills.com/ansible-tutorials-courses/speed-up-ansible-playbooks-pipelining-mitogen`: Original: https://www.toptechskills.com/ansible-tutorials-courses//speed-up-ansible-playbooks-pipelining-mitogen | Proposed: NONE
-- 📍 `https://blog.azurebrains.com/despliega-azure-function-terraform-azuredevops`: Original: https://blog.azurebrains.com/despliega-azure-function-terraform-azuredevops | Proposed: NONE
-- 📍 `https://www.dynatrace.com/solutions/observability-for-developers/-part-2`: Original: https://www.dynatrace.com/solutions/observability-for-developers/-part-2 | Proposed: NONE
-- 📍 `https://www.root.io/docs/docker-desktop-extension.html`: Original: https://www.root.io/docs/docker-desktop-extension.html | Proposed: NONE
-- 📍 `https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/how-to-configure-ldap-sync-with-cronjobs-in-openshift`: Original: https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/how-to-configure-ldap-sync-with-cronjobs-in-openshift | Proposed: NONE
-- 📍 `https://cloudnativenow.com/features/the-rise-of-the-kubemaster`: Original: https://cloudnativenow.com//features/the-rise-of-the-kubemaster | Proposed: NONE
-- 📍 `https://realpython.com/learning-paths/machine-learning-python`: Original: https://realpython.com/learning-paths//machine-learning-python | Proposed: NONE
-- 📍 `https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/operator-based-calico-cni-plug-in-is-supported-on-openshift-4`: Original: https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/operator-based-calico-cni-plug-in-is-supported-on-openshift-4 | Proposed: NONE
-- 📍 `https://aws.amazon.com/solutions/implementations/workload-discovery-on-aws`: Original: https://aws.amazon.com/solutions/implementations/workload-discovery-on-aws | Proposed: NONE
-- 📍 `https://thenewstack.io/platform-engineering/architecture-and-design-considerations-for-platform-engineering-teams`: Original: https://thenewstack.io/platform-engineering//architecture-and-design-considerations-for-platform-engineering-teams | Proposed: NONE
-- 📍 `https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/8-answers-to-7-openshift-questions`: Original: https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/8-answers-to-7-openshift-questions | Proposed: NONE
-- 📍 `https://grafana.com/blog/2021/11/17/grafana-aws-cloudwatch-integration`: Original: https://grafana.com/blog/2021/11/17/grafana-aws-cloudwatch-integration | Proposed: NONE
-- 📍 `https://blackbird.a8r.io/initializer`: Original: https://blackbird.a8r.io/initializer | Proposed: NONE
-- 📍 `https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy`: Original: https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy | Proposed: NONE
-- 📍 `https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/introducing-azure-red-hat-openshift-on-openshift-4`: Original: https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/introducing-azure-red-hat-openshift-on-openshift-4 | Proposed: NONE
-- 📍 `https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook`: Original: https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook | Proposed: NONE
-- 📍 `https://cloud.google.com/architecture/partners/a-hybrid-cloud-native-devsecops-pipeline-with-jfrog-artifactory-and-gke-on-prem`: Original: https://cloud.google.com/architecture/partners/a-hybrid-cloud-native-devsecops-pipeline-with-jfrog-artifactory-and-gke-on-prem | Proposed: NONE
-- 📍 `https://www.red-gate.com/products/flyway/community`: Original: https://www.red-gate.com/products/flyway/community | Proposed: NONE
-- 📍 `https://azure.microsoft.com/en-us/services/devops`: Original: https://azure.microsoft.com/en-us/services/devops | Proposed: NONE
-- 📍 `https://trstringer.com/deploy-to-aks-from-github-actions/-self-hosted`: Original: https://trstringer.com/deploy-to-aks-from-github-actions/-self-hosted | Proposed: NONE
-- 📍 `https://code.visualstudio.com/updates/v1_120/v1_46`: Original: https://code.visualstudio.com/updates/v1_120/v1_46 | Proposed: NONE
-- 📍 `https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/openshift-security-best-practices-for-kubernetes-cluster-design`: Original: https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/openshift-security-best-practices-for-kubernetes-cluster-design | Proposed: NONE
-- 📍 `https://jfrog.com/help/r/jfrog-artifactory-documentation/helm-chart-repositories`: Original: https://jfrog.com/help/r/jfrog-artifactory-documentation/helm-chart-repositories | Proposed: NONE
-- 📍 `https://k21academy.com/microsoft-azure/az-104/azure-container-instances-and-kubernetes-service`: Original: https://k21academy.com/microsoft-azure/az-104/azure-container-instances-and-kubernetes-service | Proposed: NONE
-- 📍 `https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/sonarscanner-for-jenkins`: Original: https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/sonarscanner-for-jenkins | Proposed: NONE
-- 📍 `https://github.com/redhat-actions/openshift-actions-runners-chart`: Original: https://github.com/redhat-actions/openshift-actions-runners-chart | Proposed: NONE
-- 📍 `https://thenewstack.io/kubernetes/-probes-and-why-they-matter-for-autoscaling`: Original: https://thenewstack.io/kubernetes/-probes-and-why-they-matter-for-autoscaling | Proposed: NONE
-- 📍 `https://thenewstack.io/kubernetes/-lifecycle-management-so-important-what-does-it-mean`: Original: https://thenewstack.io/kubernetes/-lifecycle-management-so-important-what-does-it-mean | Proposed: NONE
-- 📍 `https://thenewstack.io/kubernetes/-is-not-just-about-containers-its-about-the-api`: Original: https://thenewstack.io/kubernetes/-is-not-just-about-containers-its-about-the-api | Proposed: NONE
-- 📍 `https://thenewstack.io/kubernetes/-observability-challenges-in-cloud-native-architecture`: Original: https://thenewstack.io/kubernetes/-observability-challenges-in-cloud-native-architecture | Proposed: NONE
-
-### ⚖️ License & Compliance Dashboard
-| License Type | Count |
-| :--- | :---: |
-| N/A | 13677 |
-| Apache-2.0 | 793 |
-| MIT | 432 |
-| NOASSERTION | 121 |
-| GPL-3.0 | 45 |
-| CC0-1.0 | 36 |
-| MPL-2.0 | 25 |
-| BSD-3-Clause | 23 |
-| AGPL-3.0 | 20 |
-| MIT-0 | 14 |
-| CC-BY-4.0 | 8 |
-| CC-BY-SA-4.0 | 4 |
-| GPL-2.0 | 4 |
-| BSD-2-Clause | 3 |
-| EPL-2.0 | 2 |
-| 0BSD | 1 |
-| WTFPL | 1 |
-| Unlicense | 1 |
-| ISC | 1 |
-| Zlib | 1 |
-| LGPL-3.0 | 1 |
-| EPL-1.0 | 1 |
-
-> ✅ **Compliance**: All monitored projects follow permissive Open Source standards.
-
-### 🔴 Critical Failures
-- 💎 **VIP Flag Missing**: `https://github.com/sindresorhus/awesome` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://dev.to/playfulprogramming/the-awesome-side-of-github-awesome-lists-2a5h` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://ramitsurana.github.io/awesome-kubernetes` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/tomhuang12/awesome-k8s-resources` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/sindresorhus/awesome` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/jk8s/awesome-kubernetes` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `http://dockerlabs.collabnix.com/kubernetes/kubetools` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://collabnix.github.io/kubetools` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/magnologan/awesome-k8s-security` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/ksoclabs/awesome-kubernetes-security` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/rootsongjc/awesome-cloud-native` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/diegolnasc/kubernetes-best-practices` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://unofficial-kubernetes.readthedocs.io/en/latest` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/run-x/awesome-kubernetes` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/clusterpedia-io/clusterpedia` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/mikeroyal/Kubernetes-Guide` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://www.fairwinds.com/blog/top-12-kubernetes-resources` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/joseadanof/awesome-cloudnative-trainings` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/calvin-puram/awesome-kubernetes-operator-resources` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://free-for.dev` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/tcnksm/awesome-container` from `other-awesome-lists.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/jyguyomarch/awesome-productivity` from `other-awesome-lists.md` is not marked as Special
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-- 💎 **VIP Flag Missing**: `https://jsoning.com` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/instrumenta/kubernetes-json-schema` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://learnkube.com/validating-kubernetes-yaml` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://teresaforcades.com/pensament/medicina.html` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/FairwindsOps/polaris` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://kubevious.io/blog/post/top-kubernetes-yaml-validation-tools` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/stackrox/kube-linter` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://thomasthornton.cloud/2022/04/13/analyze-your-kubernetes-yaml-files-and-helm-charts-to-ensure-best-practices-using-kuberlinter-in-azure-devops-pipeline` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://theketch.io` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://www.civo.com/learn` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/theketchio/ketch` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://shipa.io/devops-challenge-kubernetes-deployment-ketch-vs-yaml` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/krisnova/naml` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://jvns.ca/blog/2022/04/12/a-list-of-new-ish--command-line-tools` from `yaml.md` is not marked as Special
-- 💎 **VIP Flag Missing**: `https://github.com/kislyuk/yq` from `yaml.md` is not marked as Special
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Eclipse JKube (formerly known as Fabric8 Maven Plugin) - Kubernetes & OpenShift Maven and Gradle Plugins` in `maven-gradle.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Eclipse JKube Pipeline Library (formerly known as Fabric8 Kubernetes Plugin). Kubernetes & OpenShift Plugins` in `openshift-pipelines.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Jenkins & JMeter` in `performance-testing-with-jenkins-and-jmeter.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Jenkins & Gatling` in `performance-testing-with-jenkins-and-jmeter.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Jenkins & CloudBees` in `index.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Web Servers, Reverse Proxies, Java Runtimes & Caching Solutions` in `index.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Cloud Based Integration & Messaging. Data Processing & Streaming (aka Data Pipeline)` in `index.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Development & Frameworks` in `index.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Logging & Centralized Log Management` in `monitoring.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Crunchy Data Postgres Operator in OpenShift 4. Overview & Proof of Concept` in `crunchydata.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `OpenShift End-to-End. Day 0, Day 1 & Day 2` in `ocp4.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Cluster Network Operator (CNO) & Routers` in `ocp4.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Rapid API Marketplace. Free Public & Open REST APIs` in `developerportals.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `API Managers with API Gateways & Developer Portals` in `developerportals.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `OpenShift Network Model & Network Policy ` in `openshift.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Postman & Newman API Automated Tests` in `demos.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Apache Camel & ActiveMQ. Event driven integration` in `demos.md`. Use 'and'.
-- 🚫 **Standard Violation**: Ampersand `&` found in title `Eclipse Jkube Java Client for Kubernetes (formerly known as Fabric8). Kubernetes & OpenShift Maven Plugins` in `kubernetes-client-libraries.md`. Use 'and'.
-- 📚 **V2 TOC Missing**: `linux.md`
-- 📚 **V2 TOC Missing**: `aws-storage.md`
-- 📚 **V2 TOC Missing**: `aws-databases.md`
-- 📚 **V2 TOC Missing**: `yaml.md`
-- 📚 **V2 TOC Missing**: `recruitment.md`
-- 📚 **V2 TOC Missing**: `registries.md`
-- 📚 **V2 TOC Missing**: `aws-spain.md`
-- 📚 **V2 TOC Missing**: `helm.md`
-- 📚 **V2 TOC Missing**: `crossplane.md`
-- 📚 **V2 TOC Missing**: `scaffolding.md`
-- 📚 **V2 TOC Missing**: `argo.md`
-- 📚 **V2 TOC Missing**: `faq.md`
-- 📚 **V2 TOC Missing**: `aws-serverless.md`
-- 📚 **V2 TOC Missing**: `freelancing.md`
-- 📚 **V2 TOC Missing**: `managed-kubernetes-in-public-cloud.md`
-- 📚 **V2 TOC Missing**: `java-and-java-performance-optimization.md`
-- 📚 **V2 TOC Missing**: `golang.md`
-- 📚 **V2 TOC Missing**: `ai.md`
-- 📚 **V2 TOC Missing**: `aws-architecture.md`
-- 📚 **V2 TOC Missing**: `message-queue.md`
-- 📚 **V2 TOC Missing**: `cloud-asset-inventory.md`
-- 📚 **V2 TOC Missing**: `private-cloud-solutions.md`
-- 📚 **V2 TOC Missing**: `liquibase.md`
-- 📚 **V2 TOC Missing**: `kubernetes-security.md`
-- 📚 **V2 TOC Missing**: `kubernetes-on-premise.md`
-- 📚 **V2 TOC Missing**: `kubernetes-based-devel.md`
-- 📚 **V2 TOC Missing**: `javascript.md`
-- 📚 **V2 TOC Missing**: `chatgpt.md`
-- 📚 **V2 TOC Missing**: `maven-gradle.md`
-- 📚 **V2 TOC Missing**: `sonarqube.md`
-- 📚 **V2 TOC Missing**: `devops-tools.md`
-- 📚 **V2 TOC Missing**: `openshift-pipelines.md`
-- 📚 **V2 TOC Missing**: `ai-agents-mcp.md`
-- 📚 **V2 TOC Missing**: `aws-devops.md`
-- 📚 **V2 TOC Missing**: `kubernetes-bigdata.md`
-- 📚 **V2 TOC Missing**: `interview-questions.md`
-- 📚 **V2 TOC Missing**: `performance-testing-with-jenkins-and-jmeter.md`
-- 📚 **V2 TOC Missing**: `cicd-kubernetes-plugins.md`
-- 📚 **V2 TOC Missing**: `lowcode-nocode.md`
-- 📚 **V2 TOC Missing**: `kubernetes-alternatives.md`
-- 📚 **V2 TOC Missing**: `istio.md`
-- 📚 **V2 TOC Missing**: `web-servers.md`
-- 📚 **V2 TOC Missing**: `kubernetes-monitoring.md`
-- 📚 **V2 TOC Missing**: `newsql.md`
-- 📚 **V2 TOC Missing**: `oraclecloud.md`
-- 📚 **V2 TOC Missing**: `devsecops.md`
-- 📚 **V2 TOC Missing**: `aws-training.md`
-- 📚 **V2 TOC Missing**: `cicd.md`
-- 📚 **V2 TOC Missing**: `elearning.md`
-- 📚 **V2 TOC Missing**: `sre.md`
-- 📚 **V2 TOC Missing**: `git.md`
-- 📚 **V2 TOC Missing**: `jenkins.md`
-- 📚 **V2 TOC Missing**: `python.md`
-- 📚 **V2 TOC Missing**: `kubernetes-tutorials.md`
-- 📚 **V2 TOC Missing**: `databases.md`
-- 📚 **V2 TOC Missing**: `aws-miscellaneous.md`
-- 📚 **V2 TOC Missing**: `monitoring.md`
-- 📚 **V2 TOC Missing**: `cloud-arch-diagrams.md`
-- 📚 **V2 TOC Missing**: `caching.md`
-- 📚 **V2 TOC Missing**: `finops.md`
-- 📚 **V2 TOC Missing**: `java_frameworks.md`
-- 📚 **V2 TOC Missing**: `ocp4.md`
-- 📚 **V2 TOC Missing**: `gitops.md`
-- 📚 **V2 TOC Missing**: `developerportals.md`
-- 📚 **V2 TOC Missing**: `kubernetes-tools.md`
-- 📚 **V2 TOC Missing**: `linux-dev-env.md`
-- 📚 **V2 TOC Missing**: `kubectl-commands.md`
-- 📚 **V2 TOC Missing**: `azure.md`
-- 📚 **V2 TOC Missing**: `GoogleCloudPlatform.md`
-- 📚 **V2 TOC Missing**: `api.md`
-- 📚 **V2 TOC Missing**: `container-managers.md`
-- 📚 **V2 TOC Missing**: `kubernetes-backup-migrations.md`
-- 📚 **V2 TOC Missing**: `chaos-engineering.md`
-- 📚 **V2 TOC Missing**: `aws-newfeatures.md`
-- 📚 **V2 TOC Missing**: `aws-tools-scripts.md`
-- 📚 **V2 TOC Missing**: `cheatsheets.md`
-- 📚 **V2 TOC Missing**: `terraform.md`
-- 📚 **V2 TOC Missing**: `kubernetes-networking.md`
-- 📚 **V2 TOC Missing**: `devel-sites.md`
-- 📚 **V2 TOC Missing**: `dotnet.md`
-- 📚 **V2 TOC Missing**: `kubernetes.md`
-- 📚 **V2 TOC Missing**: `aws-iac.md`
-- 📚 **V2 TOC Missing**: `jenkins-alternatives.md`
-- 📚 **V2 TOC Missing**: `devops.md`
-- 📚 **V2 TOC Missing**: `openshift.md`
-- 📚 **V2 TOC Missing**: `kustomize.md`
-- 📚 **V2 TOC Missing**: `docker.md`
-- 📚 **V2 TOC Missing**: `ansible.md`
-- 📚 **V2 TOC Missing**: `kubernetes-troubleshooting.md`
-- 📚 **V2 TOC Missing**: `securityascode.md`
-- 📚 **V2 TOC Missing**: `visual-studio.md`
-- 📚 **V2 TOC Missing**: `demos.md`
-- 📚 **V2 TOC Missing**: `digitalocean.md`
-- 📚 **V2 TOC Missing**: `aws-containers.md`
-- 📚 **V2 TOC Missing**: `pulumi.md`
-- 📚 **V2 TOC Missing**: `aws.md`
-- 📚 **V2 TOC Missing**: `project-management-methodology.md`
-- 📚 **V2 TOC Missing**: `aws-security.md`
-- 📚 **V2 TOC Missing**: `serverless.md`
-- 📚 **V2 TOC Missing**: `servicemesh.md`
-- 📚 **V2 TOC Missing**: `iac.md`
-- 📚 **V2 TOC Missing**: `prometheus.md`
-- 📚 **V2 TOC Missing**: `introduction.md`
-- 📚 **V2 TOC Missing**: `networking.md`
-- 📚 **V2 TOC Missing**: `oauth.md`
-- 📚 **V2 TOC Missing**: `customer.md`
-- 📚 **V2 TOC Missing**: `kubernetes-client-libraries.md`
-- 📚 **V2 TOC Missing**: `kubernetes-operators-controllers.md`
-- 📚 **V2 TOC Missing**: `react.md`
-- 📚 **V2 TOC Missing**: `tekton.md`
-- 📚 **V2 TOC Missing**: `qa.md`
-- 📚 **V2 TOC Missing**: `java_app_servers.md`
-
-
-### 🟡 Warnings & Recommendations
-<details><summary>Click to view 70 recommendations</summary>
-
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/dirien/pulumi-civo-flux-bucket` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/cinhtau/sonatype-nexus-waffle` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/scorputty/packer-centos-awx` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/abessifi/ansible-sqlplus` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/mhausenblas/openshift-cheat-sheet` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/askmeegs/yaml-your-cloud` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/systemcraftsman/lab-tekton-pipelines` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/deweya/OpenShift-Jenkins-Lab` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/major/imagebuilder-containerized/blob/main/.github/workflows/main.yml` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/jenkins-x-plugins/jx-secret-postrenderer` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/nicolai86/github-rebase-bot` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/IBM/CP4MCM-SDK` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/jenkins-x/jenkins-x-openshift-image` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/gfkse/jenkins-shared-library` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/ManagedKube/kubernetes-development-environment-in-a-box` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/jace-ys/sentry-operator` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/didil/autobucket-operator` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/tinyzimmer/gst-pipeline-operator` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/ContainerSolutions/delayed-jobs-operator` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/clvx/k8s-rbac-model` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/dfrappart/articles/blob/master/podidentityjourney.md` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/oscp/awesome-openshift3` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/robzienert/awesome-spinnaker` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/mancubus77/awesome-sre` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/vincentserpoul/kubench` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/LukeMwila/bootstrap-rke-cluster-in-aws` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/tinyzimmer/k3p` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/YannickRe/msgraph-utility-scripts` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/Azure-Samples/azure-pipelines-remote-tasks` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/adaptant-labs/k8s-dt-node-labeller` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/adaptant-labs/k8s-node-label-monitor` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/kareem-elsayed/k8s-alerts` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/yteraoka/kubectl-isolate` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/pyang55/k8sdeploy` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/GambitResearch/kubeonoff` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/anthonysterling/setec` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/bit-cloner/kcg` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/adaptant-labs/k8s-auto-labeller` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/Isan-Rivkin/kube_query` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/gimlet-io/gimletd` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/yashvardhan-kukreja/kube-bench-exporter` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/AICoE/OpenShiftKubeAudit` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/night-gold/armada` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/cloud-ark/caastle` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/dcherman/image-cache-daemon` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/maorfr/kube-tasks` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/e-minguez/openshift-yolo` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/devopshubproject/azure-terraform-ansible` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/c0dyhi11/k3s-linkerd` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/kuhlman-labs/terraform-azurerm-landing-zone` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/pie-r/terragrunt-vs-terraspace` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/mmmmmmpc/forklift-configmap-service` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/nubenetes/apache-reverse-proxy-jenkins` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/nubenetes/jenkins-CasC-kubernetes-demo` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/tfxor/terraform-google-automation-demo` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/nubenetes/nexus3-helm-chart` (>4yrs) in V2 with low impact
-- 🏚️ **MVQ Violation**: Stale repo `https://github.com/sdduursma/github-merge-bot` (>4yrs) in V2 with low impact
-- 🌐 **Missing Lang Tag**: `Universal Control Plane overview` in `registries.md` needs `[EN CONTENT]`
-- 🌐 **Missing Lang Tag**: `jfrog.com: How to protect your secrets with Spectral and JFrog Pipelines` in `registries.md` needs `[EN CONTENT]`
-- 🌐 **Missing Lang Tag**: `jfrog.com: How to protect your secrets with Spectral and JFrog Pipelines` in `helm.md` needs `[EN CONTENT]`
-- 🧬 **Schema Incomplete**: `https://developers.redhat.com/blog/2019/11/27/handling-angular-environments-in-continuous-delivery-with-red-hat-openshift` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://javascript.plainenglish.io/enough-why-its-time-to-rip-out-angular-7d831802c8a2` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://calendly.com` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://youcanbook.me` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://acuityscheduling.com` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://karenapp.io` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://support.google.com/calendar/answer/190998` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://cal.com` missing ['hierarchy']
-- 🧬 **Schema Incomplete**: `https://support.google.com/google-workspace-individual/answer/10729749` missing ['hierarchy']
-
-> 💡 **Note**: Align with Nubenetes Excellence standards.
-</details>