name	ops-devops-platform
description	Production-grade DevOps patterns with Kubernetes 1.34+, Terraform 1.9+, Docker 27+, ArgoCD/FluxCD GitOps, SRE, eBPF-based observability, AI-driven monitoring, CI/CD security, and cloud-native operations (AWS, GCP, Azure, Kafka).

DevOps Engineering — Quick Reference

This skill equips Claude with actionable templates, checklists, and patterns for building self-service platforms, automating infrastructure with GitOps, deploying securely with DevSecOps, scaling with Kubernetes, ensuring reliability through SRE practices, and operating production systems with AI-driven observability.

Modern Best Practices (December 2025): Kubernetes 1.34 (in-place Pod resource updates GA, 1.35 releasing Dec 17), Docker 27 with BuildKit optimizations, Terraform 1.9+ with improved provider ecosystem, ArgoCD 2.14/FluxCD 2.5 GitOps patterns, eBPF-based observability (Cilium, Hubble), and AI-driven AIOps for incident correlation.

Quick Reference

Task	Tool/Framework	Command	When to Use
Infrastructure as Code	Terraform 1.9+	`terraform plan && terraform apply`	Provision cloud resources declaratively
GitOps Deployment	ArgoCD / FluxCD	`argocd app sync myapp`	Continuous reconciliation, declarative deployments
Container Build	Docker 27+	`docker build -t app:v1 .`	Package applications with dependencies
Kubernetes Deployment	kubectl / Helm (K8s 1.34+)	`kubectl apply -f deploy.yaml` / `helm upgrade app ./chart`	Deploy to K8s cluster, manage releases
CI/CD Pipeline	GitHub Actions	Define workflow in `.github/workflows/ci.yml`	Automated testing, building, deploying
Security Scanning	Trivy / Falco	`trivy image myapp:latest`	Vulnerability scanning, runtime security
Monitoring & Alerts	Prometheus + Grafana	Configure ServiceMonitor and AlertManager	Observability, SLO tracking, incident alerts
Load Testing	k6 / Locust	`k6 run load-test.js`	Performance validation, capacity planning
Incident Response	PagerDuty / Opsgenie	Configure escalation policies	On-call management, automated escalation
Platform Engineering	Backstage / Port	Deploy internal developer portal	Self-service infrastructure, golden paths

Decision Tree: Choosing DevOps Approach

What do you need to accomplish?
    ├─ Infrastructure provisioning?
    │   ├─ Cloud-agnostic → Terraform (multi-cloud support)
    │   ├─ AWS-specific → CloudFormation or Terraform
    │   ├─ GCP-specific → Deployment Manager or Terraform
    │   └─ Azure-specific → ARM templates or Terraform
    │
    ├─ Application deployment?
    │   ├─ Kubernetes cluster?
    │   │   ├─ Simple deploy → kubectl apply -f manifests/
    │   │   ├─ Complex app → Helm charts
    │   │   └─ GitOps workflow → ArgoCD or FluxCD
    │   └─ Serverless?
    │       ├─ AWS → Lambda + SAM/Serverless Framework
    │       ├─ GCP → Cloud Functions
    │       └─ Azure → Azure Functions
    │
    ├─ CI/CD pipeline setup?
    │   ├─ GitHub-based → GitHub Actions (template-github-actions.md)
    │   ├─ GitLab-based → GitLab CI
    │   ├─ Enterprise → Jenkins or Tekton
    │   └─ Security-first → Add SAST/DAST/SCA scans (template-ci-cd.md)
    │
    ├─ Observability & monitoring?
    │   ├─ Metrics → Prometheus + Grafana
    │   ├─ Distributed tracing → Jaeger or OpenTelemetry
    │   ├─ Logs → Loki or ELK stack
    │   ├─ eBPF-based → Cilium + Hubble (sidecarless)
    │   └─ Unified platform → Datadog or New Relic
    │
    ├─ Incident management?
    │   ├─ On-call rotation → PagerDuty or Opsgenie
    │   ├─ Postmortem → template-postmortem.md
    │   └─ Communication → template-incident-comm.md
    │
    ├─ Platform engineering?
    │   ├─ Self-service → Backstage or Port (internal developer portal)
    │   ├─ Policy enforcement → OPA/Gatekeeper
    │   └─ Golden paths → Template repositories + automation
    │
    └─ Security hardening?
        ├─ Container scanning → Trivy or Grype
        ├─ Runtime security → Falco or Sysdig
        ├─ Secrets management → HashiCorp Vault or cloud-native KMS
        └─ Compliance → CIS Benchmarks, template-security-hardening.md

When to Use This Skill

Claude should invoke this skill when users request:

Platform engineering patterns (self-service developer platforms, internal tools)
GitOps workflows (ArgoCD, FluxCD, declarative infrastructure management)
Infrastructure as Code patterns (Terraform, K8s manifests, policy as code)
CI/CD pipelines with DevSecOps (GitHub Actions, security scanning, SAST/DAST/SCA)
SRE incident management, AI-driven alerting, escalation, or postmortem templates
eBPF-based observability (Cilium, Hubble, kernel-level insights, OpenTelemetry)
Kubernetes operational patterns (day-2 operations, resource management, workload placement)
Cloud-native monitoring (Prometheus, Grafana, unified observability platforms)
Team workflow, communication, handover guides, and runbooks

Resources (Best Practices Guides)

Operational best practices by domain:

DevOps/SRE Operations: resources/devops-best-practices.md - Core patterns for safe infrastructure changes, deployments, and incident response
Platform Engineering: resources/platform-engineering-patterns.md - Self-service platforms, golden paths, internal developer portals, policy as code
GitOps Workflows: resources/gitops-workflows.md - Continuous reconciliation, multi-environment promotion, ArgoCD/FluxCD patterns, progressive delivery
SRE Incident Management: resources/sre-incident-management.md - Severity classification, escalation procedures, blameless postmortems, AI-driven correlation
Operational Standards: resources/operational-patterns.md - Platform engineering blueprints, CI/CD safety, SLOs, and reliability drills

Each guide includes:

Checklists for completeness and safety
Common anti-patterns and remediations
Step-by-step patterns for safe rollout, rollback, and verification
Decision matrices (e.g., deployment, escalation, monitoring strategy)
Real-world examples and edge case handling

Templates (Copy-Paste Ready)

Production templates organized by tech stack (27 templates total):

AWS Cloud

templates/aws/template-aws-ops.md - AWS service operations and best practices
templates/aws/template-aws-terraform.md - Terraform modules for AWS infrastructure
templates/aws/template-cost-optimization.md - AWS cost optimization strategies

Docker

templates/docker/template-docker-ops.md - Container build, security, and operations

Kafka

templates/kafka/template-kafka-ops.md - Kafka cluster operations and streaming

Terraform & IaC

templates/terraform-iac/template-iac-terraform.md - Infrastructure as Code patterns
templates/terraform-iac/template-module.md - Reusable Terraform modules
templates/terraform-iac/template-env-promotion.md - Environment promotion strategies

CI/CD Pipelines

templates/cicd-pipelines/template-ci-cd.md - General CI/CD patterns
templates/cicd-pipelines/template-github-actions.md - GitHub Actions workflows
templates/cicd-pipelines/template-gitops.md - GitOps deployment patterns
templates/cicd-pipelines/template-release-safety.md - Safe release practices

Monitoring & Observability

templates/monitoring-observability/template-slo.md - Service level objectives
templates/monitoring-observability/template-alert-rules.md - Alert configuration
templates/monitoring-observability/template-observability-slo.md - Observability patterns
templates/monitoring-observability/template-loadtest-perf.md - Load testing and performance

Incident Response

templates/incident-response/template-postmortem.md - Incident postmortems
templates/incident-response/template-incident-comm.md - Incident communication
templates/incident-response/template-incident-response.md - Incident response procedures

Security

templates/security/template-security-hardening.md - Security hardening checklists

Navigation

Resources

Shared Utilities (Centralized patterns — extract, don't duplicate)

../_shared/utilities/config-validation.md — Zod 3.24+, secrets management (Vault, 1Password, Doppler)
../_shared/utilities/resilience-utilities.md — p-retry v6, circuit breaker, OTel spans
../_shared/utilities/logging-utilities.md — pino v9 + OpenTelemetry integration
../_shared/utilities/observability-utilities.md — OpenTelemetry SDK, tracing, metrics
../_shared/utilities/testing-utilities.md — Test factories, fixtures, mocks
../_shared/resources/code-quality-operational-playbook.md — Canonical coding rules & review protocols

Templates

Data

data/sources.json — Curated external references

Related Skills

Operations & Infrastructure:

../qa-resilience/SKILL.md — Resilience, chaos engineering, and failure handling patterns
../data-sql-optimization/SKILL.md — Database tuning, high availability, and migrations
../qa-observability/SKILL.md — Monitoring, tracing, profiling, and performance optimization
../qa-debugging/SKILL.md — Production debugging, log analysis, and root cause investigation

Security & Compliance:

../software-security-appsec/SKILL.md — Application-layer security patterns and OWASP best practices

Software Development:

../software-backend/SKILL.md — Service-level design and integration patterns
../software-architecture-design/SKILL.md — System design, scalability, and architectural patterns
../dev-api-design/SKILL.md — RESTful API design and versioning
../git-workflow/SKILL.md — Git branching strategies and CI/CD integration

AI/ML Operations:

../ai-mlops/SKILL.md — ML model deployment, monitoring, and lifecycle management
../ai-mlops/SKILL.md — ML security, governance, and compliance

Operational Deep Dives

See resources/operational-patterns.md for:

Platform engineering blueprints and GitOps reconciliation checklists
DevSecOps CI/CD gates, SLO/SLI playbooks, and rollout verification steps
Observability patterns (eBPF), AIOps incident handling, and reliability drills

External Resources

See data/sources.json for 45+ curated sources organized by tech stack:

Cloud Platforms: AWS, GCP, Azure documentation and best practices
Container Orchestration: Kubernetes, Helm, Kustomize, Docker
Infrastructure as Code: Terraform, CloudFormation, ARM templates
CI/CD & GitOps: GitHub Actions, GitLab CI, Jenkins, ArgoCD, FluxCD
Streaming: Apache Kafka, Confluent, Strimzi
Monitoring: Prometheus, Grafana, Datadog, OpenTelemetry, Jaeger
SRE: Google SRE books, incident response patterns
Security: OWASP DevSecOps, CIS Benchmarks, Trivy, Falco
Tools: kubectl, k9s, stern, Cosign, Syft, Terragrunt

Use this skill as a hub for safe, modern, and production-grade DevOps patterns. All templates and patterns are operational—no theory or book summaries.

name	ops-devops-platform
description	Production-grade DevOps patterns with Kubernetes 1.34+, Terraform 1.9+, Docker 27+, ArgoCD/FluxCD GitOps, SRE, eBPF-based observability, AI-driven monitoring, CI/CD security, and cloud-native operations (AWS, GCP, Azure, Kafka).

DevOps Engineering — Quick Reference

Quick Reference

Task	Tool/Framework	Command	When to Use
Infrastructure as Code	Terraform 1.9+	`terraform plan && terraform apply`	Provision cloud resources declaratively
GitOps Deployment	ArgoCD / FluxCD	`argocd app sync myapp`	Continuous reconciliation, declarative deployments
Container Build	Docker 27+	`docker build -t app:v1 .`	Package applications with dependencies
Kubernetes Deployment	kubectl / Helm (K8s 1.34+)	`kubectl apply -f deploy.yaml` / `helm upgrade app ./chart`	Deploy to K8s cluster, manage releases
CI/CD Pipeline	GitHub Actions	Define workflow in `.github/workflows/ci.yml`	Automated testing, building, deploying
Security Scanning	Trivy / Falco	`trivy image myapp:latest`	Vulnerability scanning, runtime security
Monitoring & Alerts	Prometheus + Grafana	Configure ServiceMonitor and AlertManager	Observability, SLO tracking, incident alerts
Load Testing	k6 / Locust	`k6 run load-test.js`	Performance validation, capacity planning
Incident Response	PagerDuty / Opsgenie	Configure escalation policies	On-call management, automated escalation
Platform Engineering	Backstage / Port	Deploy internal developer portal	Self-service infrastructure, golden paths

Decision Tree: Choosing DevOps Approach

What do you need to accomplish?
    ├─ Infrastructure provisioning?
    │   ├─ Cloud-agnostic → Terraform (multi-cloud support)
    │   ├─ AWS-specific → CloudFormation or Terraform
    │   ├─ GCP-specific → Deployment Manager or Terraform
    │   └─ Azure-specific → ARM templates or Terraform
    │
    ├─ Application deployment?
    │   ├─ Kubernetes cluster?
    │   │   ├─ Simple deploy → kubectl apply -f manifests/
    │   │   ├─ Complex app → Helm charts
    │   │   └─ GitOps workflow → ArgoCD or FluxCD
    │   └─ Serverless?
    │       ├─ AWS → Lambda + SAM/Serverless Framework
    │       ├─ GCP → Cloud Functions
    │       └─ Azure → Azure Functions
    │
    ├─ CI/CD pipeline setup?
    │   ├─ GitHub-based → GitHub Actions (template-github-actions.md)
    │   ├─ GitLab-based → GitLab CI
    │   ├─ Enterprise → Jenkins or Tekton
    │   └─ Security-first → Add SAST/DAST/SCA scans (template-ci-cd.md)
    │
    ├─ Observability & monitoring?
    │   ├─ Metrics → Prometheus + Grafana
    │   ├─ Distributed tracing → Jaeger or OpenTelemetry
    │   ├─ Logs → Loki or ELK stack
    │   ├─ eBPF-based → Cilium + Hubble (sidecarless)
    │   └─ Unified platform → Datadog or New Relic
    │
    ├─ Incident management?
    │   ├─ On-call rotation → PagerDuty or Opsgenie
    │   ├─ Postmortem → template-postmortem.md
    │   └─ Communication → template-incident-comm.md
    │
    ├─ Platform engineering?
    │   ├─ Self-service → Backstage or Port (internal developer portal)
    │   ├─ Policy enforcement → OPA/Gatekeeper
    │   └─ Golden paths → Template repositories + automation
    │
    └─ Security hardening?
        ├─ Container scanning → Trivy or Grype
        ├─ Runtime security → Falco or Sysdig
        ├─ Secrets management → HashiCorp Vault or cloud-native KMS
        └─ Compliance → CIS Benchmarks, template-security-hardening.md

When to Use This Skill

Claude should invoke this skill when users request:

Platform engineering patterns (self-service developer platforms, internal tools)
GitOps workflows (ArgoCD, FluxCD, declarative infrastructure management)
Infrastructure as Code patterns (Terraform, K8s manifests, policy as code)
CI/CD pipelines with DevSecOps (GitHub Actions, security scanning, SAST/DAST/SCA)
SRE incident management, AI-driven alerting, escalation, or postmortem templates
eBPF-based observability (Cilium, Hubble, kernel-level insights, OpenTelemetry)
Kubernetes operational patterns (day-2 operations, resource management, workload placement)
Cloud-native monitoring (Prometheus, Grafana, unified observability platforms)
Team workflow, communication, handover guides, and runbooks

Resources (Best Practices Guides)

Operational best practices by domain:

DevOps/SRE Operations: resources/devops-best-practices.md - Core patterns for safe infrastructure changes, deployments, and incident response
Platform Engineering: resources/platform-engineering-patterns.md - Self-service platforms, golden paths, internal developer portals, policy as code
GitOps Workflows: resources/gitops-workflows.md - Continuous reconciliation, multi-environment promotion, ArgoCD/FluxCD patterns, progressive delivery
SRE Incident Management: resources/sre-incident-management.md - Severity classification, escalation procedures, blameless postmortems, AI-driven correlation
Operational Standards: resources/operational-patterns.md - Platform engineering blueprints, CI/CD safety, SLOs, and reliability drills

Each guide includes:

Checklists for completeness and safety
Common anti-patterns and remediations
Step-by-step patterns for safe rollout, rollback, and verification
Decision matrices (e.g., deployment, escalation, monitoring strategy)
Real-world examples and edge case handling

Templates (Copy-Paste Ready)

Production templates organized by tech stack (27 templates total):

AWS Cloud

templates/aws/template-aws-ops.md - AWS service operations and best practices
templates/aws/template-aws-terraform.md - Terraform modules for AWS infrastructure
templates/aws/template-cost-optimization.md - AWS cost optimization strategies

GCP Cloud

templates/gcp/template-gcp-ops.md - GCP service operations
templates/gcp/template-gcp-terraform.md - Terraform modules for GCP

Azure Cloud

templates/azure/template-azure-ops.md - Azure service operations

Kubernetes

templates/kubernetes/template-kubernetes-ops.md - Day-to-day K8s operations
templates/kubernetes/template-ha-dr.md - High availability and disaster recovery
templates/kubernetes/template-platform-api.md - Platform API patterns
templates/kubernetes/template-k8s-deploy.yaml - Deployment manifests

Docker

templates/docker/template-docker-ops.md - Container build, security, and operations

Kafka

templates/kafka/template-kafka-ops.md - Kafka cluster operations and streaming

Terraform & IaC

templates/terraform-iac/template-iac-terraform.md - Infrastructure as Code patterns
templates/terraform-iac/template-module.md - Reusable Terraform modules
templates/terraform-iac/template-env-promotion.md - Environment promotion strategies

CI/CD Pipelines

templates/cicd-pipelines/template-ci-cd.md - General CI/CD patterns
templates/cicd-pipelines/template-github-actions.md - GitHub Actions workflows
templates/cicd-pipelines/template-gitops.md - GitOps deployment patterns
templates/cicd-pipelines/template-release-safety.md - Safe release practices

Monitoring & Observability

templates/monitoring-observability/template-slo.md - Service level objectives
templates/monitoring-observability/template-alert-rules.md - Alert configuration
templates/monitoring-observability/template-observability-slo.md - Observability patterns
templates/monitoring-observability/template-loadtest-perf.md - Load testing and performance

Incident Response

templates/incident-response/template-postmortem.md - Incident postmortems
templates/incident-response/template-incident-comm.md - Incident communication
templates/incident-response/template-incident-response.md - Incident response procedures

Security

templates/security/template-security-hardening.md - Security hardening checklists

Navigation

Resources

Shared Utilities (Centralized patterns — extract, don't duplicate)

../_shared/utilities/config-validation.md — Zod 3.24+, secrets management (Vault, 1Password, Doppler)
../_shared/utilities/resilience-utilities.md — p-retry v6, circuit breaker, OTel spans
../_shared/utilities/logging-utilities.md — pino v9 + OpenTelemetry integration
../_shared/utilities/observability-utilities.md — OpenTelemetry SDK, tracing, metrics
../_shared/utilities/testing-utilities.md — Test factories, fixtures, mocks
../_shared/resources/code-quality-operational-playbook.md — Canonical coding rules & review protocols

Templates

Data

data/sources.json — Curated external references

Related Skills

Operations & Infrastructure:

../qa-resilience/SKILL.md — Resilience, chaos engineering, and failure handling patterns
../data-sql-optimization/SKILL.md — Database tuning, high availability, and migrations
../qa-observability/SKILL.md — Monitoring, tracing, profiling, and performance optimization
../qa-debugging/SKILL.md — Production debugging, log analysis, and root cause investigation

Security & Compliance:

../software-security-appsec/SKILL.md — Application-layer security patterns and OWASP best practices

Software Development:

../software-backend/SKILL.md — Service-level design and integration patterns
../software-architecture-design/SKILL.md — System design, scalability, and architectural patterns
../dev-api-design/SKILL.md — RESTful API design and versioning
../git-workflow/SKILL.md — Git branching strategies and CI/CD integration

AI/ML Operations:

../ai-mlops/SKILL.md — ML model deployment, monitoring, and lifecycle management
../ai-mlops/SKILL.md — ML security, governance, and compliance

Operational Deep Dives

See resources/operational-patterns.md for:

Platform engineering blueprints and GitOps reconciliation checklists
DevSecOps CI/CD gates, SLO/SLI playbooks, and rollout verification steps
Observability patterns (eBPF), AIOps incident handling, and reliability drills

External Resources

See data/sources.json for 45+ curated sources organized by tech stack:

Cloud Platforms: AWS, GCP, Azure documentation and best practices
Container Orchestration: Kubernetes, Helm, Kustomize, Docker
Infrastructure as Code: Terraform, CloudFormation, ARM templates
CI/CD & GitOps: GitHub Actions, GitLab CI, Jenkins, ArgoCD, FluxCD
Streaming: Apache Kafka, Confluent, Strimzi
Monitoring: Prometheus, Grafana, Datadog, OpenTelemetry, Jaeger
SRE: Google SRE books, incident response patterns
Security: OWASP DevSecOps, CIS Benchmarks, Trivy, Falco
Tools: kubectl, k9s, stern, Cosign, Syft, Terragrunt

Use this skill as a hub for safe, modern, and production-grade DevOps patterns. All templates and patterns are operational—no theory or book summaries.

ops-devops-platform

DevOps Engineering — Quick Reference

Quick Reference

Decision Tree: Choosing DevOps Approach

When to Use This Skill

Resources (Best Practices Guides)

Templates (Copy-Paste Ready)

AWS Cloud

GCP Cloud

Azure Cloud

Kubernetes

Docker

Kafka

Terraform & IaC

CI/CD Pipelines

Monitoring & Observability

Incident Response

Security

Navigation

Related Skills

Operational Deep Dives

External Resources

DevOps Engineering — Quick Reference

Quick Reference

Decision Tree: Choosing DevOps Approach

When to Use This Skill

Resources (Best Practices Guides)

Templates (Copy-Paste Ready)

AWS Cloud

GCP Cloud

Azure Cloud

Kubernetes

Docker

Kafka

Terraform & IaC

CI/CD Pipelines

Monitoring & Observability

Incident Response

Security

Navigation

Related Skills

Operational Deep Dives

External Resources