DevOps and Platform Engineering
Use this skill for platform, infrastructure, CI/CD, GitOps, observability, and incident-operating-model design. Keep the output operational: target architecture, rollout path, guardrails, ownership, and artifacts.
Quick Reference
| Need | Starting Direction | |------|--------------------| | infrastructure provisioning | Terraform, OpenTofu, Pulumi, or cloud-native IaC | | cluster or app deployment | GitOps first for steady-state, direct tooling for local iteration | | CI/CD | protected pipelines plus workload identity and supply-chain controls — see supply-chain-security | | observability | OpenTelemetry plus metrics, logs, traces, and SLO-based alerting | | platform engineering | golden paths, policy-as-code, and self-service interfaces | | incident operations | runbooks, severity model, escalation, and postmortems |
Workflow
- classify the dominant problem:
- provisioning
- deployment
- CI/CD
- observability
- platform engineering
- security hardening
- incident operations
- choose the smallest viable toolchain that matches the runtime and team skill
- load the relevant reference and template set
- verify version-sensitive or vendor-sensitive claims before final guidance
- finish with concrete operational outputs: plan, controls, owners, and artifacts
Decision Rules
| Situation | Rule |
|-----------|------|
| any infrastructure change | IaC first; no clickops |
| steady-state production reconciliation | GitOps (Argo CD / Flux) over push-based deploys |
| CI credentials | workload identity (OIDC) over long-lived secrets |
| alerting | SLO burn-rate alerts; suppress raw host-metric noise |
| new environments | platform template + policy guard; no snowflakes |
| supply-chain integrity | SLSA build track + cosign keyless signing |
| drift | detect via reconciler or terraform plan in CI; never discover by accident |
Related Routing
- service-level retries, deadlines, and chaos engineering -> qa-resilience
- telemetry implementation details -> qa-observability
- backend service design -> software-backend
- system architecture -> software-architecture-design
- appsec-specific design -> software-security-appsec
- Git branch and PR workflow policy -> dev-git-workflow
Guardrails
| Domain | Do | Anti-pattern to avoid | |--------|----|-----------------------| | Provisioning | all material changes in IaC; explicit promotion gates | clickops drift; untagged infrastructure | | Delivery | protected pipelines; artifact provenance; rollback + smoke checks | pipelines without identity boundaries | | Platform | golden paths before self-service; policy-as-code that reduces variation | tools shipped without adoption path or ownership | | Observability | define SLOs first; join logs/traces/metrics on shared trace ID | alert fatigue from raw host-metric thresholds | | Incidents | postmortems feed runbooks and platform changes | postmortems that stop at narrative | | Cost | tagging + budget alerts at resource creation; monthly right-sizing | unmanaged snowflake environments; unreviewed reservations |
Navigation
Reference routing
| Load when… | Reference | |------------|-----------| | supply-chain, SBOM, signing, SLSA | references/supply-chain-security.md | | DORA's five metrics and team archetypes (Elite/High/Medium/Low tiers are retired), AI-adoption instability tax, general DevOps best practices | references/devops-best-practices.md | | GitLab CI — parent/child pipelines, MR variable traps, env-export pattern | references/gitlab-ci-patterns.md | | choosing a tool (IaC, GitOps, CI, policy, observability) | references/tool-landscape.md | | golden paths, internal developer portal, platform maturity, when NOT to build an IDP, platform-vs-product boundary, CI/IaC/GitOps adoption sequencing | references/platform-engineering-patterns.md | | GitOps multi-env promotion, Argo CD / Flux patterns | references/gitops-workflows.md | | on-call, severity model, escalation, postmortems | references/sre-incident-management.md | | day-2 operational runbooks, environment hygiene | references/operational-patterns.md | | AIOps alert correlation, automated triage | references/aiops-patterns.md | | Kalman canary, cost autoscaler, CI capacity stabiliser | references/control-theory-applied.md | | capacity planning, saturation SLO, pipeline bottleneck hunt | references/queueing-theory-applied.md | | CI/CD throughput recovery, constraint surfacing, spend reallocation | references/theory-of-constraints-applied.md | | platform-team charter, algedonic escalation, PRR audit | references/cybernetics-vsm-applied.md | | MTBF/MTTR, availability budgets, FMEA | references/reliability-theory-applied.md | | CAP/PACELC, consensus, idempotency, quorums | references/distributed-systems-applied.md | | source URLs and release trackers | data/sources.json |
Templates
AWS / GCP / Azure
- assets/aws/template-aws-ops.md — AWS day-2 ops checklist
- assets/aws/template-aws-terraform.md — AWS Terraform module skeleton
- assets/aws/template-cost-optimization.md — AWS cost right-sizing and reservation review
- assets/gcp/template-gcp-ops.md — GCP day-2 ops checklist
- assets/gcp/template-gcp-terraform.md — GCP Terraform module skeleton
- assets/azure/template-azure-ops.md — Azure day-2 ops checklist
Kubernetes
- assets/kubernetes/template-kubernetes-ops.md — cluster day-2 ops
- assets/kubernetes/template-ha-dr.md — HA and disaster-recovery topology
- assets/kubernetes/template-platform-api.md — platform API contract for self-service
- assets/kubernetes/template-k8s-deploy.yaml — base Deployment manifest
Docker / Kafka
- assets/docker/template-docker-ops.md — image build and runtime hardening
- assets/kafka/template-kafka-ops.md — Kafka cluster operations
Terraform / IaC
- assets/terraform-iac/template-iac-terraform.md — root module structure
- assets/terraform-iac/template-module.md — reusable child module
- assets/terraform-iac/template-env-promotion.md — environment promotion workflow
CI/CD and GitOps
- assets/cicd-pipelines/template-ci-cd.md — generic CI/CD pipeline design
- assets/cicd-pipelines/template-github-actions.md — GitHub Actions workflow with OIDC
- assets/cicd-pipelines/template-gitops.md — GitOps promotion pipeline
- assets/cicd-pipelines/template-release-safety.md — release gates and rollback
Monitoring / Observability
- assets/monitoring-observability/template-slo.md — SLO definition sheet
- assets/monitoring-observability/template-alert-rules.md — burn-rate alert rules
- assets/monitoring-observability/template-observability-slo.md — full observability + SLO stack
- assets/monitoring-observability/template-loadtest-perf.md — load-test and performance baseline
Incident response
- assets/incident-response/template-postmortem.md — blameless postmortem
- assets/incident-response/template-runbook-starter.md — runbook starter
- assets/incident-response/template-incident-comm.md — stakeholder communications
- assets/incident-response/template-incident-response.md — full IR playbook
Security / Cost
- assets/security/template-security-hardening.md — hardening checklist
- assets/cost-governance/template-cost-governance.md — FinOps tagging and budget controls
Shared utilities
- ../software-clean-code-standard/references/config-validation.md
- ../software-clean-code-standard/references/resilience-utilities.md
- ../software-clean-code-standard/references/logging-utilities.md
- ../software-clean-code-standard/references/observability-utilities.md
Related Skills
- ../qa-resilience/SKILL.md
- ../data-sql-optimization/SKILL.md
- ../qa-observability/SKILL.md
- ../qa-debugging/SKILL.md
- ../software-security-appsec/SKILL.md
- ../software-backend/SKILL.md
- ../software-architecture-design/SKILL.md
- ../dev-api-design/SKILL.md
- ../dev-git-workflow/SKILL.md
- ../ai-mlops/SKILL.md
Trend Awareness Protocol
When users ask for current tool recommendations, verify:
- current supported Kubernetes and ecosystem versions
- active IaC and GitOps tool state
- current observability and policy-engine capabilities
- current CI/CD and platform-tool support windows
Prefer official docs and release notes over blogs or rankings.
Fact-Checking
- Verify current versions, deprecations, support windows, pricing, and cloud limits before final answers.
- Prefer official docs and release notes for named tools and platforms.
- If web access is unavailable, mark version-sensitive guidance as unverified.
Learnings Loop
Before applying this skill on a non-trivial task, read learnings.consolidated.md in this directory (and learnings.md if present).
After applying it, if you encountered a pattern worth remembering, a mistake worth preventing, or a domain fact that surprised you, append one dated bullet to learnings.md via agents-skills-feedback-loop/scripts/append_learning.py. Do not modify SKILL.md itself.