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Get Started Free →Write a CI/CD pipeline playbook for a service or team. Use when asked to document a CI/CD pipeline, write a deployment process, define release gates, document build and test stages, or create a deployment guide. Produces a structured playbook covering pipeline stages, environment definitions, deployment gates, rollback procedures, and on-call responsibilities.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | 31% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 79% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 95% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 77% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 99% | 0% |
Produce a complete, actionable CI/CD playbook for a service or team — covering everything a new engineer needs to understand, contribute to, and operate the pipeline safely.
A good playbook is not a diagram. It is a document that answers: what runs, when, why, who owns it, and what to do when it breaks.
Ask for these if not already provided:
Service: Name] | Team: Team name] Last updated: Date] | Owner: Name / role] Pipeline platform: CI tool] → CD tool / platform]
2–3 sentences describing what this service does and why the CI/CD pipeline is structured the way it is. Include the deployment target and how frequently the team ships.]
Deployment frequency: Multiple times per day / Daily / Weekly / On-demand] Average pipeline duration: X minutes] Rollback time (p95): X minutes]
[Branch push]
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[1. Build & Lint] ──fail──▶ ❌ Block PR
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[2. Unit Tests] ──fail──▶ ❌ Block PR
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[3. Integration Tests] ──fail──▶ ❌ Block PR
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[4. Security Scan] ──fail──▶ ⚠️ [Block / Warn — specify]
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[5. Build Artefact / Container Image]
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[6. Deploy to Staging] ──fail──▶ ❌ Block promotion
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[7. Smoke Tests (Staging)]
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[8. Manual Approval Gate] ──(if required)
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[9. Deploy to Production] ──fail──▶ 🔁 Auto-rollback (if configured)
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[10. Post-deploy checks]What runs: Build command] + Linter — e.g. ESLint, golangci-lint, flake8] Trigger: Every commit to any branch Blocking: Yes — PR cannot be merged if this fails Typical duration: X minutes] Owner if it fails: PR author
Common failure causes:
npm install locally before pushing]npm run lint --fix to auto-fix most issues]What runs: Test command — e.g. npm test, go test ./..., pytest] Coverage gate: X]% minimum — pipeline fails below this threshold Trigger: Every commit Blocking: Yes Typical duration: X minutes]
Coverage report: Where to find it — e.g. uploaded to Codecov, available in CI artifacts]
What runs: Test suite description — e.g. "API integration tests against a test database using Docker Compose"] Environment: Ephemeral test environment / shared test DB / etc.] Trigger: Every commit to main and feature branches targeting main Blocking: Yes Typical duration: X minutes]
If slow: e.g. "Integration tests can be skipped locally with SKIP_INTEGRATION=true — never skip in CI"]
Tools: e.g. Snyk, Trivy, OWASP Dependency Check, Semgrep] What it checks: Dependency vulnerabilities / SAST / secrets detection — list what applies] Blocking on: Critical and High severity findings Non-blocking on: Medium and Low (flagged, not blocking) Trigger: Every commit to main
How to handle a flagged vulnerability:
What is produced: Docker image / binary / zip — be specific] Registry: ECR / GCR / Docker Hub / Artifactory — URL] Tagging convention: [service-name]:[git-sha] (also tagged :latest on main) Trigger: Commits to main only (not feature branches)
Deployment method: e.g. Helm upgrade / kubectl apply / ecs deploy / Terraform apply] Staging URL: URL] Trigger: Automatic on successful artefact build from main Who can deploy to staging: Any engineer (automatic)
Environment variables: Managed in Vault / AWS SSM / GitHub Secrets / etc.] Staging is not production: Any differences in config, scale, or data — state them here]
What runs: Description — e.g. "10 critical path tests covering login, core API endpoints, and payment flow"] Tool: e.g. Playwright / Postman / custom script] Pass criteria: All smoke tests pass within X seconds] timeout Blocking: Yes — production deploy will not proceed if smoke tests fail
Smoke test suite location: Link to test files or folder]
Required for: Production deploys / deploys affecting >X% of traffic / deploys to specific regions] Who can approve: e.g. Any engineer on the team / Lead engineer / On-call engineer] Approval timeout: e.g. 24 hours — auto-cancelled if no approval] How to approve: GitHub Actions approve step / Slack command / other — with link]
When to withhold approval:
Deployment method: Same as staging or different — specify] Deployment window: e.g. Monday–Thursday 09:00–16:00 UTC — no deploys on Fridays or before bank holidays] Canary / progressive rollout: Yes — X% initial traffic, full rollout after Y minutes / No — full deploy] Deployment notifications: Slack channel — #deployments]
Who is on-call during deploy: Deploying engineer is responsible until post-deploy checks pass.
Automated checks (run for X minutes] after deploy):
Where to watch: Datadog / Grafana / CloudWatch dashboard — link]
If a check fails: See Rollback Procedure below.
| Environment | Purpose | Deploy trigger | URL | Data | |---|---|---|---|---| | Dev | Local development | Manual | localhost | Seeded test data | | Staging | Pre-production validation | Automatic (main) | URL] | Anonymised prod copy | | Production | Live traffic | Manual approval | URL] | Live data |
Model: Trunk-based / GitFlow / GitHub Flow — describe briefly]
| Branch | Purpose | Who merges | Deploy target | |---|---|---|---| | main | Production-ready code | PR + review | Staging → Production | | feature/* | Feature development | Author | None (CI only) | | hotfix/* | Critical production fixes | Lead engineer | Can bypass staging gate with approval |
Hotfix process: Describe when and how to use a hotfix branch — what level of incident justifies bypassing the standard process]
Automated rollback: Yes — triggered if post-deploy error rate exceeds X]% / No — manual only]
Manual rollback steps:
bash# 1. Identify the last known good image tag [command to list recent deployments] # 2. Deploy the previous version [deployment command with previous tag] # 3. Confirm rollback is live [smoke test command or health check URL] # 4. Notify the team [Slack command or template]
Rollback decision authority: Any engineer on-call can initiate a rollback without waiting for approval.
After a rollback:
Secret store: Vault / AWS SSM / GitHub Secrets / Doppler — specify] How to add a new secret:
Who has access: Role or team] Rotation policy: How often secrets are rotated and who owns it]
Never do: Commit secrets to source control, even in .env files. The pipeline includes secret scanning (Stage 4) which will flag this.
| Failure | Likely cause | Fix | |---|---|---| | Build fails with "module not found" | Dependency not installed | Run [install command] and commit lock file | | Integration tests timeout | Test DB not seeded / external service down | Check service] status; re-run pipeline | | Smoke tests fail after staging deploy | Environment variable missing | Check config location]; compare staging and prod env vars | | Production deploy stuck at approval | Approver not notified | Tag @[on-call handle] in #deployments | | Post-deploy error rate spike | Bad deploy / upstream dependency | Check dashboard]; initiate rollback if >5 min |
#deploymentsOther measured skills in the registry, with their headline benchmark lift.