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CI/CD Pipelines
A practitioner's guide to continuous integration and continuous delivery for production systems. This skill covers pipeline design, GitHub Actions workflows, deployment strategies, and the operational patterns that keep software shipping safely at speed. The emphasis is on when to apply each pattern and why it matters, not just the YAML syntax.
CI/CD is not a tool configuration problem - it is a software delivery discipline. The pipeline is the product team's contract with production: every commit that passes is a candidate release, and the pipeline enforces that contract automatically.
When to use this skill
Trigger this skill when the user:
- Creates or modifies a GitHub Actions, GitLab CI, or Jenkins pipeline
- Implements PR checks, branch protection rules, or required status checks
- Sets up deployment environments (staging, production) with promotion gates
- Implements blue-green, canary, rolling, or recreate deployment strategies
- Configures caching for dependencies or build artifacts to speed up pipelines
- Sets up matrix builds to test across multiple Node versions or operating systems
- Automates secrets injection, environment promotion, or rollback procedures
- Diagnoses a slow pipeline and needs to find what to parallelize or cache
Do NOT trigger this skill for:
- Infrastructure provisioning from scratch (use a Terraform/Kubernetes skill instead)
- Application-level testing strategies unrelated to pipeline structure
Key principles
-
Fail fast - The pipeline should surface errors as early as possible. Run linting and type-checking before tests. Run unit tests before integration tests. A 30-second lint failure beats a 10-minute test run that tells you the same thing.
-
Cache aggressively -
node_modules, Maven.m2, pip wheels, and Docker layer caches can turn a 12-minute pipeline into a 3-minute one. Cache by the lockfile hash so the cache busts exactly when dependencies change. -
Keep pipelines under 10 minutes - Pipelines longer than 10 minutes cause developers to stop watching them, batch commits to avoid waiting, and skip running them locally. Parallelize jobs, split slow test suites, and move heavy analysis to scheduled runs.
-
Trunk-based development - Short-lived branches merged frequently (at least daily) are the prerequisite for effective CI. Long-lived branches turn CI into a lie - the code integrates in CI but not in reality.
-
Immutable artifacts - Build once, deploy everywhere. The same Docker image or archive that passed staging must be the thing that goes to production. Never rebuild from source at deploy time.
Core concepts
Pipeline stages run in order and each must pass before the next begins:
build -> test -> deploy:staging -> approve -> deploy:production
Triggers determine when a pipeline runs:
pushon any branch - run build and testpull_request- run full check suite for the PRschedule(cron) - run security scans or long test suites nightlyworkflow_dispatch- manual trigger with optional inputs for on-demand deploys
Environments are named targets (staging, production) with their own secrets, protection rules, and deployment history. GitHub Environments let you require manual approvals before promoting to production.
Secrets management - secrets live in GitHub Secrets or an external vault (Vault, AWS Secrets Manager). They are injected as environment variables at runtime. Never print them in logs. Rotate them on a schedule.
Artifact storage - build outputs (compiled code, Docker images, test reports) are stored in GitHub Artifacts or a registry (GHCR, ECR, Docker Hub). Artifacts have a retention window; images are tagged with the commit SHA.
Common tasks
Set up GitHub Actions for Node.js
A standard Node.js pipeline with lint, test, and build, using dependency caching:
# .github/workflows/ci.yml
name: CI
on:
push:
branches: [main]
pull_request:
jobs:
ci:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-node@v4
with:
node-version: 20
cache: npm # caches ~/.npm by package-lock.json hash
- run: npm ci # clean install from lockfile
- run: npm run lint
- run: npm test -- --coverage
- run: npm run build
- uses: actions/upload-artifact@v4
with:
name: dist
path: dist/
retention-days: 7
Use
npm ciinstead ofnpm installin CI. It is faster, deterministic, and will fail ifpackage-lock.jsonis out of sync withpackage.json.
Implement PR checks
Require the CI workflow to pass before merging. Configure in GitHub Settings > Branches > Branch protection rules:
- Enable "Require status checks to pass before merging"
- Add the job name (
ci) as a required check - Enable "Require branches to be up to date before merging"
# .github/workflows/pr-check.yml
name: PR Check
on:
pull_request:
types: [opened, synchronize, reopened]
jobs:
lint:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-node@v4
with:
node-version: 20
cache: npm
- run: npm ci
- run: npm run lint
test:
runs-on: ubuntu-latest
needs: lint # only run tests if lint passes
steps:
- uses: actions/checkout@v4
- uses: actions/setup-node@v4
with:
node-version: 20
cache: npm
- run: npm ci
- run: npm test
typecheck:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-node@v4
with:
node-version: 20
cache: npm
- run: npm ci
- run: npm run typecheck
Set up deployment environments with approvals
Use GitHub Environments to gate production deploys behind a manual approval:
# .github/workflows/deploy.yml
name: Deploy
on:
push:
branches: [main]
jobs:
build:
runs-on: ubuntu-latest
outputs:
image-tag: ${{ steps.tag.outputs.tag }}
steps:
- uses: actions/checkout@v4
- id: tag
run: echo "tag=${{ github.sha }}" >> $GITHUB_OUTPUT
- run: docker build -t myapp:${{ github.sha }} .
- run: docker push ghcr.io/org/myapp:${{ github.sha }}
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
deploy-staging:
needs: build
runs-on: ubuntu-latest
environment: staging # uses staging secrets + URL
steps:
- run: ./scripts/deploy.sh
env:
IMAGE_TAG: ${{ needs.build.outputs.image-tag }}
DEPLOY_URL: ${{ vars.DEPLOY_URL }}
API_KEY: ${{ secrets.DEPLOY_API_KEY }}
deploy-production:
needs: deploy-staging
runs-on: ubuntu-latest
environment: production # requires manual approval in GitHub UI
steps:
- run: ./scripts/deploy.sh
env:
IMAGE_TAG: ${{ needs.build.outputs.image-tag }}
DEPLOY_URL: ${{ vars.DEPLOY_URL }}
API_KEY: ${{ secrets.DEPLOY_API_KEY }}
Configure environment protection rules in GitHub Settings > Environments > production > Required reviewers.
Implement blue-green deployment
Route traffic between two identical environments. Switch instantly; roll back by switching back:
deploy-blue-green:
runs-on: ubuntu-latest
environment: production
env:
IMAGE_TAG: ${{ needs.build.outputs.image-tag }}
steps:
- uses: actions/checkout@v4
- name: Determine inactive slot
id: slot
run: |
ACTIVE=$(curl -s https://api.example.com/active-slot)
if [ "$ACTIVE" = "blue" ]; then
echo "target=green" >> $GITHUB_OUTPUT
else
echo "target=blue" >> $GITHUB_OUTPUT
fi
- name: Deploy to inactive slot
run: ./scripts/deploy-slot.sh ${{ steps.slot.outputs.target }} $IMAGE_TAG
- name: Run smoke tests against inactive slot
run: ./scripts/smoke-test.sh ${{ steps.slot.outputs.target }}
- name: Switch traffic to new slot
run: ./scripts/switch-slot.sh ${{ steps.slot.outputs.target }}
- name: Verify production is healthy
run: ./scripts/health-check.sh production
- name: Roll back on failure
if: failure()
run: ./scripts/switch-slot.sh ${{ steps.slot.outputs.target == 'blue' && 'green' || 'blue' }}
See
references/deployment-strategies.mdfor a detailed comparison of blue-green vs canary vs rolling vs recreate.
Implement canary release with rollback
Route a small percentage of traffic to the new version before full rollout:
deploy-canary:
runs-on: ubuntu-latest
environment: production
steps:
- uses: actions/checkout@v4
- name: Deploy canary (10% traffic)
run: ./scripts/deploy-canary.sh ${{ env.IMAGE_TAG }} 10
- name: Monitor canary for 5 minutes
run: |
for i in $(seq 1 10); do
sleep 30
ERROR_RATE=$(./scripts/get-error-rate.sh canary)
echo "Canary error rate: $ERROR_RATE%"
if (( $(echo "$ERROR_RATE > 1.0" | bc -l) )); then
echo "Error rate too high. Rolling back canary."
./scripts/rollback-canary.sh
exit 1
fi
done
- name: Promote canary to 100%
run: ./scripts/promote-canary.sh ${{ env.IMAGE_TAG }}
- name: Roll back on any failure
if: failure()
run: ./scripts/rollback-canary.sh
Cache dependencies and build artifacts
Cache node_modules by lockfile hash. Always restore-then-save so partial
installs don't get cached:
- name: Cache node_modules
id: cache-node-modules
uses: actions/cache@v4
with:
path: node_modules
key: node-modules-${{ runner.os }}-${{ hashFiles('package-lock.json') }}
restore-keys: |
node-modules-${{ runner.os }}-
- name: Install dependencies
if: steps.cache-node-modules.outputs.cache-hit != 'true'
run: npm ci
- name: Cache Next.js build
uses: actions/cache@v4
with:
path: |
.next/cache
key: nextjs-${{ runner.os }}-${{ hashFiles('package-lock.json') }}-${{ hashFiles('**/*.ts', '**/*.tsx') }}
restore-keys: |
nextjs-${{ runner.os }}-${{ hashFiles('package-lock.json') }}-
nextjs-${{ runner.os }}-
Cache keys should go from most-specific to least-specific in
restore-keys. A partial cache restore is almost always faster than a cold install.
Set up matrix builds
Test across multiple Node versions and operating systems in parallel:
test-matrix:
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false # don't cancel other jobs if one fails
matrix:
node-version: [18, 20, 22]
os: [ubuntu-latest, windows-latest, macos-latest]
exclude:
- os: windows-latest
node-version: 18 # don't test EOL Node on Windows
steps:
- uses: actions/checkout@v4
- uses: actions/setup-node@v4
with:
node-version: ${{ matrix.node-version }}
cache: npm
- run: npm ci
- run: npm test
Set fail-fast: false when the matrix combinations are independent. Use
fail-fast: true (default) when any failure means the whole build is broken.
Error handling
| Failure | Likely cause | Fix |
|---|---|---|
npm ci fails with lockfile mismatch | package.json updated without re-running npm install | Run npm install locally and commit the updated package-lock.json |
| Cache miss on every run | Cache key includes volatile data (timestamps, random) | Use only stable inputs in cache key - lockfile hash, OS, Node version |
| Secrets not available in fork PR | GitHub does not expose secrets to workflows triggered by fork PRs | Use pull_request_target with caution, or require manual approval for external PRs |
| Workflow hangs with no output | Long-running process with no stdout, or missing --ci flag on test runner | Add timeout-minutes to the job; pass --ci flag to jest/vitest |
| Deploy fails but staging passed | Environment-specific secrets or config missing in production environment | Verify all vars and secrets are configured in the production environment settings |
| Matrix job passes on one OS but fails another | Path separators, line endings, or OS-specific tools diverge | Use path.join() in code; add .gitattributes for line endings; pin tool versions |
References
For detailed implementation guidance on specific deployment strategies:
references/deployment-strategies.md- blue-green, canary, rolling, recreate, A/B, and shadow deployments with ASCII diagrams and decision framework
Only load the references file when choosing or implementing a specific deployment strategy - it is detailed and will consume context.
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