CI/CD with GitLab
GitLab CI/CD is a powerful built-in continuous integration and continuous deployment tool that automates the software development lifecycle. It enables teams to build, test, and deploy code efficiently with automated pipelines defined in code.
GitLab CI/CD offers an all-in-one DevOps platform with integrated version control, CI/CD, security scanning, and container registry - eliminating the need for multiple tools.
1. Overview
GitLab CI/CD provides:
- Integrated Platform: Built directly into GitLab, no external tools needed
- Pipeline as Code: Define pipelines using
.gitlab-ci.ymlin your repository - Docker Support: Native container and Docker integration
- Kubernetes Integration: Deploy directly to Kubernetes clusters
- Parallel Execution: Run jobs concurrently to speed up pipelines
- Auto DevOps: Automated CI/CD configuration for common use cases
- Security Scanning: Built-in SAST, DAST, dependency, and container scanning
Key Concepts
| Concept | Description |
|---|---|
| Pipeline | A collection of jobs organized in stages |
| Stage | A logical grouping of jobs (e.g., build, test, deploy) |
| Job | Individual tasks that execute scripts (e.g., compile code, run tests) |
| Runner | Agent that executes CI/CD jobs |
| Artifact | Files generated by jobs and passed between stages |
| Cache | Dependencies stored to speed up subsequent pipeline runs |
2. Architecture
┌─────────────────────────────────────────────────────────────┐
│ GitLab Server │
│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
│ │ Git Repo │ │ Pipeline │ │ Registry │ │
│ │ │ │ Scheduler │ │ (Docker) │ │
│ └──────────────┘ └──────────────┘ └──────────────┘ │
└─────────────────────────────────────────────────────────────┘
│
↓
┌─────────────────────────┐
│ GitLab Runners │
│ ┌────────┐ ┌────────┐ │
│ │ Shell │ │ Docker │ │
│ └────────┘ └────────┘ │
│ ┌────────┐ ┌────────┐ │
│ │ K8s │ │ Custom │ │
│ └────────┘ └────────┘ │
└─────────────────────────┘
│
↓
┌─────────────────────────┐
│ Deployment Targets │
│ • Servers │
│ • Kubernetes │
│ • Cloud Platforms │
└─────────────────────────┘
3. Getting Started
3.1 Prerequisites
- GitLab account (GitLab.com or self-hosted)
- Git repository
- GitLab Runner (shared runners available on GitLab.com)
3.2 Basic Pipeline Configuration
Create a .gitlab-ci.yml file in your repository root:
# Define pipeline stages
stages:
- build
- test
- deploy
# Build job
build-job:
stage: build
script:
- echo "Building the application..."
- npm install
- npm run build
artifacts:
paths:
- dist/
expire_in: 1 hour
# Test job
test-job:
stage: test
script:
- echo "Running tests..."
- npm test
# Deploy job
deploy-job:
stage: deploy
script:
- echo "Deploying application..."
- ./deploy.sh
only:
- main
3.3 Pipeline Execution Flow
Commit/Push → Pipeline Triggered → Build Stage → Test Stage → Deploy Stage
↓ ↓ ↓
Build Job Test Jobs Deploy Job
↓ ↓ ↓
Artifacts Test Results Deployment
4. GitLab Runner Setup
4.1 Install GitLab Runner
- Linux
- Docker
- Kubernetes
# Download the binary
curl -L --output /usr/local/bin/gitlab-runner https://gitlab-runner-downloads.s3.amazonaws.com/latest/binaries/gitlab-runner-linux-amd64
# Give it execute permissions
chmod +x /usr/local/bin/gitlab-runner
# Create GitLab CI user
useradd --comment 'GitLab Runner' --create-home gitlab-runner --shell /bin/bash
# Install and run as service
gitlab-runner install --user=gitlab-runner --working-directory=/home/gitlab-runner
gitlab-runner start
# Run GitLab Runner in Docker
docker run -d --name gitlab-runner --restart always \
-v /srv/gitlab-runner/config:/etc/gitlab-runner \
-v /var/run/docker.sock:/var/run/docker.sock \
gitlab/gitlab-runner:latest
# Add GitLab Helm repository
helm repo add gitlab https://charts.gitlab.io
helm repo update
# Install GitLab Runner
helm install gitlab-runner gitlab/gitlab-runner \
--set gitlabUrl=https://gitlab.com/ \
--set runnerRegistrationToken=YOUR_REGISTRATION_TOKEN \
--set rbac.create=true
4.2 Register Runner
# Register runner interactively
gitlab-runner register
# Or use command line arguments
gitlab-runner register \
--non-interactive \
--url "https://gitlab.com/" \
--registration-token "YOUR_TOKEN" \
--executor "docker" \
--docker-image "alpine:latest" \
--description "docker-runner" \
--tag-list "docker,linux" \
--run-untagged="true" \
--locked="false"
4.3 Runner Executors
| Executor | Use Case | Pros | Cons |
|---|---|---|---|
| Shell | Simple scripts, direct host access | Fast, simple | No isolation, security risk |
| Docker | Containerized builds | Isolated, reproducible | Docker dependency |
| Kubernetes | Cloud-native, scalable | Auto-scaling, efficient | Complex setup |
| SSH | Remote server deployment | Flexible | Requires SSH setup |
5. Advanced Pipeline Configurations
5.1 Multi-Stage Pipeline with Dependencies
stages:
- build
- test
- security
- deploy
variables:
DOCKER_IMAGE: $CI_REGISTRY_IMAGE:$CI_COMMIT_SHORT_SHA
KUBECONFIG: /etc/deploy/kubeconfig
# Build Docker image
build:
stage: build
image: docker:latest
services:
- docker:dind
before_script:
- docker login -u $CI_REGISTRY_USER -p $CI_REGISTRY_PASSWORD $CI_REGISTRY
script:
- docker build -t $DOCKER_IMAGE .
- docker push $DOCKER_IMAGE
only:
- main
- develop
- tags
# Unit tests
unit-test:
stage: test
image: node:18
script:
- npm install
- npm run test:unit
coverage: '/Coverage: \d+\.\d+%/'
artifacts:
reports:
junit: test-results.xml
coverage_report:
coverage_format: cobertura
path: coverage/cobertura-coverage.xml
# Integration tests
integration-test:
stage: test
image: node:18
services:
- postgres:14
- redis:7
variables:
POSTGRES_DB: test_db
POSTGRES_USER: test_user
POSTGRES_PASSWORD: test_pass
script:
- npm install
- npm run test:integration
# SAST security scanning
sast:
stage: security
image: docker:latest
variables:
SAST_EXCLUDED_PATHS: spec,test,tests,tmp
script:
- echo "Running SAST scan..."
allow_failure: true
# Container scanning
container-scanning:
stage: security
image: docker:latest
services:
- docker:dind
script:
- docker pull $DOCKER_IMAGE
- echo "Scanning container for vulnerabilities..."
allow_failure: true
# Deploy to staging
deploy-staging:
stage: deploy
image: bitnami/kubectl:latest
environment:
name: staging
url: https://staging.example.com
script:
- kubectl config use-context staging
- kubectl set image deployment/myapp myapp=$DOCKER_IMAGE
- kubectl rollout status deployment/myapp
only:
- develop
# Deploy to production
deploy-production:
stage: deploy
image: bitnami/kubectl:latest
environment:
name: production
url: https://example.com
script:
- kubectl config use-context production
- kubectl set image deployment/myapp myapp=$DOCKER_IMAGE
- kubectl rollout status deployment/myapp
when: manual
only:
- main
- tags
5.2 Parallel Jobs
# Run tests in parallel
test:unit:
stage: test
parallel: 4
script:
- npm run test:unit -- --shard=$CI_NODE_INDEX/$CI_NODE_TOTAL
test:e2e:
stage: test
parallel:
matrix:
- BROWSER: [chrome, firefox, safari]
PLATFORM: [linux, macos]
script:
- npm run test:e2e -- --browser=$BROWSER --platform=$PLATFORM
5.3 Dynamic Child Pipelines
# Parent pipeline
generate-config:
stage: build
script:
- python generate-pipeline.py > generated-pipeline.yml
artifacts:
paths:
- generated-pipeline.yml
trigger-child:
stage: test
trigger:
include:
- artifact: generated-pipeline.yml
job: generate-config
strategy: depend
5.4 Caching Strategies
# Global cache configuration
cache:
key: ${CI_COMMIT_REF_SLUG}
paths:
- node_modules/
- .npm/
policy: pull
# Build job - push cache
build:
stage: build
cache:
key: ${CI_COMMIT_REF_SLUG}
paths:
- node_modules/
policy: pull-push
script:
- npm ci
- npm run build
# Test jobs - pull only
test:
stage: test
cache:
key: ${CI_COMMIT_REF_SLUG}
paths:
- node_modules/
policy: pull
script:
- npm test
6. Docker Integration
6.1 Building Docker Images
build-docker:
stage: build
image: docker:latest
services:
- docker:dind
variables:
DOCKER_TLS_CERTDIR: "/certs"
DOCKER_DRIVER: overlay2
before_script:
- docker login -u $CI_REGISTRY_USER -p $CI_REGISTRY_PASSWORD $CI_REGISTRY
script:
# Build image
- docker build --cache-from $CI_REGISTRY_IMAGE:latest -t $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA .
- docker tag $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA $CI_REGISTRY_IMAGE:latest
# Push to registry
- docker push $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA
- docker push $CI_REGISTRY_IMAGE:latest
only:
- main
6.2 Multi-Stage Docker Build
# Build stage
FROM node:18-alpine AS builder
WORKDIR /app
COPY package*.json ./
RUN npm ci --only=production
COPY . .
RUN npm run build
# Production stage
FROM nginx:alpine
COPY --from=builder /app/dist /usr/share/nginx/html
COPY nginx.conf /etc/nginx/nginx.conf
EXPOSE 80
CMD ["nginx", "-g", "daemon off;"]
build-optimized:
stage: build
image: docker:latest
services:
- docker:dind
script:
- docker build --target builder -t $CI_REGISTRY_IMAGE:builder .
- docker build -t $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA .
- docker push $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA
7. Kubernetes Deployment
7.1 Basic Kubernetes Deployment
deploy-k8s:
stage: deploy
image: bitnami/kubectl:latest
environment:
name: production
kubernetes:
namespace: myapp
before_script:
- echo $KUBE_CONFIG | base64 -d > $KUBECONFIG
script:
# Apply Kubernetes manifests
- kubectl apply -f k8s/namespace.yaml
- kubectl apply -f k8s/configmap.yaml
- kubectl apply -f k8s/secrets.yaml
- kubectl apply -f k8s/deployment.yaml
- kubectl apply -f k8s/service.yaml
- kubectl apply -f k8s/ingress.yaml
# Wait for rollout
- kubectl rollout status deployment/myapp -n myapp
# Verify deployment
- kubectl get pods -n myapp
only:
- main
7.2 Helm Chart Deployment
deploy-helm:
stage: deploy
image: alpine/helm:latest
environment:
name: production
before_script:
- echo $KUBE_CONFIG | base64 -d > $KUBECONFIG
script:
# Add Helm repository
- helm repo add myrepo https://charts.example.com
- helm repo update
# Deploy using Helm
- |
helm upgrade --install myapp myrepo/myapp \
--namespace myapp \
--create-namespace \
--set image.tag=$CI_COMMIT_SHA \
--set ingress.host=myapp.example.com \
--values values-prod.yaml \
--wait \
--timeout 5m
only:
- main
7.3 GitOps with ArgoCD
trigger-argocd:
stage: deploy
image: curlimages/curl:latest
script:
# Update image tag in Git repository
- git clone https://gitlab.com/myorg/gitops-repo.git
- cd gitops-repo
- sed -i "s|image:.*|image: $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA|" apps/myapp/deployment.yaml
- git add apps/myapp/deployment.yaml
- git commit -m "Update myapp to $CI_COMMIT_SHA"
- git push
# Trigger ArgoCD sync (optional)
- |
curl -X POST \
-H "Authorization: Bearer $ARGOCD_TOKEN" \
https://argocd.example.com/api/v1/applications/myapp/sync
8. Environment Management
8.1 Multiple Environments
variables:
STAGING_URL: "https://staging.example.com"
PRODUCTION_URL: "https://example.com"
.deploy-template: &deploy-template
image: bitnami/kubectl:latest
script:
- kubectl set image deployment/myapp myapp=$CI_REGISTRY_IMAGE:$CI_COMMIT_SHA
- kubectl rollout status deployment/myapp
deploy-dev:
<<: *deploy-template
stage: deploy
environment:
name: development
url: https://dev.example.com
only:
- develop
deploy-staging:
<<: *deploy-template
stage: deploy
environment:
name: staging
url: $STAGING_URL
on_stop: stop-staging
only:
- develop
stop-staging:
stage: deploy
environment:
name: staging
action: stop
script:
- kubectl delete deployment myapp
when: manual
deploy-production:
<<: *deploy-template
stage: deploy
environment:
name: production
url: $PRODUCTION_URL
when: manual
only:
- main
8.2 Review Apps
review-app:
stage: deploy
image: bitnami/kubectl:latest
environment:
name: review/$CI_COMMIT_REF_NAME
url: https://$CI_ENVIRONMENT_SLUG.review.example.com
on_stop: stop-review
auto_stop_in: 1 week
script:
- |
kubectl create namespace review-$CI_ENVIRONMENT_SLUG || true
helm upgrade --install $CI_ENVIRONMENT_SLUG ./helm-chart \
--namespace review-$CI_ENVIRONMENT_SLUG \
--set image.tag=$CI_COMMIT_SHA \
--set ingress.host=$CI_ENVIRONMENT_SLUG.review.example.com
only:
- merge_requests
stop-review:
stage: deploy
image: bitnami/kubectl:latest
environment:
name: review/$CI_COMMIT_REF_NAME
action: stop
script:
- helm uninstall $CI_ENVIRONMENT_SLUG --namespace review-$CI_ENVIRONMENT_SLUG
- kubectl delete namespace review-$CI_ENVIRONMENT_SLUG
when: manual
only:
- merge_requests
9. Security and Secrets Management
9.1 Using CI/CD Variables
# Protected and masked variables in GitLab UI:
# Settings > CI/CD > Variables
# - DATABASE_URL (protected, masked)
# - API_KEY (protected, masked)
# - KUBE_CONFIG (file type, protected)
deploy:
stage: deploy
script:
- echo $DATABASE_URL | base64 > database-url.txt
- kubectl create secret generic app-secrets \
--from-literal=database-url=$DATABASE_URL \
--from-literal=api-key=$API_KEY \
--dry-run=client -o yaml | kubectl apply -f -
only:
- main
9.2 HashiCorp Vault Integration
.vault-secrets:
before_script:
- export VAULT_ADDR=https://vault.example.com
- export VAULT_TOKEN=$(vault write -field=token auth/gitlab/login role=myapp jwt=$CI_JOB_JWT)
- export DB_PASSWORD=$(vault kv get -field=password secret/myapp/database)
- export API_KEY=$(vault kv get -field=key secret/myapp/api)
deploy:
extends: .vault-secrets
stage: deploy
script:
- kubectl create secret generic app-secrets \
--from-literal=db-password=$DB_PASSWORD \
--from-literal=api-key=$API_KEY
9.3 SAST and Dependency Scanning
include:
- template: Security/SAST.gitlab-ci.yml
- template: Security/Dependency-Scanning.gitlab-ci.yml
- template: Security/Secret-Detection.gitlab-ci.yml
- template: Security/Container-Scanning.gitlab-ci.yml
# Customize SAST
sast:
variables:
SAST_EXCLUDED_PATHS: "spec,test,tests"
artifacts:
reports:
sast: gl-sast-report.json
# Container scanning
container_scanning:
variables:
CI_APPLICATION_REPOSITORY: $CI_REGISTRY_IMAGE
CI_APPLICATION_TAG: $CI_COMMIT_SHA
10. Monitoring and Notifications
10.1 Slack Notifications
.notify-slack: ¬ify-slack
after_script:
- |
if [ "$CI_JOB_STATUS" == "success" ]; then
COLOR="#36a64f"
STATUS="✅ Success"
else
COLOR="#ff0000"
STATUS="❌ Failed"
fi
curl -X POST -H 'Content-type: application/json' \
--data "{\"attachments\":[{\"color\":\"$COLOR\",\"title\":\"$STATUS: $CI_PROJECT_NAME\",\"text\":\"Pipeline $CI_PIPELINE_ID - Job: $CI_JOB_NAME\",\"fields\":[{\"title\":\"Branch\",\"value\":\"$CI_COMMIT_REF_NAME\",\"short\":true},{\"title\":\"Commit\",\"value\":\"$CI_COMMIT_SHORT_SHA\",\"short\":true}]}]}" \
$SLACK_WEBHOOK_URL
deploy-production:
<<: *notify-slack
stage: deploy
script:
- ./deploy.sh
10.2 Email Notifications
Configure in GitLab UI:
Settings > Integrations > Emails on push
Settings > Notifications > Pipeline events
10.3 Pipeline Badges
Add to your README.md:
[](https://gitlab.com/username/project/-/commits/main)
[](https://gitlab.com/username/project/-/commits/main)
11. Performance Optimization
11.1 Caching Best Practices
# Use separate cache for different jobs
variables:
CACHE_KEY: "$CI_COMMIT_REF_SLUG"
.cache-template:
cache:
key: "$CACHE_KEY-$CI_JOB_NAME"
paths:
- .npm/
- node_modules/
build:
extends: .cache-template
cache:
policy: pull-push
script:
- npm ci --cache .npm
- npm run build
test:
extends: .cache-template
cache:
policy: pull
script:
- npm test
11.2 Artifacts Optimization
build:
stage: build
script:
- npm run build
artifacts:
paths:
- dist/
# Only keep artifacts for 1 day
expire_in: 1 day
# Exclude unnecessary files
exclude:
- dist/**/*.map
- dist/**/*.test.js
11.3 Pipeline Efficiency
# Skip pipeline for documentation changes
workflow:
rules:
- if: $CI_COMMIT_MESSAGE =~ /\[skip ci\]/
when: never
- if: $CI_PIPELINE_SOURCE == "merge_request_event"
- if: $CI_COMMIT_BRANCH == $CI_DEFAULT_BRANCH
# Run jobs only when needed
test:unit:
rules:
- changes:
- src/**/*
- tests/**/*
- package.json
script:
- npm test
12. Complete Example: Node.js Application
Here's a complete real-world example for a Node.js application:
image: node:18
stages:
- install
- lint
- test
- build
- security
- deploy
variables:
NPM_CONFIG_CACHE: "$CI_PROJECT_DIR/.npm"
DOCKER_IMAGE: "$CI_REGISTRY_IMAGE:$CI_COMMIT_SHORT_SHA"
# Install dependencies
install-deps:
stage: install
cache:
key: "$CI_COMMIT_REF_SLUG"
paths:
- .npm/
- node_modules/
policy: pull-push
script:
- npm ci --cache .npm --prefer-offline
artifacts:
paths:
- node_modules/
expire_in: 1 hour
# Code linting
lint:
stage: lint
dependencies:
- install-deps
script:
- npm run lint
# Unit tests
test:unit:
stage: test
dependencies:
- install-deps
script:
- npm run test:unit
coverage: '/All files[^|]*\|[^|]*\s+([\d\.]+)/'
artifacts:
reports:
junit: junit.xml
coverage_report:
coverage_format: cobertura
path: coverage/cobertura-coverage.xml
# Integration tests
test:integration:
stage: test
services:
- postgres:14
- redis:7
variables:
POSTGRES_DB: test_db
POSTGRES_USER: test_user
POSTGRES_PASSWORD: test_pass
REDIS_URL: redis://redis:6379
dependencies:
- install-deps
script:
- npm run test:integration
# Build application
build:
stage: build
dependencies:
- install-deps
script:
- npm run build
artifacts:
paths:
- dist/
expire_in: 1 week
# Build Docker image
build:docker:
stage: build
image: docker:latest
services:
- docker:dind
before_script:
- docker login -u $CI_REGISTRY_USER -p $CI_REGISTRY_PASSWORD $CI_REGISTRY
script:
- docker build -t $DOCKER_IMAGE .
- docker tag $DOCKER_IMAGE $CI_REGISTRY_IMAGE:latest
- docker push $DOCKER_IMAGE
- docker push $CI_REGISTRY_IMAGE:latest
only:
- main
- develop
# SAST scanning
sast:
stage: security
image: returntocorp/semgrep
script:
- semgrep --config=auto --json --output=gl-sast-report.json .
artifacts:
reports:
sast: gl-sast-report.json
allow_failure: true
# Deploy to staging
deploy:staging:
stage: deploy
image: bitnami/kubectl:latest
environment:
name: staging
url: https://staging.example.com
before_script:
- echo $KUBE_CONFIG_STAGING | base64 -d > $KUBECONFIG
script:
- kubectl set image deployment/myapp myapp=$DOCKER_IMAGE -n staging
- kubectl rollout status deployment/myapp -n staging
only:
- develop
# Deploy to production
deploy:production:
stage: deploy
image: bitnami/kubectl:latest
environment:
name: production
url: https://example.com
before_script:
- echo $KUBE_CONFIG_PROD | base64 -d > $KUBECONFIG
script:
- kubectl set image deployment/myapp myapp=$DOCKER_IMAGE -n production
- kubectl rollout status deployment/myapp -n production
when: manual
only:
- main
13. Troubleshooting
Common Issues
| Issue | Cause | Solution |
|---|---|---|
| No runners available | No runners registered/tagged | Register runner or use shared runners |
| Pipeline stuck | Runner offline/busy | Check runner status, add more runners |
| Docker in Docker fails | Privileged mode not enabled | Enable privileged mode in runner config |
| Cache not working | Wrong cache key | Use consistent cache keys across jobs |
| Artifacts not found | Job dependency missing | Add dependencies or needs keyword |
| Slow pipelines | No caching, sequential jobs | Add caching, use parallel jobs |
Debugging Commands
debug:
stage: test
script:
- echo "CI_COMMIT_SHA=$CI_COMMIT_SHA"
- echo "CI_COMMIT_REF_NAME=$CI_COMMIT_REF_NAME"
- echo "CI_PROJECT_DIR=$CI_PROJECT_DIR"
- echo "CI_PIPELINE_ID=$CI_PIPELINE_ID"
- printenv | grep CI_
- ls -la
- pwd
14. Best Practices
✅ Do's
- Use specific image tags - Avoid
latesttag for reproducibility - Cache dependencies - Speed up pipeline execution
- Use artifacts wisely - Set expiration times
- Implement security scanning - Include SAST, dependency scanning
- Use protected variables - For sensitive data
- Define pipeline stages - Organize jobs logically
- Use manual gates - For production deployments
- Monitor pipeline metrics - Track success rate and duration
❌ Don'ts
- Don't hardcode secrets - Use CI/CD variables
- Don't use root user - In Docker containers
- Don't skip tests - On main/production branches
- Don't run everything on every commit - Use rules and changes
- Don't ignore failed jobs - Investigate and fix
- Don't deploy untagged images - Always use version tags
- Don't overcomplicate - Start simple, add complexity as needed
15. Migration from Other CI/CD Tools
From Jenkins
# Jenkins Pipeline equivalent
# Jenkinsfile:
# stage('Build') { sh 'npm run build' }
# stage('Test') { sh 'npm test' }
# stage('Deploy') { sh './deploy.sh' }
# GitLab CI/CD:
stages:
- build
- test
- deploy
build:
stage: build
script: npm run build
test:
stage: test
script: npm test
deploy:
stage: deploy
script: ./deploy.sh
From GitHub Actions
# GitHub Actions equivalent
# jobs:
# build:
# runs-on: ubuntu-latest
# steps:
# - uses: actions/checkout@v2
# - run: npm install
# - run: npm test
# GitLab CI/CD:
test:
image: node:18
script:
- npm install
- npm test
16. Resources
- Official Documentation: docs.gitlab.com/ee/ci
- CI/CD Examples: gitlab.com/gitlab-org/gitlab-foss/-/tree/master/lib/gitlab/ci/templates
- GitLab Runner: docs.gitlab.com/runner
- GitLab CI/CD Variables: docs.gitlab.com/ee/ci/variables
- Community Forum: forum.gitlab.com
17. Next Steps
After mastering GitLab CI/CD basics, explore:
- Auto DevOps - Automated CI/CD configuration
- GitLab Container Registry - Built-in Docker registry
- GitLab Kubernetes Agent - GitOps workflows
- Merge Trains - Prevent merge conflicts
- Review Apps - Preview changes before merging
- Feature Flags - Progressive feature rollout
- A/B Testing - Test different versions
Conclusion
GitLab CI/CD provides a comprehensive platform for automating your software delivery pipeline. By implementing the patterns and practices outlined in this guide, you can:
- Automate build, test, and deployment workflows
- Ensure code quality with automated testing and scanning
- Deploy confidently to multiple environments
- Scale your development process efficiently
Start with a simple pipeline and gradually add features as your team's needs evolve. Remember to:
- Keep pipelines fast and efficient
- Secure secrets and credentials properly
- Monitor pipeline performance
- Continuously improve based on team feedback
Happy automating! 🚀
Last Updated: 2025-10-19