Security can't be an afterthought. In modern software delivery, it needs to be baked into every stage of the pipeline. Here's how I built a DevSecOps pipeline for my Netflix clone project.
The Pipeline
1. Source → Jenkins picks up changes from GitHub
2. Build → Docker image built with multi-stage builds
3. Scan → SonarQube for code quality, Trivy for container vulnerabilities
4. Quality Gate → Build blocked if critical issues found
5. Deploy → Helm chart deploys to Kubernetes on AWS EC2
6. GitOps → ArgoCD ensures cluster state matches Git
7. Monitor → Prometheus + Grafana for real-time observability
Results
- Blocked 15+ vulnerabilities before they reached production
- Automated rollbacks on failed health checks
- Full observability with custom Grafana dashboards
- Zero-downtime deployments via rolling updates
The key insight: security scanning at build time is 100x cheaper than fixing vulnerabilities in production.
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