You've adopted SAST, DAST, and container scanning — yet incidents still slip into production. This article reframes CI/CD pipeline security as a four-layer design problem and walks through concrete implementation patterns for K3s/Kubernetes environments.
GitLab Auto DevOps runs SAST/DAST automatically the moment you turn it on. But a scan 'running' and a vulnerable image never reaching your production K3s cluster are two completely different things. Here's how to build an audit gate between CI/CD and the cluster.
A practical guide to ci-cd pipeline security from a DevSecOps perspective. Covers SAST/DAST, supply chain protection, the SLSA framework, and Policy as Code.
A practical guide to integrating vulnerability scanning into your container ci-cd pipeline. Compare Trivy, Snyk, and Grype, implement shift-left security, and build defense-in-depth with Harbor.