DevSecOps fuses development, security, and operations for rapid, safe releases. Automate scans with Snyk in CI/CD via GitHub Actions or Jenkins. Shift-left testing catches vulnerabilities early using Trivy for containers. OPA enforces policies on Kubernetes clusters. Runtime protection via Sysdig Secure monitors drifts. Integrate SonarQube for code quality. Metrics track mean time to remediate (MTTR). This boosts velocity while meeting SOC 2 compliance. AI tools like GitLab Duo predict risks proactively.