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SonarQube/Semgrep scans every commit for code vulnerabilities. Security findings block PR merges with severity-based policies.
Automated dynamic security testing on staging environments. OWASP ZAP integration finds runtime vulnerabilities before prod.
Snyk/Dependabot scans for vulnerable dependencies in every build. Auto-creates PRs for security updates with risk assessment.
Trivy/Aqua scans container images for CVEs, misconfigurations, and secrets. Policy enforcement blocks insecure images from deployment.
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