Embed pentesting in pipelines for continuous assurance. ZAP and Burp Suite scan APIs dynamically in GitLab CI. Nuclei templates target custom vulns. Semgrep static analysis catches code flaws pre-merge. Post-deploy, Stratus Red Team simulates breaches in AWS. Report via DefectDojo triages findings. This DevSecOps loop reduces escapees, meeting PCI-DSS. AI from Pentera accelerates coverage without manual overhead.