Integrate security scans into organizational workflows.

Automated container image scanning.

Audit Terraform, CloudFormation, or ARM templates for misconfigurations.

Implement policy-as-code with tools like Open Policy Agents or Senteniel.

Automatic flag drift between your intended state and live environment.

Generate compliance reports from pipeline metadata.

Hands-on workshops: teach your engineers to “shift left” security.

Playbooks for incident response when a pipeline breaks or a vulnerability is discovered.