ci cd integration

Discussions tagged with ci cd integration on WindowsForum.com focus on embedding security validation directly into development pipelines. A featured thread examines Astra's Cloud Vulnerability Scanner, which combines agentless discovery with an exploit-validation engine to confirm whether reported cloud misconfigurations are actually exploitable. The tool integrates with CI/CD workflows, enabling teams to catch validated risks before deployment. This reflects a broader trend of shifting security left, where continuous, automated checks become part of the build and release process. The tag covers topics like cloud security posture management, offensive security testing, and pipeline automation for AWS, Azure, and GCP environments.