Which open-source tools are best for DevSecOps automation?

Several open-source tools are highly effective for DevSecOps automation, helping teams integrate security throughout the CI/CD pipeline. Popular options include OWASP ZAP for dynamic application security testing, SonarQube for code quality and static analysis, and Clair or Trivy for container vulnerability scanning. HashiCorp Vault is excellent for secrets management, while Anchore secures container images in production. Kubernetes security can be strengthened using tools like Kubescape and Falco for runtime threat detection. Integrating these tools into your workflow ensures proactive security at every stage. If you’re learning to implement these tools practically, enrolling in an Azure DevOps course online can be highly beneficial.