Ensuring data privacy in DevSecOps workflows requires a combination of secure development practices, automated checks, and strict governance. Teams should adopt “shift-left security” by embedding privacy controls early in the SDLC. Key steps include encrypting sensitive data in transit and at rest, enforcing least privilege access, implementing secrets management, and conducting continuous vulnerability scans. Compliance with frameworks like GDPR and HIPAA should be validated through automated policies. Regular audits and monitoring further reduce risks. Upskilling teams through DevSecOps Training helps developers, testers, and security professionals stay aligned with best practices, ensuring privacy is maintained without slowing down delivery pipelines.