Developed an automated pull request labeling feature for the confluentinc/kafka repository, targeting tiered storage changes to streamline governance and triage. Leveraging GitHub Actions and YAML, the solution detects modifications to tiered-storage-related files and applies a standardized label, reducing manual intervention and improving workflow efficiency. The implementation focused on continuous integration and DevOps best practices, ensuring clear traceability from commits to labeling behavior. By automating PR metadata management, the work enhanced deployment processes and auditability without introducing new bugs. This end-to-end feature delivery demonstrated a methodical approach to workflow automation within a complex codebase, emphasizing maintainability and operational clarity.