Developed automated change-detection and Jira tagging workflows across the harness/harness, harness/helm-charts, and pixel-point/canary repositories to streamline issue triage and improve release accuracy. Leveraged Bash and Shell scripting to build material-change detectors that parse pull request diffs, identify service-impacting changes in Java and Go files, and trigger automated Jira fix-version tagging. Standardized the tagging process across multiple repositories, enhancing consistency and traceability for CI/CD pipelines. Focused on robust diff parsing and file-type filtering to reduce noise and improve signal quality, resulting in more efficient downstream pipelines and improved auditability without introducing high-severity bugs during the development period.