
Worked on the linkedin/ambry repository to deliver two new backend features focused on operational reliability and performance. Developed state-aware replication lag metrics using Java and SQL, introducing per-data-center active lag gauges that improved alert accuracy and dashboard usability while maintaining backward compatibility. Enhanced blob listing by implementing a window-function-based SQL variant, which unified plan shapes and improved data access performance at scale. Addressed edge cases such as empty-prefix handling and ensured robust test coverage, updating CI triggers and regression tests to maintain reliability during refactors. Emphasized database management, metrics monitoring, and performance optimization throughout the development process.
May 2026 month summary for linkedin/ambry focused on delivering state-aware replication lag metrics and window-function based blob listing enhancements, with a strong emphasis on business value, reliability, and performance. The work stabilized operational dashboards, reduced alert noise, and improved data access performance at scale, while maintaining backward compatibility and enhancing test coverage.
May 2026 month summary for linkedin/ambry focused on delivering state-aware replication lag metrics and window-function based blob listing enhancements, with a strong emphasis on business value, reliability, and performance. The work stabilized operational dashboards, reduced alert noise, and improved data access performance at scale, while maintaining backward compatibility and enhancing test coverage.

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