Worked on the acrylidata/datahub repository to optimize logging verbosity for backend ingestion and consumer processes. Focused on reducing log noise while maintaining essential traceability, the approach introduced threshold-based controls for database transaction timing logs and migrated select informational logs to the debug level. This Java-based backend development effort targeted improved observability and cost efficiency by decreasing unnecessary log volume, which in turn reduced storage and processing overhead. The changes enhanced maintainability and streamlined issue triage during ingestion cycles, demonstrating a methodical approach to logging and observability challenges using core skills in backend development and logging within a Java environment.