During December 2025, Juhee Lee enhanced the kestra-io/plugin-jdbc repository by implementing per-query tagging and cost allocation for Snowflake connections. She introduced a queryTag property, integrating it across connection properties and related classes to enable end-to-end tagging for improved monitoring and cost attribution. Her work involved backend development and database management using Java, with a focus on Snowflake integration. By removing dynamic fields from the queryTag implementation, Juhee stabilized the schema and reduced runtime errors. The changes were delivered with clear documentation and collaborative commits, resulting in a more robust, observable, and cost-governed Snowflake workload management solution.