Worked on the openobserve/openobserve repository to enhance the reliability of trace log URL encoding within the logging pipeline. Addressed a bug where manual string construction for URLs could fail with special characters or complex query parameters, potentially impacting traceability and correctness. Migrated the encoding logic to use the URLSearchParams API, ensuring robust handling of all query parameters and reducing the risk of encoding-related failures. This improvement focused on code quality and reliability, leveraging frontend development skills with JavaScript and TypeScript. The work contributed to more accurate trace log queries and a more maintainable codebase, emphasizing careful attention to detail.