Developed a structured JSON logging formatter for the meltano/meltano repository, enabling seamless integration with Google Cloud Logging. The solution emits logs with standardized severity, message, and timestamp fields, allowing direct ingestion and filtering in Google Cloud Platform without the need for downstream remapping. Leveraging Python for backend development, the formatter maps existing log fields and optionally includes source location metadata when callsite parameters are enabled. Comprehensive unit tests and documentation were updated to reflect the new logging behavior, providing clear usage examples and integration guidance. This work addressed a longstanding ingestion gap and improved log-driven incident response reliability.