During May 2026, contributed to the debezium/debezium repository by implementing enhanced MDC-based logging context inheritance for Debezium connectors. This work focused on propagating connector-specific Mapped Diagnostic Context (MDC) across distributed tasks, thereby improving observability and facilitating more effective debugging and root-cause analysis in complex connector workflows. The solution was developed using Java and leveraged Kafka integration, with careful attention to logging best practices and software development standards. By ensuring that logging context is consistently inherited across tasks, the changes support improved incident response and traceability, aligning the project with modern observability requirements in distributed systems environments.