Adarsh Pandey enhanced observability in the juspay/clairvoyance repository by implementing application logs within span attributes, enabling logs to be directly associated with traces for improved debugging and root-cause analysis. Using Python, he unified span naming conventions and added user email support to API calls, which streamlined trace context and session visibility. Adarsh introduced an environment-based configuration for the OpenObserve log view endpoint, allowing seamless access to session-specific logs. His work focused on backend development, API integration, and distributed tracing, delivering a robust solution that accelerates incident response and provides more accurate operational insights across distributed services.