March 2026 (2026-03): Delivered Streamable-HTTP transport support in the TiDB MCP server and prepared AWS Marketplace deployment. Updated MCP SDK to >=1.26.0; extended CLI with transport/host/port options; added AWS Marketplace deployment assets. Addressed host handling issues by fixing MCP current user host stripping and restoring localhost defaults to improve local development and testing. This work enables scalable, Oracle? Correction: AWS Marketplace deployment compatibility, improved deployment automation, and broader distribution.

February 2025 monthly summary for pingcap/docs focusing on documentation quality and correctness. No new features released this month; one targeted bug fix corrected a versioned link in TiDB Lightning External Storage URI guidance to ensure users land on the stable version and the correct external storage URI documentation.

November 2024 (Shopify/tidb): Delivered targeted observability improvement in the Lightning Loader. Enhanced error logging for SampleFileCompressRatio by updating constructFileInfo to surface the exact error cause, enabling faster diagnosis of compression ratio estimation issues. Implemented via commit 06ac7b17ef3aaaff6d3632bac0db1c14fcee2ef8. Impact: faster triage, reduced MTTR, improved data-quality visibility in the loader path. Technologies/skills: logging instrumentation, error handling, code instrumentation, maintainability.