April 2026 monthly summary focused on feature parity, architecture modernization, and analytics improvements across taosdata repos. Delivered precise decimal handling, broadened architecture support, extended cross-connector data type coverage, and enhanced user analytics, while strengthening CI/CD and documentation to support scalable deployments.

March 2026 monthly summary focused on security hardening, architectural refactors, and documentation modernization across taos connectors. Delivered token-based authentication for TMQ, password desensitization, a refactored SQLAlchemy dialect integrated with taos-ws-py, expanded test coverage, and updated dependencies for compatibility. Documentation improvements span Python and Node.js connectors, clarifying connect() interfaces, iteration protocols, token authentication, version reporting, load balancing, and failover. These changes enhance security posture, developer experience, and reliability of data subscriptions and cross-language integration, enabling faster onboarding and more robust production deployments.

February 2026: Delivered critical security, licensing, and release workflow improvements across taosdata/TDengine and taosdata/taos-connector-python. For TDengine, introduced a comprehensive Security and Licensing Audit Workflow replacing legacy vulnerability checks, upgraded dependencies (Go 1.24.13; logrus), and implemented log retention optimization from 30 days to 3 days. For taosdata/taos-connector-python, implemented Unified Security and Dependency Management Workflows, added SBOM workflow, removed unnecessary dependencies, upgraded testing tools, and enhanced release structure for better vulnerability tracking and automation. Business impact includes reduced risk exposure, lower storage and maintenance costs, faster auditability, and more reliable, auditable releases. Technologies demonstrated include Go, Python, GitHub Actions workflows, SBOM tooling, dependency management, and security testing.

January 2026 monthly summary: Focused on reliability, security, and modern authentication capabilities across the TDengine ecosystem. Delivered concrete improvements in startup resilience, credential handling, and authentication flows, complemented by enterprise-friendly CI/CD updates. These changes reduce downtime, improve credential safety with special characters, and enable modern authentication methods for both server and Python client integrations.

December 2025 monthly summary for TDengine core and Python connector development. Focused on expanding secure connectivity, cross‑platform reliability, and observability to accelerate production deployments and reduce support overhead. Delivered DSN-based and WebSocket-based connectivity options, enhanced auditing, and security features, while improving developer and operator workflows through version reporting and documentation improvements.

2025-11 monthly work summary covering TDengine and taos-connector-python. Focused on delivering reliable CI/build improvements, WebSocket stack enhancements, configurability for client timeouts, and code quality gains. Resulted in faster feedback loops, more stable cross-platform builds, and improved developer experience with clearer docs and consistent formatting.

October 2025 TDengine monthly overview: Focused on enhancing documentation, expanding testing, and refining sample datasets to improve usability, reliability, and realism for end users. No explicit major bugs fixed are listed in the provided data. The work delivers clear guidance for developers and operators, stronger quality signals through tests, and more representative examples for real-world scenarios, enabling faster onboarding and reduced support overhead.

Month: 2025-09 | taosdata/taos-connector-python: Focused on stability and reliability improvements with a critical memory leak fix in taos-ws-py. No new user-facing features this month; the effort was on solidifying runtime behavior and release hygiene.

August 2025 monthly summary for TDengine and taos-connector-python highlights focused on developer experience, reliability, and cross-language capabilities across two repos (taosdata/TDengine and taosdata/taos-connector-python). Key features delivered: - WebSocket and connection guidance documentation improvements across C++, Python, and Rust, detailing WebSocket support, connection configuration, timezone handling, and BLOB data considerations to guide users and clarify limitations. (Commits: 7cac54cb8822d7f4596353d053524438aed400f0; d24792bca88688e8201aa2dfc87a765712bd043d; 0cf78405413d630adcf261d56af0eb9ef3775a7f; 0d90aa024f911987559427653ea9b96b25525db6) - Timezone support for WebSocket connections in the TDengine Python connector, adding timezone-aware datetime handling across cursor, consumer, and query, with tests validating correct behavior. (Commit: 63e7910251e9ee7a0e7cf18dd1dd8f7f94e65875) - Failover support for the SQLAlchemy dialect in TaosWS, enabling multi-host failover with create_connect_args and associated tests. (Commit: 02a5e620ab5721dfc3e5a79e3bbb6c8175b99d80) Major bugs fixed: - Taoskeeper versioning and build metadata alignment: corrected version embedding and improved build metadata consistency in CMakeLists to reflect accurate product, customer, and build details. (Commits: 462231f7f9b77fec41856eb2018a13b01d8eadeb; 949363a4e4287f165cd6a3959ef8027af8d84eb7) - Client address length bug fix for keeper operations: increased VARCHAR length for client_address to support longer addresses, including IPv6, with related schema/logic changes. (Commits: 9aab276ec36ca5b30b0d51acffd935863507d153; f40e464ba900914c9903362df16eb4bc58c365ae) - TDengine 2.6 query timeout fix in taos-connector-python: improved reliability during queries as part of release 0.6.1. (Commit: 70c743ec92d2007c2e2000aaaa7470237320e18f) Overall impact and accomplishments: - Increased reliability for multi-host environments and query execution, improved interoperability across languages, and stronger developer experience through updated docs and tests. The work reduces onboarding time, minimizes runtime errors in production, and enhances traceability with correct version/build metadata. Technologies and skills demonstrated: - Cross-language documentation strategy (C++, Python, Rust) - Python timezone handling, tests, and WS client integration - SQLAlchemy dialect enhancements and failover design - Build metadata discipline (CMake) and versioning accuracy - IPv6 readiness through corrected client_address handling

July 2025 highlights: Delivered high-impact features and reliability improvements across taos-connector-python and TDengine, accelerating release readiness, improving CI stability, and expanding data capabilities. Business value is reflected in smoother integrations, faster release cycles, and robust asset streaming workflows. Key outcomes include upgrading the Rust-based connector to enable automatic reconnection, adding TDengine 3.3.6.0 CI compatibility tests, enabling BLOB data type support in taos-ws-py, ensuring asset streaming readiness with TDAsset database initialization and required test snodes, and updating connector documentation to clarify usage and examples. These workstreams enhance integration reliability, data workflows, and developer productivity.

June 2025 monthly performance summary for TDengine and taos-connector-python focusing on business value, deployment reliability, and cloud-ready features. Delivered visible CI/CD improvements, IPv6 support, and enhanced benchmarking/testing configurations, alongside WebSocket connector hardening for cloud TMQ usage and a critical DSN token handling fix.

April 2025 monthly summary focusing on build stability and reproducible environments across the taos-connector-python and TDengine repositories. Business value: faster release cycles, fewer build failures, and more reliable integration tests.

March 2025 monthly summary for taosdata/TDengine: Focused on dependency maintenance to keep the project aligned with ongoing development. Key delivery: update taos-connector-rust to the latest main branch to ensure compatibility with current development changes and preserve build stability. No new user-facing features this month; the primary business value is reduced risk of build failures and smoother integration with future work. Commit reference: 8abed822c54207d42c85790f34e00feb04d6ce29 (chore: modify taos-connector-rust git tag).

February 2025 monthly summary: Focused on reliability, developer experience, and documentation improvements across taosdata/taos-connector-python and taosdata/TDengine. Delivered a critical data-fetch bug fix, enhanced build/docs guidance, and build-system cleanup to reduce environment-related issues. These efforts reduced runtime errors, improved test coverage, and accelerated onboarding for new contributors.