Monthly summary for March 2026 (BettaFish repository 666ghj/BettaFish): delivered reliability-focused platform improvements and streamlined onboarding, with cross-module alignment on database configuration and dependency management.

January 2026: NanmiCoder/MediaCrawler delivered PostgreSQL storage integration to enable scalable, durable data persistence for crawled media data, and resolved Windows subprocess encoding issues to improve cross-platform reliability and performance. The changes enhance data analytics readiness, deployment flexibility, and overall stability, setting the groundwork for future growth and easier operational monitoring across environments.

November 2025 BettaFish monthly summary: Delivered major reliability, observability, and dev-experience improvements across data ingestion, configuration, and dev-ops. Key features include upgrading MediaCrawler with PostgreSQL support and corrected DB handling, unifying environment variable management and logging, and enabling Docker-Compose DB services for consistent local development. Major bug fixes stabilized data fetch/insertion and configuration workflows, with added tests to improve forum reliability and error handling. Business value: more reliable news fetch, stable DB initialization, faster incident response, and a smoother developer workflow, enabling faster delivery of fresh content and fewer outages. Technologies/skills demonstrated: Python, Pydantic-based .env management, Loguru logging, PostgreSQL, Docker-Compose, test coverage and robust error handling.

October 2025 monthly summary for BettaFish repository (666ghj/BettaFish): Docker build optimization and dependency stability to improve reliability and speed of ML workflows.