Worked on maintaining and stabilizing Twitch data extraction within the yt-dlp/yt-dlp repository during a period of Twitch API changes. Addressed failures in the Twitch clips extractor by updating operation hashes, ensuring uninterrupted and accurate retrieval of clips and stream metadata. This adaptation preserved data quality for downstream analytics and reporting, while reducing the need for manual intervention amid ongoing API volatility. Demonstrated strong skills in Python, API integration, and data extraction, with careful version control practices. The work focused on maintaining a robust data pipeline, minimizing data gaps, and supporting reliable Twitch metadata ingestion for the broader yt-dlp project.