Contributed targeted enhancements to the yt-dlp/yt-dlp repository by improving the XHamster extractor’s robustness and expanding its domain support. Focused on Python development and web scraping, the work involved updating extraction logic to accurately capture comment counts and broadening the range of supported domains, which streamlines future maintenance and increases data coverage. Enhanced test coverage by introducing richer scenarios and additional test URLs, ensuring greater reliability and reducing the risk of regressions. Leveraged skills in API integration and testing to deliver a feature that improves metadata accuracy and simplifies ongoing support for new domains within the extractor’s architecture.