During October 2024, Ky Salvesen refactored the CNN video extraction pipeline in the harry0703/yt-dlp repository, focusing on improving the reliability and accuracy of metadata extraction from CNN articles and videos. Leveraging Python, regular expressions, and web scraping techniques, Ky broadened URL matching capabilities and enhanced the extractor’s logic to handle diverse video player data structures and API responses. This work reduced the need for manual remediation and expanded coverage of CNN media sources, resulting in more robust extraction of video metadata. The depth of the refactor addressed multiple data formats, delivering tangible improvements for users requiring consistent CNN video data.