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 the extractor’s URL matching capabilities and enhanced its logic to handle diverse video player data structures and API responses. This update reduced the need for manual remediation and expanded coverage of CNN media sources. The work demonstrated a deep understanding of API integration and robust data handling, resulting in more consistent and comprehensive CNN video metadata extraction for users.