The primary objective of this project was to extract a detailed dataset on CS:GO players from HLTV.org. The website houses a listing of professional CS:GO players of all-time, where each player's name is a link to their profile containing detailed statistics. To tackle this complex task, the project was divided into three major phases: URL extraction, concurrent scraping, and data organization.