This case study explores using online forum data to investigate user challenges with Excel spreadsheets, shifting from traditional usability studies to a more scalable and cost-effective method. By scraping posts from Reddit, the research gathered data on common issues users face with spreadsheets, particularly when handling large datasets. The study characterizes these challenges and discusses their implications for designing improved spreadsheet software.