This report analyzes customer review data scraping to reveal critical insights comparing user experiences on Uber Eats vs Grubhub. Food delivery data scraping enables us to collect and analyze vast amounts of customer feedback, helping to identify trends and preferences. Our findings will help these entities understand customer preferences and enhance their service offerings in the competitive landscape of Uber Eats vs Grubhub.