Egyptian Food Dataset for AI enables comprehensive cuisine intelligence, restaurant analysis, food recognition, and regional culinary insights. This case study presents how Food Data Scrape developed a comprehensive Egyptian Food Dataset to support artificial intelligence, food recognition, restaurant analytics, and culinary research.