Superbuy has taken a significant step forward in the world of shoe recommendations by deeply integrating their review system with the Superbuy Spreadsheet. This fusion has resulted in the creation of an intelligent recommendation engine specifically tailored for Adidas Ultra4D shoes. The engine leverages semantic analysis of thousands of user reviews to construct a "foot shape - scenario - shoe model" matching model that provides personalized suggestions to customers.For individuals with flat feet, the system recommends the top 3 shoe models with the highest support scores. This recommendation is further enhanced by associating it with heat maps of arch pressure distribution tested by real runners. This feature ensures that customers with specific foot conditions can find the most supportive and comfortable shoes for their needs.When it comes to night running scenarios, the engine integrates brightness test data of 3M reflective strips along with Visibility scores. This integration ensures that night runners can find shoes that not only provide the necessary support and comfort but also offer high visibility for safety during their runs.The Superbuy Spreadsheet, available at https://www.superbuyspreadsheet.shop, is a powerful tool that allows users to filter and sort through a vast array of shoe models based on various criteria. This tool, when combined with the review analysis, provides a comprehensive platform for customers to make informed decisions about their shoe purchases.In summary, the integration of Superbuy Review and the Superbuy Spreadsheet has revolutionized the way customers can find the perfect pair of Adidas Ultra4D shoes. By considering individual foot shapes, specific scenarios, and detailed user feedback, the system offers a personalized and intelligent shopping experience that is unmatched in the industry.