Sugargoo Review and Sugargoo Spreadsheet have been deeply integrated to create an intelligent recommendation engine for Adidas Ultra4D shoe purchasing. This integration leverages the power of data analysis and user feedback to provide personalized and context-aware recommendations for customers.The Spreadsheet system has conducted a semantic analysis of tens of thousands of user reviews, which has allowed it to construct a "foot shape - scenario - shoe model" matching model. For instance, when a customer with flat feet is shopping, the system recommends the top 3 models with the highest support scores. This recommendation is further enhanced by correlating it with heat maps of arch pressure distribution tested by real runners, providing a comprehensive understanding of how the shoes perform under various conditions.For night running scenarios, the integration goes a step further by incorporating brightness test data of 3M reflective strips along with Visibility scores. This ensures that customers not only get the right fit but also the necessary safety features for their specific needs.The intelligent recommendation engine is powered by the external link to Sugargoo Spreadsheet, which serves as a hub for all the data and analysis. This platform allows for a seamless experience, where customers can find the perfect pair of Adidas Ultra4D shoes tailored to their unique requirements.This innovative approach to shoe recommendation not only enhances the customer's shopping experience but also increases the likelihood of satisfaction and repeat business. By leveraging the latest in data analysis and user feedback, Sugargoo Review and Spreadsheet are setting a new standard in the world of online shoe retail.