You can begin by gathering data on the user's browsing and shopping history, as well as other data points such as demographics and location. You can then utilize machine learning algorithms to analyze this data and provide personalized recommendations for each user. You would also add user feedback and ratings to increase the accuracy of the recommendations over time.