This Guidance helps businesses build a real-time recommendation pipeline using Amazon Personalize. The pipeline creates personalized recommendations based on a user’s profile and behavior to improve the customer experience. Developers can use this Guidance to show personalized recommendations, including recommended products, promotions, and items for upsell or cross-sell.