Design a Similar Listings System

Design an ML system that recommends similar items on a product or listing detail page (e.g., Airbnb, Amazon). The system should understand item similarity across multiple dimensions (visual, textual, categorical, behavioral), handle items with sparse interaction data, and personalize results based on the browsing user. Consider embedding-based approaches, real-time serving, and how to define similarity.