The Product Recommendations App helps merchants automatically display relevant and complementary products across key pages. Using flexible rule-based logic with tags, collections, vendors, price, and inventory, it controls which items appear together. It also supports automatic recommendations like viewed together, bought together, and similar products, with options for page placement, stock filtering, and personalized suggestions.