Presents a multistep model for deriving category promotions that match consumers’ purchase history, account for a large number of cross-category effects, and maximize the promotional impact on sales in associated categories. Uses a controlled field experiment in collaboration with a European home-delivery grocery retailer to test the performance of the derived category promotions.