Suboptimal raw material inventory management and imprecise marketing strategies have become major challenges for Coffee Shop Terakota in Indragiri Hulu Regency. This study aims to analyze consumer purchase patterns to provide recommendations for products that are frequently bought together. The results of this analysis are expected to assist management in maintaining optimal raw material stock …