 The study aims to develop a drug recommendation system for patients with diabetes using collaborative filtering and clustering techniques, which was found to be acceptable in predicting suitable medications for target patients based on patient characteristics and drug information. This article was authored by Luis Fernando Grande Morales, Priscilla Valdivia Zodíaz, Ruth Retegui, and others.