Abcstract Many pharmacies still use manual recording, potentially leading to operational inefficiencies and errors. This study aims to develop a web-based drug transaction system with a cross-selling recommendation module using the FP-Growth algorithm. The system was implemented at Apotek Sehat and Apotek Rizki Pratama in Dumai. Methods included observation, interviews, and transaction data an…