In the current digital era, libraries require efficient systems to assist users in discovering relevant and interesting books. This research proposes the implementation of the FP-Growth algorithm to develop a book borrowing recommendation system in libraries. The FP-Growth algorithm is chosen for its capability to handle large transaction data and to uncover significant associative pa…