Sales transaction data is often only considered as an archive without any attempt to dig into the data. Extracting the data is done by using data mining to obtain the information contained in the data. The purpose of this study is to analyze the purchasing patterns of baby gear products using the FP-Growth algorithm. Research conducted on 937 of transaction data in January 2019 until June 2019 …