ABSTRACK In today's digital era, companies are leveraging data with data mining techniques to uncover patterns and important information. This study produces two data mining methods, Apriori and FP-Growth, for drug purchasing pattern analysis. Although FP-Growth is often more efficient, Apriori can provide competitive results in small datasets. Purchasing pattern analysis has strategic value f…