PT$.$ TechPro, an electronics manufacturing company, faced challenges in optimizing their production processes and understanding customer behavior. They want to integrate Agent Based Modeling and Simulation $($ABMS$)$ techniques with Data Mining and Big Data Analytics to increase their operational efficiency and forecast market trends more accurately.PT$.$ TechPro is an electronic equipment manufacturer based in Batam. They produce various electronic products, from smartphones to IoT devices.