In today’s fast-paced e-commerce market, businesses must deeply understand customer behavior to deliver personalized experiences. The Shopper Spectrum project implements a comprehensive machine learning pipeline that unifies customer segmentation and product recommendations to support smarter decision-making and improved customer engagement.