This project focuses on analyzing high-value customer transaction data to uncover key insights about purchasing behavior and coupon redemption patterns. By segmenting the data by income category, product type, and coupon usage, we aim to provide a detailed understanding of customer preferences and how businesses can optimize their promotional strategies.