E-commerce faces increasing challenges in managing and predicting sales performance due to a variety of influencing factors such as seasonal trends, holidays, and weather conditions. This study selects the best predictive model through a comparison of three models and develops a customer segmentation model based on store data, helping Walmart optimize promotional activities and better understand consumer behavior.