SimPersona introduces a framework that enhances LLM-based web agents by learning discrete buyer personas from raw clickstream data, improving their ability to represent diverse buyer behaviors. This innovation leads to higher conversion rates and better performance in goal-oriented shopping tasks, marking a significant advancement in e-commerce personalization technology.