In the dynamic realm of industrial product e-commerce, discerning genuine customer behavior from anomalous activities is paramount. Leveraging buyer persona analysis provides invaluable insights into customer motivations, purchasing patterns, and preferences, enabling businesses to craft targeted marketing strategies and enhance the overall custome