In the dynamic realm of industrial product e-commerce, discerning authentic customer behavior from fraudulent activities is paramount. Employing buyer persona analysis provides invaluable insights into customer motivations, purchasing patterns, and preferences, enabling businesses to design targeted marketing strategies and optimize the overall cus