Collecting past purchase data involves integrating various systems and tools. Retailers often use CRM systems to track customer interactions and purchase history. E-commerce platforms also provide valuable insights into customer behavior. Additionally, leveraging tools like Google Analytics and email marketing software can help gather comprehensive data.