The Platform A large U.S.-based retail organization operates a multi-brand e-commerce platform serving customers across numerous locations. The platform enables customers to browse products, check availability, and place orders for fulfillment through local stores — making accurate, real-time product data essential. The Challenge: Stale Data, Real Consequences The platform relied on a scheduled batch process to refresh its product catalog. While this ensured consistency, it