Efficient Optimization of JD App Review API: Reducing Peak Requests by 85% without Impacting User Experience
By analyzing user behavior and decoupling the review layer from the product detail flow, the JD app team introduced a scroll‑triggered, configurable request mechanism and fallback handling, achieving up to an 85% reduction in peak review API QPS during major sales events without degrading user experience.