Commerce Cache Design: Handling Traffic Spikes Across Local, Distributed, and Database Layers

We fix product and event APIs that buckle under traffic at sale launch with local L1 and remote L2 caches, stampede prevention, invalidation, and a kill switch—and prove with before-and-after numbers how much bandwidth, latency, and database load drop under the same traffic.