Low-Latency Search Autocomplete

We placed the cache before the application servers so that most autocomplete requests are served without reaching the application or database. Larger cache and load-balancer instances handle the high read traffic, while a small number of application and database instances process cache misses and updates. This design achieved low latency, high availability, strong headroom, and a cost below the reference architecture.