Client-facing services are latency-sensitive and thus require consistently low response times to attract and retain users. We identify that these applications usually have varying object sizes, dynamic workloads, and complex query-processing functions. Switch-based hotspot offloading is a trendy solution for latency-sensitive applications to achieve high system throughput with an acceptable P99 query response latency.