Message Queue Sharding: When and How?

hey folks, im looking into scaling our message queue usage and sharding has come up as a potential solution for handling increased throughput and data volume. ive seen various implementations, but im curious about practical experiences. when did you decide your message queue needed sharding? what strategies did you employ by key, by topic partition, or custom hashing? any pitfalls or unexpected benefits you encountered?