LinkedIn replaced its outdated FollowFeed system with FishDB, a new retrieval engine built in Rust. FishDB improves memory efficiency, reduces hardware usage, and enhances query capabilities, addressing the limitations of its predecessor. The article details the architecture, migration challenges, and the benefits of using Rust for performance.