In this post, we walk through how Delivery Hero migrated their semantic search infrastructure to Amazon OpenSearch Service, why they chose radial search over traditional k-nearest neighbor (k-NN) search, and the optimizations that made the system fast, cost-effective, and flexible for experimentation.