Filtered Vector Search: The Hidden Performance Trap in Vector Databases

Vector database benchmarks often ignore filters, but production queries with WHERE clauses can triple latency and drop recall. The HNSW graph structure breaks when filtered nodes are removed, severing search paths. Three coping strategies exist, but two fail in opposite scenarios, while a newer trick can actually speed up filtered searches.