
·12 min read
Vector Databases for Production RAG (2026): Pinecone vs Qdrant vs Milvus vs pgvector
An architectural benchmark of Pinecone, Qdrant, Milvus, and pgvector for production RAG pipelines: HNSW vs IVFFlat indexing, single-stage filtered search, p95 latency, and memory footprint.