Qdrant

Qdrant is an open-source vector database written in Rust for similarity search over embeddings. It supports exact and approximate nearest-neighbor search (HNSW), rich metadata filtering with payload indexes, and horizontal scaling via clustering. Compared to Pinecone, Qdrant is the self-hosted choice — full control over data and config, popular in enterprise setups where hosting your own vector store is a hard requirement.