What is a vector database?

A vector database is a specialized database designed to store, index, and search high-dimensional vectors efficiently. Unlike traditional databases that use B-tree or hash indices for exact lookups, vector databases use approximate nearest neighbor algorithms to find similar vectors at scale. Examples include Pinecone, Weaviate, Milvus, Qdrant, Chroma, and the pgvector extension for PostgreSQL.