LanceDB is an embedded vector database built on Apache Arrow/Lance format for multimodal data, supports SQL queries, zero-copy reads, disk-based indexes like IVF-PQ. Ideal for ML pipelines and analytics; vs Chroma more columnar/multimodal focus. Features: serverless cloud, Python/Rust SDKs.