Pyyan / Compare / LanceDB vs Qdrant
LanceDB vs Qdrant
2 of 5Vector Databases · verified 13 Aug 2026
LanceDBLanceDBcurrentQdrantQdrantcurrent
| Specification | LanceDB | Qdrant |
|---|---|---|
| Summary | Embedded, multimodal, columnar. | The fastest of the purpose-built stores. |
| Index | IVF-PQ, HNSW | HNSW |
| Hybrid search | Yes | Yes |
| Hosting | Embedded and managed | Self-host and managed |
| Licence | Apache 2.0 | Apache 2.0 |
| p50 latency | Varies | 4ms |
| Category | Vector Databases | Vector Databases |
| Official | LanceDB ↗ | Qdrant ↗ |
Highlighted rows are where these differ.
LanceDB
- Lance columnar format, versioned like a table
- Runs in-process, no service to operate
Best for multimodal data and local apps.
Qdrant
- Written in Rust; 10 to 25% faster than Weaviate or Milvus on common workloads
- Strong filtering alongside vector search
- Self-host or managed, same engine
Best for latency-sensitive retrieval.