Pyyan / Compare / Qdrant vs Chroma
Qdrant vs Chroma
2 of 5Vector Databases · verified 13 Aug 2026
QdrantQdrantcurrent
ChromaChromacurrent| Specification | Qdrant | Chroma |
|---|---|---|
| Summary | The fastest of the purpose-built stores. | The one you start with. |
| Index | HNSW | HNSW |
| Hybrid search | Yes | Limited |
| Hosting | Self-host and managed | Embedded, self-host, managed |
| Licence | Apache 2.0 | Apache 2.0 |
| p50 latency | 4ms | Varies |
| Category | Vector Databases | Vector Databases |
| Official | Qdrant ↗ | Chroma ↗ |
Highlighted rows are where these differ.
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.
Chroma
- Best developer experience in the category
- Most teams outgrow it, which is fine
Best for prototypes and local development.