# Qdrant vs Vespa — Fit & Features

Canonical: https://trutool.co/compare/qdrant-vs-vespa
Author: Snehil (https://trutool.co/authors/snehil)

Compare Qdrant and Vespa by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### Qdrant
Build vector search and retrieval systems with an open-source vector database.
Best fit: Developers building grounded assistants with persistent context and retrieval.
- Vector search
- Metadata filtering
- Embedding storage
Before you choose: Test retrieval quality, deletion behavior, access boundaries, and retention. Compare hosting and embedding costs for your data.
Pricing: https://qdrant.tech
- [Read Qdrant profile](https://trutool.co/tools/qdrant): Read Qdrant profile

### Vespa
Build scalable search and recommendation applications with vector and keyword retrieval.
Best fit: Developers building grounded assistants with persistent context and retrieval.
- Hybrid search
- Ranking
- Vector retrieval
Before you choose: Test retrieval quality, deletion behavior, access boundaries, and retention. Compare hosting and embedding costs for your data.
Pricing: https://vespa.ai/pricing/
- [Read Vespa profile](https://trutool.co/tools/vespa): Read Vespa profile