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vector database

Milvus

Open-source vector database designed for large-scale similarity search.

Main use case
Large vector search workloads and production RAG backends.
Open source
Open source
Self-hosting
Yes
Cloud
Partial / depends on edition
Pricing note
Verify managed service pricing from official source.
Target users
platform teams, AI engineers, developers

Strengths

  • Scale-oriented vector search
  • Established open-source project
  • Useful for production workloads

Limitations

  • Operations can be more involved than lightweight stores
  • Cloud options should be verified

How to evaluate this tool

  1. Test Milvus with a small representative corpus.
  2. Verify official documentation, pricing, licensing, and deployment options.
  3. Measure retrieval quality, latency, and operational complexity.
  4. Check whether the team can maintain ingestion, updates, logs, and evaluation.