Qdrant

High-performance vector database designed for similarity search with advanced filtering capabilities.

InfrastructureFree
4.5 (187 reviews)
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Key Features

  • Payload filtering
  • Distributed mode
  • REST/gRPC API
  • Cloud native

Pros

  • Excellent performance with Rust implementation
  • Rich filtering capabilities
  • True open-source with Apache license
  • Good documentation and examples
  • Supports multiple distance metrics

Cons

  • Smaller community than alternatives
  • Fewer client libraries
  • Less mature ecosystem
  • Limited managed hosting options
  • Steeper learning curve

Use Cases

Best For:

High-performance requirementsComplex filtering needsSelf-hosted deploymentsRust-based stacks

Not Recommended For:

Quick prototypesTeams wanting fully managed serviceJavaScript-heavy stacksSmall-scale projects

Recent Reviews

John Developer
2 weeks ago

Excellent tool that has transformed our workflow. The API is well-documented and easy to integrate.

Sarah Tech
1 month ago

Great features but took some time to learn. Once you get the hang of it, it's incredibly powerful.

Mike Business
2 months ago

Best investment for our team. Increased productivity by 40% in just the first month.