Qdrant
Qdrant is a vector similarity search engine that provides a production-ready service with a convenient API to store, search, and manage points (i.e. vectors) with an additional payload. You can think of the payloads as additional pieces of information that can help you hone in on your search and also receive useful information that you can give to your users.
1 APIs
16 Features
AIArtificial IntelligenceVector Databases
APIs
Qdrant API
Qdrant (read: quadrant) is a vector similarity search engine. Use our documentation to develop a production-ready service with a convenient API to store, search, and manage vect...
Features
Free Tier: single-node 0.5 vCPU / 1 GB RAM / 4 GB disk
Standard: usage-based dedicated resources, 99.5% SLA
Premium: SSO, private VPC, 99.9% SLA
Hybrid Cloud: runs on your infra, managed via Qdrant Cloud
Private Cloud: dedicated isolated deployment
REST and gRPC APIs
Throughput scales with cluster resources
Batch upsert up to 10,000 points/request
Sparse vectors and hybrid search
Quantization (scalar, binary, product)
Snapshot backup / restore
Multi-tenancy via collections + payload filtering
Distributed deployment with sharding
Web UI for collection management
Cloud Inference for embeddings (selected models free)
Open-source self-hosted alternative
Resources
🚀
GettingStarted
GettingStarted
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Documentation
Documentation
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Tutorials
Tutorials
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Pricing
Pricing
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Blog
Blog
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Website
Website