Qdrant
Free tierHigh-performance vector search engine built for production-grade AI retrieval at any scale
Key strengths
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Recent changes
- Plans updated: Free tier: 0.5 vCPU / 1GB RAM / 4GB Disk, free forever. Standard tier: usage-based pricing (charged for vCPU, memory GB, storage GB). Premium tier: minimum spend required. Hybrid Cloud and Private Cloud available for enterprise.
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Developer Documentation & Integration
APIs & SDKs Qdrant exposes both REST and gRPC APIs. Official client libraries are available for major languages (refer to the Qdrant documentation for the current SDK list).
Deployment Options
| Mode | Description |
|---|---|
| Managed Cloud | Hosted on AWS, GCP, or Azure — fully managed |
| Hybrid Cloud | Qdrant control plane + your own Kubernetes infrastructure |
| Private Cloud | Fully air-gapped deployment on your infrastructure |
| Self-hosted | Docker or Kubernetes; IaC via Terraform and Pulumi |
Quantization Configure scalar, binary, or asymmetric quantization per collection to reduce memory footprint by up to 64× with tunable accuracy trade-offs.
Hybrid Search Combine dense and sparse vector fields (BM25, SPLADE++) in a single collection and query. Filtering is applied during HNSW traversal (not post-hoc), preserving recall accuracy.
Observability Native metrics export to Prometheus; dashboards available for Grafana and Datadog.
Compliance SOC2 and HIPAA compliant — suitable for regulated workloads.
Pricing (API/Cloud)
- Free tier: 0.5 vCPU / 1 GB RAM / 4 GB Disk — free forever
- Standard: Usage-based (billed per vCPU, memory GB, storage GB)
- Premium: Minimum spend required
- Hybrid / Private Cloud: Enterprise plans available
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