Qdrant alternatives

4 tools to consider instead of Qdrant, shown against it.

Qdrant Pinecone Weaviate Milvus Chroma
Vendor Qdrant Solutions GmbH Pinecone Systems, Inc. Weaviate B.V. LF AI & Data Foundation (originally Zilliz) Chroma (Chroma, Inc.)
Pricing model Free tier + paid plans Free tier + paid plans Free tier + paid plans Open source + paid options Free tier + paid plans
Free tier Yes Yes Yes Yes Yes
Deployment Cloud, Self-hosted Cloud Cloud, Self-hosted Self-hosted Cloud, Self-hosted
Open source Yes (Apache-2.0) No Yes (BSD-3-Clause) Yes (Apache-2.0) Yes (Apache-2.0)
Best for Teams needing efficient, filterable vector search with the option to self-host at no license cost. Teams building production RAG or semantic search applications who want a managed vector store with no infrastructure to run. Teams wanting hybrid semantic + keyword search with the flexibility to self-host or go managed. Teams needing self-hosted vector search at very large scale with full control over infrastructure. Developers prototyping LLM/RAG applications who want the simplest path from local development to production.
Pricing

Self-hosted is free; Qdrant Cloud has a free-forever tier, usage-based Standard pricing, and minimum-spend Premium and Hybrid/Private Cloud options.

Free Free forever
Standard Usage-based (rates via calculator)
Premium Minimum spend required (rates via calculator)

Prices read from the vendor's own page on September 21, 2026. Vendors change prices; check the source before you budget.

Free Starter tier for small projects; Builder is a flat monthly fee; Standard and Enterprise are usage-based with a monthly minimum spend; BYOC is custom-quoted.

Starter Free
Builder $20/month flat
Standard $50/month minimum usage
Enterprise $500/month minimum usage

Prices read from the vendor's own page on September 21, 2026. Vendors change prices; check the source before you budget.

Self-hosted is free; Weaviate Cloud has a free tier, a pay-as-you-go Flex plan, and prepaid Premium plans for shared or dedicated deployments.

Free $0/month
Flex From $45/month
Premium (Shared/Dedicated) From $400/month

Prices read from the vendor's own page on September 21, 2026. Vendors change prices; check the source before you budget.

Free and open source under the Linux Foundation; a fully managed cloud version is sold separately by Zilliz as Zilliz Cloud.

Pricing has not been verified yet — see the vendor's site.

Self-hosted/embedded use is free; Chroma Cloud's Starter tier is usage-based with included free credits, Team adds a flat monthly fee plus usage, and Enterprise is custom-quoted.

Starter $0/month + usage
Team $250/month + usage
Enterprise Custom quote

Prices read from the vendor's own page on September 21, 2026. Vendors change prices; check the source before you budget.

Features
  • Approximate nearest-neighbor search with payload filtering
  • Rust-based engine for high performance and low memory use
  • Vector quantization for reduced memory footprint
  • gRPC and REST APIs
  • Self-hosted or managed cloud, including hybrid/private cloud
  • Sharding and replication for horizontal scale
  • Approximate nearest-neighbor vector search
  • Metadata filtering alongside similarity search
  • Serverless and pod-based index types
  • Integrated embedding and reranking models
  • Multi-cloud availability (AWS, GCP, Azure)
  • Namespace-based multi-tenancy
  • Native hybrid search (vector + BM25 keyword)
  • Built-in embedding generation modules
  • GraphQL and REST query APIs
  • Self-hosted (Docker/Kubernetes) or managed cloud deployment
  • Multi-tenancy for SaaS applications
  • Generative search (RAG) module integration
  • Billion-scale approximate nearest-neighbor search
  • Multiple ANN index types (HNSW, IVF, DiskANN)
  • Hybrid dense + sparse vector search
  • Storage-compute separation in cluster mode
  • Milvus Lite embedded mode for local development
  • Scalar filtering combined with vector search
  • Embedded or local-server deployment for development
  • Combined vector, document and metadata storage
  • Metadata filtering alongside similarity search
  • Serverless managed cloud option
  • Python and JavaScript-first client libraries
  • Simple minimal API surface

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