Alternatives to Qdrant Cloud
12 enterprise-ready data & mlops tools comparable to Qdrant Cloud, ranked by Xither's Enterprise Readiness score (compliance, deployment options, integration surface, and operational track record).
How the top alternatives to Qdrant Cloud compare
| Tool | Readiness | Pricing | Compliance | Deployment | Founded |
|---|---|---|---|---|---|
| Qdrant Cloud (baseline) | Not scored | Freemium | None listed | Cloud | 2020 |
| Milvus | Not scored | Open Source | None listed | Cloud, On-Premise, Hybrid, Self-Hosted | 2019 |
| Zilliz | Not scored | Enterprise | None listed | Cloud, On-Premise, Hybrid, Self-Hosted | 2017 |
| Elasticsearch Vector | 67 / 100 · Strong | Enterprise | None listed | Cloud, On-Premise, Hybrid | 2012 |
| Qdrant | Not scored | Freemium | None listed | Cloud, On-Premise, Self-Hosted | 2020 |
| Vectara | 64 / 100 · Established | Enterprise | None listed | Cloud, Hybrid, Self-Hosted | 2020 |
| Zilliz Cloud | Not scored | Enterprise | None listed | Cloud, Hybrid | 2019 |
Milvus — is priced open source where Qdrant Cloud is freemium, and offers on-premise / hybrid / self-hosted deployment.
Zilliz — is priced enterprise where Qdrant Cloud is freemium, and offers on-premise / hybrid / self-hosted deployment.
Elasticsearch Vector — is priced enterprise where Qdrant Cloud is freemium, and offers on-premise / hybrid deployment.
Qdrant — offers on-premise / self-hosted deployment, and documents 8 integrations.
Vectara — is priced enterprise where Qdrant Cloud is freemium, and offers hybrid / self-hosted deployment.
Zilliz Cloud — is priced enterprise where Qdrant Cloud is freemium, and offers hybrid deployment.
All Qdrant Cloud alternatives
Milvus
milvus.io
Open-source vector database for scalable, high-performance similarity search
Zilliz
zilliz.com
Enterprise-grade vector database platform for scalable AI and data infrastructure
Elasticsearch Vector
www.elastic.co/elasticsearch/vector-database
Elasticsearch is an open source vector database that provides vector, hybrid, sparse, and dense vector search capabilities.
Qdrant
qdrant.tech
Enterprise-grade vector search engine for scalable, secure AI-powered applications
Vectara
www.vectara.com/
Vectara is an enterprise agent platform for building AI agents across SaaS, VPC, and on-premise environments.
Zilliz Cloud
zilliz.com/cloud
Managed vector database platform for scalable, secure enterprise AI applications
Chroma
www.trychroma.com/
Chroma provides open-source search infrastructure for AI, supporting vector, full-text, regex, and metadata search.
Weaviate Cloud
docs.weaviate.io/cloud
Scalable vector database as a service for enterprise-grade AI applications
pgvector
github.com/pgvector/pgvector
Open-source vector similarity search extension for PostgreSQL at enterprise scale
Redis Vector
redis.io/solutions/vector-database/
A vector database for building GenAI applications including chatbots and agents.
Turbopuffer
turbopuffer.com
High-performance vector database for scalable, secure enterprise data infrastructure
LanceDB
www.lancedb.com/
LanceDB is a storage format and database for AI/ML, designed to manage and process multimodal data for model training and vector search.