Qdrant

Development512MB+ RAM

High-performance vector search engine for AI applications

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aivector-databasesearchembeddings

Deploy Qdrant in 3 Steps

Connect Your VPS

Add your server credentials to Server Compass

Select Qdrant

Choose from our template library

Deploy & Configure

Fill in settings and click Deploy

No Docker knowledge required

Why Self-Host Qdrant?

Qdrant is a high-performance vector search engine built in Rust, designed for production AI applications. Self-hosting gives you predictable latency, no API rate limits, and complete control over your embedding data. For applications processing millions of vectors, self-hosting eliminates the significant cloud costs of managed vector database services.

Rust-based engine delivers blazing-fast vector search at scale

No rate limits or per-query pricing — search as much as you need

Advanced filtering with payload support for hybrid search

Built-in clustering for high-availability production deployments

gRPC and REST APIs for flexible integration

Qdrant vs Alternatives

Qdrant vs Pinecone

Pinecone is fully managed but expensive at scale. Self-hosted Qdrant offers the same performance with predictable costs.

Qdrant vs Chroma

Chroma is simpler for small projects. Qdrant scales better for production workloads with millions of vectors and advanced filtering.

Qdrant vs Milvus

Milvus requires more infrastructure. Qdrant is lighter, easier to deploy, and performs comparably for most use cases.

Why Deploy Qdrant with Server Compass?

Server Compass deploys Qdrant with optimized storage configuration and persistent volumes. It exposes both REST and gRPC ports, so you can use Qdrant with any AI framework immediately after deployment.

Download Server Compass

After Deployment

After deploying Qdrant with Server Compass, complete these steps to finish setup

Test the REST API

Create collections with vector configurations

Index and search vectors

Need help? Check out our documentation for detailed guides.

Qdrant FAQ

Common questions about self-hosting Qdrant

How do I deploy Qdrant with Server Compass?

Simply download Server Compass, connect to your VPS, and select Qdrant from the templates list. Fill in the required configuration and click Deploy. The entire process takes under 3 minutes.

What are the system requirements for Qdrant?

Qdrant requires a minimum of 512MB RAM. We recommend a VPS with at least 1024MB RAM for optimal performance. Any modern Linux server with Docker support will work.

Can I migrate my existing Qdrant data?

Yes! Server Compass provides volume mapping that allows you to import existing data. You can also use standard Qdrant backup and restore procedures.

How do I update Qdrant to the latest version?

Server Compass makes updates easy. Simply click the Update button in your deployment dashboard, and the latest Qdrant image will be pulled and deployed with zero downtime.

Is Qdrant free to self-host?

Qdrant is open-source software. You only pay for your VPS hosting (typically $5-20/month) and optionally Server Compass ($29 one-time). No subscription fees or per-seat pricing.