Qdrant

Development512MB+ RAM

High-performance vector search engine for AI applications

Download Server Compass Install Qdrant to VPS

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

Step-by-step deployment guide

Deploy Qdrant on a VPS with Server Compass

Use the Qdrant template in Server Compass to deploy a self-hosted vector database API on your VPS, then verify the REST API auth response in a browser.

About 10 minutesBrowser verified

Step 1

Open the server Apps tab

Select the tutorial-vps VPS, open the Apps tab, and start a new app deployment. Keep sensitive server details hidden before capturing or sharing screenshots.

Server Compass Apps tab before creating an Qdrant app

Step 2

Choose an app template

Click New App and choose the template deployment path so Server Compass can load the built-in catalog.

Choosing to deploy an app from a Server Compass template

Step 3

Search for Qdrant

Use the template picker search to find Qdrant in the Server Compass template catalog.

Searching for Qdrant in the Server Compass template picker

Step 4

Select the Qdrant template

Choose the Qdrant template. Server Compass fills the Qdrant service, persistent vector storage volumes, generated API key, REST port, and gRPC port.

Qdrant template selected in Server Compass

Step 5

Review the Qdrant settings

Confirm the app name and compose services. In this run, the app was named qdrant-demo and used host port 6333.

Reviewing Qdrant project settings and compose services

Step 6

Deploy Qdrant

Review the generated compose settings, confirm the API port is available, and click Deploy Now.

Reviewing Qdrant environment variables and port before deployment

Step 7

Watch the deployment progress

Keep the deployment modal open while Server Compass uploads the compose file, pulls the Qdrant image, starts the container, and verifies the stack.

Server Compass deploying the Qdrant template on the VPS

Step 8

Confirm Qdrant is running

After deployment finishes, return to the Apps tab and confirm the Qdrant app is marked Running with its application URL available.

Qdrant template running in the Server Compass Apps tab

Step 9

Open the Qdrant REST endpoint in the browser

Click Open Application or open the application URL in a browser. The Qdrant dashboard/API response confirms the vector database API is reachable.

The deployed Qdrant REST API auth response loaded in a browser

After Qdrant Opens

Do not expose Qdrant directly to the public internet without a firewall, VPN, or authenticated reverse proxy.
Use a VPN, IP allowlist, or authenticated reverse proxy for production vector database API access.
Store only intended vectors and snapshots, and monitor disk usage as collections grow.
Keep the Qdrant image updated for database and security fixes.
Restrict API access to trusted applications and networks before storing private embeddings or metadata.

Verified Result

The Qdrant REST dashboard/API endpoint loaded successfully in a browser.

Download Server Compass Docs

Qdrant deployment questions

What does the Qdrant template deploy?

It deploys the Qdrant container with persistent `/qdrant/storage` and `/qdrant/snapshots` volumes plus an API-key-protected REST API.

Which port did the tutorial use?

The tutorial used host port 6333, which maps to the Qdrant API on container port 6333.

Why does the browser verification stop at the first API response?

A fresh Qdrant deployment is considered reachable when the HTTP API returns a dashboard/API response or an expected API-key challenge.

Should this become a blog post?

No. The deployment guide should live on the Qdrant template detail page and be linked from the reusable template deployment docs page.

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.

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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.

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Ready to Self-Host Qdrant?

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