OPEN-SOURCE MIGRATION BENCHMARK
License: Apache-2.0
★ 21.9k GitHub Stars
Replace Pinecone Vector DB with Self-Hosted Qdrant
High-performance Rust vector similarity search engine and vector database with quantization Stop paying Standard Pod / Serverless (~$70–$220/mo) ($70/mo for a 10-person team) and run Qdrant on a $4.50/mo Linux VPS with full data sovereignty.
10-Seat Annual Savings
+$786 / yr
vs Pinecone Vector DB standard plan
Container RAM & vCPU
512 MB RAM
1.0 vCPU • Migration: Very Easy (Built into LangChain, LlamaIndex & n8n)
Recommended Cloud Box
$4.50/mo VPS
Hetzner CX22 (4GB RAM / 2 vCPU)
1-to-100 Seat Total Cost of Ownership (TCO) Table
Comparing Pinecone Vector DB (Standard Pod / Serverless (~$70–$220/mo)) vs Qdrant on Hetzner CX22 (4GB RAM / 2 vCPU).
| Team Size | Pinecone Vector DB Cost | Qdrant VPS | Net Annual Savings |
|---|---|---|---|
| 1 Seat (Solo) | $70.00/mo ($840/yr) | $4.50/mo (CX22) | +$786 / year |
| 5 Seats | $70.00/mo ($840/yr) | $4.50/mo (CX22) | +$786 / year |
| 10 Seats | $70.00/mo ($840/yr) | $4.50/mo (CX22) | +$786 / year |
| 25 Seats | $70.00/mo ($840/yr) | $4.50/mo (CX22) | +$786 / year |
| 50 Seats | $70.00/mo ($840/yr) | $4.50/mo (CX22) | +$786 / year |
| 100 Seats | $70.00/mo ($840/yr) | $4.50/mo (CX22) | +$786 / year |
Production Docker Compose + Caddy Auto-SSL
Copy and run docker compose up -d on any Ubuntu 24.04 server.
# Production Docker Compose: Qdrant (Replaces Pinecone Vector DB)
services:
caddy:
image: caddy:2-alpine
restart: unless-stopped
ports:
- "80:80"
- "443:443"
volumes:
- ./Caddyfile:/etc/caddy/Caddyfile:ro
- caddy_data:/data
networks:
- stack_net
qdrant:
image: qdrant/qdrant:latest
container_name: stack-qdrant
restart: unless-stopped
environment:
- "QDRANT__SERVICE__API_KEY=${QDRANT_API_KEY:-change_this_qdrant_api_key}"
volumes:
- qdrant_data:/data
networks:
- stack_net
networks:
stack_net:
driver: bridge
volumes:
caddy_data:
qdrant_data:
Caddyfile (Automatic HTTPS Reverse Proxy):
# Automatic Let's Encrypt HTTPS for Qdrant
qdrant.{$DOMAIN:yourdomain.com} {
encode zstd gzip
reverse_proxy qdrant:6333
}
Why Teams Switch to Qdrant
- ✓Scalar & binary quantization cuts RAM usage by 90%
- ✓Rich JSON payload filtering
- ✓Built-in Web UI dashboard on port 6333
GitHub Repository
qdrant/qdrant
Official Website
qdrant.tech
Docker Image
qdrant/qdrant:latest
Database Needed
Built-in / SQLite
1-Click Cloud VPS Hosting
Deploy Qdrant in 60 Seconds
Sized automatically for Qdrant (512MB container RAM + OS overhead).
PRODUCTION BOILERPLATE ZIP
Get All 16 Pre-Built Production Stacks + Encrypted S3 Backups
Includes pre-tuned docker-compose.yml, Caddy Auto-SSL, AES-256 encrypted nightly S3/R2 Postgres backups, and Ubuntu 24.04 UFW/Fail2ban hardening scripts.