What is Qdrant?
Qdrant is a production-ready vector database written in Rust for maximum performance. Handles billions of vectors, supports filtering, payload storage, and multitenancy. The best open-source choice when you outgrow ChromaDB — same concepts, much more scale. Docker deploy in one command.
Quick start
1
docker run -p 6333:6333 qdrant/qdrant 2
pip install qdrant-client 3
Connect to http://localhost:6333
4
Qdrant dashboard available in browser
Use cases
→Production RAG systems
→Billion-scale vector search
→Recommendation engines
→Semantic deduplication
Compatible models
Works with any embedding model
Why this matters for India
// india context
If you're building a product on RAG, Qdrant scales from laptop to production without changing your code.