Qdrant (Vector Search Engine)
Qdrant is a vector similarity search engine that provides a production-ready service with a user-friendly API, focusing on Rust-based performance.
🚀 Key Specs (2026 Update)
- Free Tier (Always Free): 1 GB Storage on Managed Cloud (unlimited write/read).
- Core Technology: Rust-based engine with payload filtering.
- Primary Strength: Developer experience and easy-to-use API for RAG applications.
🗝 Link to Console
- Visit Qdrant Cloud (qdrant.io).
- Create an account.
- Access your API key and Cluster endpoint from the “Clusters” dashboard.
🛠 Usage Example (Python SDK)
from qdrant_client import QdrantClient
client = QdrantClient(url="YOUR_CLUSTER_URL", api_key="YOUR_KEY")
client.upsert(
collection_name="my_collection",
points=[{"id": 1, "vector": [0.05, 0.61, 0.76]}]
)