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Qdrant

by selfmade ✓ first-party

Qdrant is a vector search engine and vector database. It stores, manages, and searches high-dimensional vectors generated by machine learning models. Qdrant is designed to handle large-scale vector data efficiently, making it suitable for applications such as recommendation systems, image and video search, natural language processing, and anomaly detection.

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Vector & Embeddings AI & LLM Search Data Science

Qdrant Vector Database Lab

A one-click deployable Qdrant vector database lab that runs 24/7 with public access and API key protection.

Overview

This lab provides a fully functional Qdrant vector database instance that is:

  • One-click deployment - Easy to set up and get started
  • 24/7 availability - Continuously running for your vector database needs
  • Publicly accessible - Available via a public URL
  • API key protected - Secure access with API key authentication
  • SSL enabled - Secure HTTPS connection by default

Data Persistence

All your vector data and database files are automatically mounted and persisted in the .qdrant_storage directory within the labsstorage folder. This ensures your data remains available even after container restarts or updates.

Features

  • 🚀 Instant deployment - Get up and running in seconds
  • 🔒 Secure access - API key authentication for all requests
  • 📊 Vector operations - Full Qdrant vector database functionality
  • 💾 Data persistence - Your data is safely stored and backed up
  • 🌐 Public URL - Access your database from anywhere
  • 🔐 SSL/TLS - Encrypted connections by default

Getting Started

  1. Deploy the lab using the one-click deployment
  2. Note your public URL and API key
  3. Start storing and querying vectors immediately

API Usage

Connect to your Qdrant instance using the provided public URL and API key:

from qdrant_client import QdrantClient

client = QdrantClient(
    url="https://your-lab-url.com",
    api_key="your-api-key"
)

Data Storage

Your vector collections and all database files are stored in:

labsstorage/.qdrant_storage/

This ensures data persistence across deployments and updates.

Support

For questions or issues with this lab, please refer to the Qdrant documentation or contact the lab administrator.