Deploy Qdrant Vector Database on Ubuntu 24.04 with Docker Compose

Qdrant, an open-source vector database for AI similarity search, can be deployed on Ubuntu 24.04 using Docker Compose and Traefik for automatic HTTPS. The guide covers setting up directory structure, generating API keys, and configuring a sample collection. By the end, users have a secure, production-ready vector search service at their domain.