Qdrant on Ubuntu 24.04
Pre-Configured Vector Database
Qdrant on Ubuntu 24.04 provides a pre-configured vector database environment designed for high-performance similarity search and AI-driven applications. This offering deploys Qdrant on Ubuntu 24.04 on CLOUD_PLATFORM: AWS / Microsoft Azure / Google Cloud, running on Ubuntu 24.04 LTS, and is published and maintained by PCloudhosting. The solution delivers a ready-to-run Qdrant environment optimized for cloud infrastructure, enabling organizations to build vector search, recommendation, and AI retrieval systems without manual database stack setup.
Platform Overview
The platform delivers a fully configured Qdrant on Ubuntu 24.04 environment for cloud-based vector search and AI workloads.
- Preinstalled Qdrant vector database
- Ubuntu 24.04 LTS base for long-term stability and security updates
- VM-based deployment across AWS, Azure, and Google Cloud
- REST and gRPC API accesswith cloud networking, storage, and monitoring services
This environment supports modern AI and semantic search architectures.
Core Technical Capabilities
Qdrant provides advanced vector database and similarity search features:
- High-dimensional vector storage and indexing
- Approximate nearest neighbor (ANN) search
- Payload-based filtering and metadata support
- Real-time indexing and search operations
- RESTful and gRPC interfaces
- Integration-ready with ML frameworks and embedding pipelines
Qdrant on Ubuntu 24.04 enables efficient vector-based data retrieval.
Deployment and Architecture
The deployment follows a cloud-native virtual machine architecture.
- Single-instance Qdrant deployment on Ubuntu 24.04
- Full administrative access to OS and database configuration
- Compatible with storage and backup services
- Integration-ready with AI pipelines, APIs, and applications
- Expandable architecture for scaling vector workloads
The setup supports development, experimentation, and production AI environments.
Scalability and Performance
Qdrant environments can scale based on AI workload demands.
- Optimized for high-performance vector search
- Vertical scaling via cloud instance resizing
- Horizontal scaling for distributed search scenarios
- Monitoring compatibility for resource and query visibility
Suitable for research projects through enterprise AI search platforms.
Security and Compliance
Security is managed through infrastructure and database-level safeguards.
- Self-hosted environment ensuring control over vector data
- Role-based OS access control
- Secure HTTPS and API communication
- Compatibility with cloud IAM policies, firewalls, and security groups
- No mandatory third-party SaaS dependencies
Organizations retain authority over data governance and compliance configurations.
Maintenance and Support
Free Maintenance Support by PCloudhosting is included.
Support includes:
- Deployment validation
- Configuration guidance
- Update and upgrade assistance
- Troubleshooting and operational best practices
PCloudhosting maintains the base image to ensure reliability and cloud compatibility.
Common Use Cases
Qdrant on Ubuntu 24.04 is commonly used for:
- Semantic search systems
- Recommendation engines
- AI-powered chat and retrieval systems
- Image and multimedia similarity search
- Vector-based analytics platforms
Summary
This offering provides a cloud-ready Qdrant vector database environment on Ubuntu 24.04, enabling organizations to operate AI-driven search and similarity platforms on AWS, Azure, or Google Cloud with full control over infrastructure, vector data, and integrations.