Discover how to build a high-performance, cost-effective data analytics platform by combining Metabase's intuitive visualization with ClickHouse's lightning-fast columnar database engine on a virtual private server (VPS). This comprehensive guide covers architecture design, step-by-step Docker deployment, performance optimization, and best practices for modern business intelligence.