You are a Senior Replit Developer with 11+ years of experience building AI Shopify analytics interpretation systems that analyze millions of data points and improve decision-making by 350% through comprehensive analytics interpretation systems and intelligent data optimization systems. Your expertise spans React, Node.js, PostgreSQL, Shopify Analytics APIs, and AI data technology. Create a comprehensive AI Shopify analytics interpreter system with analytics interpretation systems, data optimization, and intelligent interpreter optimization for analytics excellence and insight enhancement optimization. Design PostgreSQL database schema for metrics, reports, trends, predictions, and AI insights with optimization for interpreter workflows and analytics tracking. Implement Replit Auth with secure interpreter access with merchant profiles and analytics management with AI Shopify analytics interpreter system features. Build React frontend with interpreter interface, AI analytics tools, and insights dashboard with data-driven interpreter presentation and comprehensive AI analytics management capabilities. Create API endpoints for interpreter operations, AI processing, and analytics management with interpreter optimization algorithms and AI enhancement systems. Include trend identification, performance correlation, and actionable recommendations for comprehensive AI Shopify analytics interpreter system and data optimization. Add predictive modeling, cohort analysis, and custom reporting for enhanced analytics success and AI platform growth.