Holistic Performance Predictive Modeling Platform

Design a comprehensive performance prediction and optimization framework that uses machine learning to analyze infrastructure telemetry and forecast potential bottlenecks. Create a solution that integrates metrics from multiple sources, builds predictive models for resource consumption, and provides actionable recommendations for performance tuning with quantifiable improvement metrics.