Predictive Performance Capacity Planning with Machine Learning

Develop a machine learning-powered capacity planning system that predicts infrastructure resource requirements using historical performance data. Create a solution that ingests metrics from multiple sources, applies time-series forecasting algorithms, and generates actionable recommendations for scaling infrastructure. Include detailed architecture showing data ingestion, model training, and automated scaling trigger mechanisms.