Design a cloud resource utilization monitoring system that analyzes CPU, memory, storage, and network metrics while forecasting future capacity requirements using historical usage data to improve infrastructure planning and scalability.
Collect cloud resource utilization metrics.
Store historical monitoring data.
Design analytics dashboard for visualization.
Implement trend analysis using time-series methods.
Apply forecasting algorithms (ARIMA/Linear Regression).
Visualize predicted usage growth.
Configure alerts for capacity thresholds.
Simulate workload increase scenarios.
Compare forecast accuracy with actual data.
Analyze scaling recommendations.
Optimize resource allocation strategies.
Document forecasting model and monitoring workflow.
