feat(monitoring): automatic capacity planning + forecast, recommendat…

[oscarj007]

Closes #655

Description

This PR implements the core automatic capacity planning and predictive resource engine to meet all defined project acceptance criteria.

Core Implementations

• Trend Analysis: Added data extraction filters to continuously calculate historical data usage patterns.
• Capacity Forecasting: Designed predictive metric routines to project upcoming infrastructure workloads.
• Exhaustion Warning Alerts: Programmed proactive threshold alarms to trigger notices before system capacities are fully exhausted.
• Scaling Recommendations: Created an automated utility module that generates operational scaling configurations based on usage velocity.

Acceptance Criteria Checklist

• Trend analysis module active
• Capacity forecasting calculations completed
• Pre-exhaustion alert threshold flags implemented
• Dynamic scaling recommendations engine verified

Type of Change

• New feature (non-breaking change which adds functionality)