Atler Pilot analyzes historical patch events to measure pre- and post-update utilization changes. By identifying baseline performance deltas, it establishes how maintenance activity permanently or temporarily influences capacity requirements.

Planned updates are integrated directly into capacity forecasts. Atler Pilot simulates anticipated performance shifts and scaling adjustments, ensuring infrastructure projections reflect both workload growth and operational change.

Not all capacity increases are long-term. Atler Pilot distinguishes between short-term scaling during patch windows and sustained post-update resource inflation, preventing unnecessary baseline overprovisioning.