Cloud spend forecasting breaks when teams forecast the bill but ignore the operating drivers behind it.
Forecast drivers before totals
Startup cloud budgets need driver-based context: customer growth, product usage, AI workload intensity, data retention, environment sprawl, and commitment coverage. A forecast is more useful when it explains why spend may move and what the team can do about that movement.
