FinOps Certified Practitioner (FOCP)

1. A mid-size e-commerce company recently migrated from on-premises data centers to a public cloud provider. Their CFO is alarmed that monthly cloud bills fluctuate by 30–50% compared to the predictable lease payments they had before. Which fundamental difference between cloud and traditional IT best explains this variance?

2. A startup's engineering team spins up a cluster of GPU instances for a weekend machine learning experiment. By Monday the bill has reached $12,000 because no one remembered to shut them down. Which cloud characteristic most directly caused this financial risk?

3. A large financial institution discovers that 14 different business units have independently created cloud accounts, resulting in fragmented billing and duplicate services. Which cloud challenge does this scenario best illustrate?

4. An operations team consistently over-provisions virtual machines to ensure application performance SLAs are met, even though average utilization is only 12%. Which challenge of cloud cost management does this represent?

5. A retail company's finance team attempts to apply their traditional annual IT budgeting process to cloud spending. By Q2, actual cloud costs are already 40% over the annual plan. What is the PRIMARY reason traditional budgeting fails for cloud?