Question 1

Using FOCUS-normalized data, an analyst identifies that a team's object storage costs are increasing despite no significant growth in overall storage usage. Further investigation shows that most charges come from frequent access to archived data. What is the most appropriate optimization recommendation?

Options :

A : Limit user access to archived data by implementing strict IAM policies

B : Recommend deleting archived data older than one month to save costs

C : Move all data to cold storage tiers to reduce costs

D : Review data access patterns and consider transitioning frequently accessed objects to a more appropriate storage class

Answer: D

Question 2

A financial analyst is tasked with comparing team-level cloud spend across AWS, Azure, and Google Cloud using the FOCUS data model. Each provider has different usage types, pricing models, and tagging conventions. What is the most effective first step to address these multi-cloud allocation challenges using FOCUS-aligned practices?

Options :

A : Apply the cost allocation strategy used for the largest cloud provider to all others

B : Normalize metadata (e.g., labels and tags) across providers before applying allocation rules

C : Consolidate all data sources into a single spreadsheet and manually group costs

D : Convert all costs to a single currency and aggregate by service name

Answer: B

Question 3

A Business Unit Lead asks a FinOps Analyst to project their team’s cloud expenses for the next quarter using FOCUS-aligned data. Which approach best utilizes the FOCUS data model to support this forecasting scenario?

Options :

A : Apply estimated cloud growth rates provided by vendors to monthly invoices

B : Average compute utilization metrics from monitoring tools and apply to future budget

C : Use historical cost data from the lineItem/unblendedCost field, grouped by billingPeriod/startDate

D : Estimate based on employee headcount and service-level agreements

Answer: C

Question 4

A FinOps analyst has identified a consistent cost increase in a cloud service used by multiple engineering teams. To encourage action, they want to present this information in a way that resonates with both Finance and Engineering stakeholders. Which of the following is the most effective communication strategy?

Options :

A : Present a high-level summary of total costs, without attribution, to keep the message simple.

B : Communicate only with Finance, as cost optimization decisions ultimately rest with budget owners.

C : Use FOCUS-aligned data to show cost trends over time by projectId and labels, highlighting specific teams and services responsible.

D : Share a detailed breakdown of every line item from the cloud bill, organized by provider.

Answer: C

Question 5

A FinOps team is onboarding a new cloud provider and wants to ensure data from that provider is ingested into their FOCUS pipeline with high integrity. Which of the following practices best supports this goal?

Options :

A : Manually inspect daily usage reports and enter values into the dataset

B : Implement automated schema validation and unit normalization checks during ingestion

C : Rely on the provider’s native dashboard as the source of truth for financial reporting

D : Set up one-time data import for the provider's billing data at the end of each quarter

Answer: B