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Anthropic CCDV-F Exam Syllabus Topics:

Anthropic Claude Certified Developer-Foundations Sample Questions:

Question 1

A Claude application is occasionally refusing to answer questions that should be in scope, including questions the application has answered correctly in the past. You want to investigate.
What is the first step of your investigation?

A. Test whether removing or adjusting those instructions resolves the behavior.
B. Assess whether the refusals cluster around specific input patterns, question types, or time periods by analyzing the distribution of refused requests in the logs.
C. Examine traces of the refused requests to identify what triggers the refusal, whether input patterns, system prompt content, or other context.
D. Identify which questions have been refused and compare them against previously answered questions to determine what changed between the successful and refused interactions.

Question 2

Your team's Claude application has been in production for a year, and the team has decided to formalize its testing strategy. Currently, the team writes ad-hoc tests for individual features but has no overall testing approach.
What testing approach would you formalize?

A. Continue writing ad-hoc tests as features ship and introduce a peer review step to ensure each test adequately covers the feature being released.
B. Define a single testing approach that uses end-to-end tests and apply it consistently across all new features as they are added to the codebase.
C. Define unit tests for individual functions, integration tests for the Claude integration, and end-to-end tests for critical user flows, applied consistently across the codebase.
D. Adopt a test-driven development practice where unit tests are written before each feature is implemented and must pass before code is merged.

Question 3

Your Claude application's token costs have grown faster than expected. The team has not been tracking token usage by feature, so the team cannot identify which features are driving cost. The team is debating how to respond.
How would you respond?

A. Reduce token usage uniformly across all features by half, applying the cut evenly across the application during normal operation.
B. Add token usage tracking by feature to the application's logging so the team can identify which features drive cost before recommending changes.
C. Tell the team that cost growth is unavoidable as the application scales and that no investigation will change the trajectory of the application's cost over the next several quarters.
D. Switch every feature to the smallest model to cut cost broadly across the application during normal operation.

Question 4

Your team is choosing how to add a capability to a Claude application. You want to apply the appropriate option, whether built-in tool, custom tool, Skill, or MCP server, based on the use case.
You would choose the option that...

A. Is the most familiar to the team based on prior experience with similar capabilities.
B. Is the easiest to build given the team's current development tools and workflows.
C. Matches the use case's scope, reuse needs, and integration context.
D. Is the newest available option among built-in tools, custom tools, Skills, and MCP servers.

Question 5

Your Claude application's error handling currently logs every API error with the same severity level. The team wants to differentiate between errors that should page an on-call engineer and errors that should be logged for later review. How would you structure the error handling?

A. Disable logging for any error that does not page, treating non-paging errors as not worth recording for later review either.
B. Log every error with the same severity, on the grounds that differentiating severity adds complexity that does not pay off in most application setups over time.
C. Page on every error, on the grounds that paging guarantees that no error is missed by the team during normal operation across the application's lifecycle.
D. Categorize errors by severity based on impact and recoverability, then route each category to the appropriate channel for paging or logging.

Solutions: