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Anthropic CCDV-F Exam Syllabus Topics:

Anthropic Claude Certified Developer-Foundations Sample Questions:

Question 1

You are building a Claude application that needs to deliver model output to end users as it is generated, instead of waiting for the full response to complete.
The Claude API mechanism you would use is...

A. The Batch API, which delivers full responses after a delay suitable for non-interactive workloads.
B. Streaming responses, which deliver tokens incrementally as the model generates them so users see output progressively.
C. Prompt caching, which speeds up the cost profile of future requests and does not affect the delivery timing of the first response.
D. Structured JSON output, which delivers responses only after the model has finalized the JSON shape across the entire response.

Question 2

Your Claude application has been running for several conversation turns, and you notice the model occasionally references information that was discussed many turns ago but is no longer relevant. You suspect context drift is causing the model to weight stale content too heavily.
How would you address the drift?

A. Reset the conversation after every turn so the model loses all prior turns when generating a response.
B. Truncate the conversation so the model sees only the most recent turn during each subsequent response.
C. Apply compaction to summarize older portions of the conversation so the gist remains while the specifics carry less weight.
D. Increase the context window size so all turns of the conversation remain visible to the model in full detail.

Question 3

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

Question 4

You are building an MCP server that exposes several internal data sources as MCP resources. The server needs to be deployed so multiple Claude applications can integrate with it.
How would you approach the build and deployment?

A. Build the MCP server with resource and tool definitions scoped to the first Claude application that needs it, and extend the definitions to additional applications as each integration is requested.
B. Author the server with clearly defined resources, tools, and prompts, choose a communication pattern, and deploy to an accessible hosting environment.
C. Deploy the MCP server only on individual developer machines, with the Claude applications unable to reach the server outside each developer's machine.
D. Bypass the MCP server and embed each data source directly in every Claude application that needs the data, with each application maintaining its own integration.

Question 5

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. Add token usage tracking by feature to the application's logging so the team can identify which features drive cost before recommending changes.
B. 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.
C. Reduce token usage uniformly across all features by half, applying the cut evenly across the application during normal operation.
D. Switch every feature to the smallest model to cut cost broadly across the application during normal operation.

Solutions: