Claude Certified Developer-Foundations: CCDV-F Exam
"Claude Certified Developer-Foundations", also known as CCDV-F exam, is a Anthropic Certification. With the complete collection of questions and answers, PrepPDF has assembled to take you through 97 Q&As to your CCDV-F Exam preparation. In the CCDV-F exam resources, you will cover every field and category in Claude Certified Developer Certification helping to ready you for your successful Anthropic Certification.
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- Exam Code: CCDV-F
- Exam Name: Claude Certified Developer-Foundations
- Certification Provider: Anthropic
- Corresponding Certification: Claude Certified Developer
- Updated: Oct 18, 2026
- No. of Questions: 97 Questions & Answers with Testing Engine
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Anthropic CCDV-F Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Prompt and Context Engineering | 11% | - Context Engineering
|
| Topic 2: Agents and Workflows | 14.7% | - Claude Agent SDK and Agent Loops
|
| Topic 3: Security and Safety | 8.1% | - Safety and Guardrails
|
| Topic 4: Tools and MCPs | 10.6% | - Tool Development and Integration
|
| Topic 5: Applications and Integration | 33.1% | - Application Development and Integration
|
| Topic 6: Model Selection and Optimization | 16.8% | - Performance and Cost Optimization
|
| Topic 7: Claude Code | 3.1% | - Claude Code Configuration and Usage
|
| Topic 8: Eval, Testing, and Debugging | 2.6% | - Evaluation
|
Anthropic Claude Certified Developer-Foundations Sample Questions:
Your team is preparing a new Claude application for production, and the product team has asked for a cost projection. The team needs to estimate the cost based on expected request volume, average input length, and average output length. How would you build the projection?
- A. Build a cost model based on expected request volume and the chosen model's pricing, treating average input and output token counts as variables to be estimated post-launch.
- B. Build a cost model that uses the average per-request cost from a similar Claude application the team built last year, scaling that figure by expected request volume.
- C. Build a cost model that combines expected request volume and average input tokens, treating output tokens as a small enough share of cost to leave out of the projection.
- D. Build a cost model that combines expected request volume, average input tokens, average output tokens, the chosen model's pricing, and any caching benefits.
Correct Answer: D 🗳️
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You are setting up a Claude application that requires API keys for several external services.
What is the best way to store the keys?
- A. Put the keys in the application's configuration file and check the configuration file into the team's repository alongside the rest of the source code.
- B. Use a single shared key across all external services, so any developer working on the application can find the keys easily during development.
- C. Store the keys in a secrets manager or environment-specific configuration that is not checked into source code, and load them at runtime.
- D. Email the keys to each developer as needed and have each developer paste the keys into their local environment when they begin working on the application's code.
Correct Answer: C 🗳️
Explanation: Only visible for PrepPDF members. You can sign-up / login (it's free).
The team is debating whether to build a new capability as a custom tool or to use an existing built-in tool that nearly covers the use case but lacks one specific feature.
How would you decide?
- A. Evaluate whether the missing feature can be addressed by extending the built-in tool or warrants a custom tool, then choose accordingly.
- B. Identify whether the team has previously built similar custom tools and use those precedents to determine which approach is more consistent with the existing codebase.
- C. Examine the custom tool option by scoping the implementation effort and determining whether the additional flexibility justifies the development and maintenance cost.
- D. Review the built-in tool's documentation and assess whether its existing capabilities are sufficient to cover the use case without any modification or extension.
Correct Answer: A 🗳️
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You are building a Claude application that processes 10,000 customer emails overnight to extract structured data. The work is non-interactive, runs once daily, and has a flexible completion window of several hours.
Which Claude API would you use?
- A. The real-time Messages API with concurrent requests to process the emails as fast as possible during the overnight window.
- B. The real-time Messages API, processing the emails one at a time sequentially to ensure consistent ordering of results.
- C. The streaming responses API to process each email and return partial results to a database as the model generates them.
- D. The Batch API, which is designed for non-interactive workloads with flexible completion windows.
Correct Answer: D 🗳️
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You are building an agent that needs to call several internal APIs and a database in a structured, repeatable way. Your team has decided to use the Claude Agent SDK rather than build a custom loop. You are setting up the agent's tool definitions and execution loop.
How would you set up the tools and execution loop?
- A. Use the SDK's tool interface and loop, with conversation history stored in a separate team database.
- B. Use the SDK's tool interface and let the SDK handle the loop, dispatch, and history.
- C. Use the SDK's tool interface and write the loop and history layer in the team's own code.
- D. Call the Messages API directly and let the model format its tool calls in plain text.
Correct Answer: B 🗳️
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