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
  • Download Limit: Unlimited

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Anthropic CCDV-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Prompt and Context Engineering11%- Context Engineering
  • 1. Manage context windows and application context
    • 2. Apply context management strategies for agents and long-running workflows
      - Prompt Engineering
      • 1. Design prompts appropriate to application requirements
        • 2. Apply prompting techniques to improve reliability and output quality
          Topic 2: Agents and Workflows14.7%- Claude Agent SDK and Agent Loops
          • 1. Implement and manage custom agent loops
            • 2. Build and configure agents using the Claude Agent SDK
              - Agent Architecture and Tradeoffs
              • 1. Evaluate tradeoffs between agentic approaches and traditional workflows
                • 2. Select appropriate agent architectures and patterns
                  - Subagents and Agentic Frameworks
                  • 1. Apply appropriate agentic frameworks and orchestration patterns
                    • 2. Use subagents and coordinate multi-agent workflows
                      Topic 3: Security and Safety8.1%- Safety and Guardrails
                      • 1. Implement safety controls and guardrails
                        • 2. Use hooks and other mechanisms to enforce application controls
                          - Secure Application Design
                          • 1. Apply secure-by-design practices to Claude-powered applications
                            • 2. Protect sensitive data and manage access appropriately
                              Topic 4: Tools and MCPs10.6%- Tool Development and Integration
                              • 1. Design and implement custom tools for Claude applications and agents
                                • 2. Handle tool schemas, invocation, and tool-use results
                                  - Model Context Protocol
                                  • 1. Build and integrate MCP servers
                                    • 2. Apply MCP concepts and patterns for connecting models to external capabilities
                                      Topic 5: Applications and Integration33.1%- Application Development and Integration
                                      • 1. Handle multimodal and structured application inputs and outputs
                                        • 2. Build and ship production-grade Claude-powered applications
                                          • 3. Integrate Claude capabilities into existing software systems and workflows
                                            - Claude API and Client SDKs
                                            • 1. Implement streaming and handle API errors
                                              • 2. Construct and process API requests and responses
                                                • 3. Integrate applications with the Claude API and supported client SDKs
                                                  Topic 6: Model Selection and Optimization16.8%- Performance and Cost Optimization
                                                  • 1. Apply prompt caching and other cost optimization techniques
                                                    • 2. Use batching and other approaches to improve efficiency
                                                      - Model Selection
                                                      • 1. Evaluate quality, latency, capability, and cost tradeoffs
                                                        • 2. Select appropriate Claude models for task requirements
                                                          Topic 7: Claude Code3.1%- Claude Code Configuration and Usage
                                                          • 1. Configure settings and development environments
                                                            • 2. Use Skills, plugins, and Claude Code capabilities effectively
                                                              • 3. Use CLAUDE.md and project configuration
                                                                Topic 8: Eval, Testing, and Debugging2.6%- Evaluation
                                                                • 1. Design and run evaluations for Claude-powered applications
                                                                  • 2. Interpret evaluation results and improve application quality
                                                                    - Testing and Debugging
                                                                    • 1. Test Claude integrations and agentic systems
                                                                      • 2. Diagnose and debug application, agent, and integration issues

                                                                        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.
                                                                        Reveal Solution  Discussion  0

                                                                        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.
                                                                        Reveal Solution  Discussion  0

                                                                        Correct Answer: C  🗳️

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                                                                        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.
                                                                        Reveal Solution  Discussion  0

                                                                        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.
                                                                        Reveal Solution  Discussion  0

                                                                        Correct Answer: D  🗳️

                                                                        Explanation: Only visible for PrepPDF members. You can sign-up / login (it's free).

                                                                        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.
                                                                        Reveal Solution  Discussion  0

                                                                        Correct Answer: B  🗳️

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