Anthropic CCDV-F Q&A - in .pdf

  • CCDV-F pdf
  • Exam Code: CCDV-F
  • Exam Name: Claude Certified Developer-Foundations
  • Updated: Aug 30, 2026
  • Q & A: 97 Questions and Answers
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  • Exam Name: Claude Certified Developer-Foundations
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CCDV-F Practice Dumps

Anthropic CCDV-F Exam Syllabus Topics:

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

                                                                        Anthropic Claude Certified Developer-Foundations Sample Questions:

                                                                        Question 1

                                                                        Your enterprise has a contract with AWS that requires Claude API calls to flow through Amazon Bedrock rather than the direct Anthropic API. Your team is building a new Claude application and is unfamiliar with this constraint.
                                                                        How would you build the application?

                                                                        A. Build two parallel implementations of every call, one for the direct Anthropic API and one for Bedrock, and pick the faster one at runtime.
                                                                        B. Build the application against the direct Anthropic API and ignore the contractual requirement to route Claude calls through Amazon Bedrock.
                                                                        C. Build the application against the direct Anthropic API now and migrate to Bedrock in a follow-up release once the team has more experience with the Bedrock API.
                                                                        D. Configure the application to invoke Claude through the Bedrock-compatible API path while keeping the application's logic provider-agnostic.


                                                                        Question 2

                                                                        You are deciding between deploying a Claude-powered agent on Anthropic's hosted infrastructure or self- hosting under a "bring your own cloud" model in your own AWS account. The agent processes customer data subject to your enterprise's data residency policies, but the team wants to ship quickly and avoid managing infrastructure.
                                                                        Which deployment model would you recommend?

                                                                        A. Deploying on Anthropic-hosted infrastructure to meet the team's shipping timeline, and flagging the data residency requirement for a follow-up compliance review after launch.
                                                                        B. Deploying on Anthropic-hosted infrastructure while the team drafts a request to update the enterprise data residency policy to accommodate hosted AI deployments.
                                                                        C. Self-hosting under BYOC for an initial pilot, then evaluating whether to migrate to Anthropic-hosted infrastructure once the agent's data-handling patterns are better understood.
                                                                        D. Self-hosting under BYOC to satisfy the data residency requirement, while working with the infrastructure team to reduce the operational overhead of managing the deployment.


                                                                        Question 3

                                                                        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, processing the emails one at a time sequentially to ensure consistent ordering of results.
                                                                        B. The streaming responses API to process each email and return partial results to a database as the model generates them.
                                                                        C. The real-time Messages API with concurrent requests to process the emails as fast as possible during the overnight window.
                                                                        D. The Batch API, which is designed for non-interactive workloads with flexible completion windows.


                                                                        Question 4

                                                                        You are integrating Claude into an application written in Python. The Claude SDK provides a Python client that wraps the underlying REST API.
                                                                        How would you integrate the SDK?

                                                                        A. Use the Claude Python SDK and let it handle authentication, retries, and response parsing through its standard documented patterns for Python integrations.
                                                                        B. Skip the SDK and embed Claude calls in shell commands invoked from Python, so that the application runs the calls outside the main Python process.
                                                                        C. Call the REST API directly with raw HTTP requests so the application avoids the SDK's abstraction between the application code and the API.
                                                                        D. Use a different LLM provider's SDK and translate the responses into Claude's API shape so the application can switch providers in the future.


                                                                        Question 5

                                                                        The product team has asked you to choose a Claude model for a new feature. The team has provided functional requirements but has not specified performance, cost, or quality targets. The team's product manager says, "Use whatever model gives us the best results." How would you respond?

                                                                        A. Choose the largest, highest-capability Claude model, on the grounds that "best results" is most likely to mean highest quality.
                                                                        B. Ask the product team to specify quality, latency, and cost targets, then select the model whose tradeoffs best fit those targets.
                                                                        C. Run every Claude model on a representative sample and pick whichever scores best on a generic benchmark.
                                                                        D. Choose a mid-tier model and ship the feature, because mid-tier models work for most use cases without specified targets.


                                                                        Solutions:

                                                                        Question 1
                                                                        Answer: D
                                                                        Question 2
                                                                        Answer: D
                                                                        Question 3
                                                                        Answer: D
                                                                        Question 4
                                                                        Answer: A
                                                                        Question 5
                                                                        Answer: B

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