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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Anthropic CCDV-F Exam Syllabus Topics:

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

                                                                        Anthropic Claude Certified Developer-Foundations Sample Questions:

                                                                        Question 1

                                                                        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. 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.
                                                                        B. Continue writing ad-hoc tests as features ship and introduce a peer review step to ensure each test adequately covers the feature being released.
                                                                        C. 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.
                                                                        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 2

                                                                        Your team uses Claude Code across multiple repositories. You want the team's rules and general coding standards to apply to all repositories, and other rules to apply only to specific repositories. The team is currently duplicating instructions across every repository's CLAUDE.md file.
                                                                        How would you address this?

                                                                        A. Move all instructions to a separate documentation site that developers consult during Claude Code sessions across all repositories.
                                                                        B. Use a single repository's CLAUDE.md as the central source of truth and link to it from every other repository's CLAUDE.md file.
                                                                        C. Use a CLAUDE.md hierarchy that scopes general standards broadly and project-specific context within each repository's local CLAUDE.md.
                                                                        D. Stop using CLAUDE.md altogether and ask each developer to configure Claude Code manually for each project they work on.


                                                                        Question 3

                                                                        You are designing a Claude application that will require structured JSON output for downstream processing.
                                                                        The output schema is well-defined, and downstream systems will reject malformed JSON.

                                                                        A. Structure the prompt to request output in a schema that is described in plain English, with downstream systems parsing whatever shape Claude produces.
                                                                        B. Avoid structured output and use free-form text everywhere instead, on the grounds that free-form text is more flexible and handles edge cases better than structured schemas.
                                                                        C. Define a clear schema and structure the prompt to request output in that schema, with downstream systems handling any validation needed.
                                                                        D. Define a clear schema, structure the prompt to request output in that schema, and validate Claude's output against the schema before passing it downstream.


                                                                        Question 4

                                                                        A new agent your team built handles customer support tickets, but it routinely gets confused when a single ticket spans billing, shipping, and product issues. The agent often loses track of which sub-issue it has already addressed and revisits the same one. The team is considering architectural changes.
                                                                        What architectural change would you recommend?

                                                                        A. Switch to a deterministic workflow that handles billing, shipping, and product issues in a fixed sequence.
                                                                        B. Increase the size of the agent's context window so it can hold the full ticket history at once.
                                                                        C. Add detailed prompting that instructs the agent to track which sub-issues have been resolved and which remain.
                                                                        D. Introduce an orchestrator agent that delegates billing, shipping, and product sub-issues to dedicated subagents.


                                                                        Question 5

                                                                        Your Claude application is deployed to development, staging, and production environments. Each environment uses a different model version, different prompt versions, and different plugin dependencies, but the configuration is currently scattered across environment variables, hardcoded values, and undocumented setup scripts.
                                                                        How would you manage the configuration?

                                                                        A. Standardize all environments to use the same configuration values to eliminate the differences between development, staging, and production.
                                                                        B. Use the latest available model version everywhere and stop pinning model versions, on the grounds that pinning adds maintenance overhead the team should aim to reduce.
                                                                        C. Consolidate the configuration into a version-controlled system documenting model version pinning, prompt versioning, and plugin dependencies for each environment.
                                                                        D. Move all configuration into hardcoded application code to reduce reliance on external configuration sources that are difficult to track over time.


                                                                        Solutions:

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

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