Anthropic CCA-F Exam : Claude Certified Architect Foundations (CCA-F)

  • Exam Code: CCA-F
  • Exam Name: Claude Certified Architect Foundations (CCA-F)
  • Updated: Aug 06, 2026
  • Q & A: 112 Questions and Answers

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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Prompt Engineering & Structured Output20%- Advanced prompting techniques
  • 1. Few-shot and chain-of-thought prompting
    • 2. System prompts and role framing
      - Structured data generation
      • 1. JSON schema enforcement
        • 2. Output validation and reliability
          Topic 2: Tool Design & MCP Integration18%- Tool definition and best practices
          • 1. Tool descriptions and selection logic
            • 2. Error handling and validation
              - Model Context Protocol (MCP)
              • 1. Tools, resources, and prompts integration
                • 2. MCP server and client setup
                  Topic 3: Context Management & Responsible AI15%- Safety and compliance
                  • 1. Constitutional AI principles
                    • 2. Refusal handling and risk mitigation
                      - Context window optimization
                      • 1. Token management and truncation strategies
                        • 2. Context retention and summarization
                          Topic 4: Claude Code Configuration & Workflows20%- Configuration files and structure
                          • 1. CLAUDE.md and rules system
                            • 2. Custom commands and workflows
                              - CI/CD and development integration
                              • 1. Pipeline automation and review
                                • 2. Plan mode vs direct execution
                                  Topic 5: Agentic Architecture & Orchestration27%- Anthropic Agent SDK usage
                                  • 1. Session state and context handling
                                    • 2. Task spawning and tool management
                                      - Agent design patterns
                                      • 1. Agent loops and control flow
                                        • 2. Hub-and-spoke multi-agent systems

                                          Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:

                                          1. A chatbot frequently receives greetings, policy questions, and technical support requests. Which architecture improves maintainability?

                                          A) Maximum temperature.
                                          B) Prompt routing based on request type.
                                          C) One prompt for every scenario.
                                          D) Disable retrieval.


                                          2. You are using Claude Code to accelerate software development. Your team uses it for code generation, refactoring, debugging, and documentation. You need to integrate it into your development workflow with custom slash commands, CLAUDE.md configurations, and understand when to use plan mode vs direct execution.
                                          You're implementing a new payment processing module that must follow your project's established patterns for database transactions, error handling, and audit logging. You've identified three existing modules that exemplify these patterns: db_utils.py, error_handlers.py, and audit_logger.py. This is a one-off integration task - these patterns are well-documented in your team wiki and don't need additional project-level documentation. What's the most effective approach?

                                          A) Describe the patterns from the three modules in natural language in your prompt, explaining the transaction handling approach, error format, and logging conventions Claude should follow.
                                          B) Use @ references to include the three modules directly in your prompt, giving Claude concrete code examples of the patterns to follow.
                                          C) Ask Claude to explore your codebase to find and understand the transaction, error handling, and logging patterns before generating the new module.
                                          D) Add documentation of each pattern to your CLAUDE.md file, establishing them as project conventions that Claude will apply automatically.


                                          3. A customer contacts the agent about a warranty claim on a power drill. Resolving this requires multiple sequential tool calls: get_customer to look up their account, lookup_order to find the purchase details, and then either process_refund or escalate_to_human depending on warranty eligibility. You're implementing the agentic loop that orchestrates these steps using the Claude API. What is the primary mechanism your application uses to determine whether to continue the loop or stop?

                                          A) You check whether Claude's response contains a text content block - if text is present, the agent has produced its final answer and the loop should exit.
                                          B) You check the stop_reason field in each API response - the loop continues while it equals
                                          "tool_use" and exits when it changes to "end_turn" or another terminal value.
                                          C) You track the number of tool calls made and exit the loop once a preconfigured maximum is reached.
                                          D) You manually set the tool_choice parameter to "none" after the final expected tool call to force Claude to stop requesting tools.


                                          4. You are using Claude Code to accelerate software development. Your team uses it for code generation, refactoring, debugging, and documentation. You need to integrate it into your development workflow with custom slash commands, CLAUDE.md configurations, and understand when to use plan mode vs direct execution.
                                          Your team frequently migrates React components to Vue. You've written a step-by-step workflow for Claude Code to follow during each migration, and you want every developer on the team to invoke it by typing /migrate-component. The workflow should stay in sync as the team iterates on it. Where should you place the skill file?

                                          A) In .claude/skills/migrate-component/SKILL.md at the project root, committed to version control
                                          B) As a detailed instruction block in the project's root CLAUDE.md file
                                          C) In ~/.claude/skills/migrate-component/SKILL.md on each developer's machine
                                          D) In the project's.claude/settings.json using a skillOverrides entry to register and define the workflow


                                          5. A developer wants Claude to explain every reasoning step internally before answering. Why might this request be inappropriate?

                                          A) Claude requires GPU acceleration.
                                          B) JSON cannot contain reasoning.
                                          C) Internal reasoning should not be relied upon as an application feature.
                                          D) Temperature prevents explanations.


                                          Solutions:

                                          Question # 1
                                          Answer: B
                                          Question # 2
                                          Answer: B
                                          Question # 3
                                          Answer: B
                                          Question # 4
                                          Answer: A
                                          Question # 5
                                          Answer: C

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