Anthropic CCAR-P : Claude Certified Architect - Professional

CCAR-P real exams

Exam Code: CCAR-P

Exam Name: Claude Certified Architect - Professional

Updated: Aug 21, 2026

Q & A: 116 Questions and Answers

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Anthropic CCAR-P Exam Syllabus Topics:

SectionWeightObjectives
Developer Productivity & Operational Enablement7%- Claude tooling configuration for teams
- Developer enablement
- Debugging and operational issue resolution
- AI-assisted developer workflows
Evaluation, Testing & Optimization16%- Production monitoring and optimization
- Evaluation framework design
- System issue diagnosis
- A/B testing
- Cost and performance optimization
- Evaluation metrics and datasets
Claude Models, Prompting & Context Engineering13%- Claude model selection and trade-offs
- Prompt reuse and context engineering strategies
- System prompts and prompt templates
- Guardrails
- Context window optimization
Solution Design & Architecture17%- Architectural patterns
  • 1. Workflow architectures
    • 2. Agentic architectures
      • 3. Augmented LLM architectures
        - Decomposition techniques for complex problem solving
        - End-to-end architecture design
        - Multi-agent systems and orchestration
        - Translating business problems into Claude-based AI solutions
        - Alignment with business value, cost, performance, and SLAs
        Integration19%- Enterprise system integration
        - RAG pipeline design
        • 1. Indexing
          • 2. Chunking
            • 3. Retrieval
              - Claude integration mechanisms
              • 1. Agent-to-agent integration
                • 2. API and CLI
                  • 3. MCP
                    - Authentication and authorization analysis
                    Governance, Safety & Risk Management14%- AI safety and guardrails
                    - Ethical AI considerations
                    - Regulatory and compliance requirements
                    - Human-in-the-loop validation
                    - Security and risk management
                    Stakeholder Communication & Lifecycle Management14%- Stakeholder management
                    - Service-level agreements
                    - Communicating architectural decisions
                    - Architecture documentation
                    - Solution lifecycle management
                    - Discovery and requirements gathering

                    Anthropic Claude Certified Architect - Professional Sample Questions:

                    1. You are an architect supporting the iteration phase of a deployed Claude-based system.
                    Which activity most directly fits this phase?

                    A) Review production telemetry, sampled output evaluations, and stakeholder feedback to identify the highest-impact change for the next cycle, then plan the change against the evaluation framework.
                    B) Stop measuring production outcomes once the deployment has successfully launched, treating the go- live milestone as the end of the evaluation and iteration cycle.
                    C) Discard the evaluation framework and reference set once the deployment is in production, accepting that future iterations will have no structured basis for measuring the impact of changes.
                    D) Rebuild the entire system architecture from scratch at the start of every iteration cycle regardless of what production telemetry, evaluations, and stakeholder feedback indicate is needed.


                    2. You are assessing data-exfiltration risk in a Claude-based assistant that has tools for both internal-document retrieval and outbound HTTP calls.
                    Which scenario most directly indicates a data-exfiltration risk?

                    A) The internal-document retrieval tool returns a document that the user is authorized to view.
                    B) Adversarial content in a retrieved document instructs the model to call the outbound HTTP tool and send sensitive content to an attacker-controlled URL.
                    C) The outbound HTTP tool returns a 200 response when the assistant calls an allow-listed domain to fulfil a user-initiated data-lookup request.
                    D) The user submits a routine question and receives a routine answer.


                    3. You are evaluating retrieval-strategy claims used by a peer team.
                    For each claim, select yes if the statement is generally accurate. Otherwise, select no.


                    4. You are selecting a model for a new production workload and must complete the upstream steps before testing candidate models empirically.
                    Which two steps must be completed BEFORE running a representative sample on a candidate model? (Select two.) Each correct answer presents part of the solution.

                    A) Sign off the production rollout plan with the platform and security teams.
                    B) Retest the model choice when a new model version becomes available.
                    C) Select the lightest model that consistently meets the quality bar across the sample.
                    D) Define the quality bar, latency tolerance, and expected volume for the workload.
                    E) Choose a candidate model based on the requirements profile and known capabilities.


                    5. You are operating an interactive assistant whose dominant performance constraint is per-turn latency. Quality on routine turns is already acceptable.
                    Which configuration adjustment most directly improves latency without disproportionately damaging quality?

                    A) Reduce retrieval depth to the top-k passages that historically cover the answer, and cache stable system- prompt content.
                    B) Switch every turn to the heaviest available model to maximize output quality, accepting that the increased model latency will worsen the per-turn SLO rather than improve it.
                    C) Increase retrieval depth to the corpus maximum to improve recall regardless of latency.
                    D) Disable prompt caching entirely to ensure fresh context processing on every request, preventing stale prefix content from affecting latency-sensitive interactions.


                    Solutions:

                    Question # 1
                    Answer: A
                    Question # 2
                    Answer: B
                    Question # 3
                    Answer: Only visible for members
                    Question # 4
                    Answer: D,E
                    Question # 5
                    Answer: A

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