Anthropic Claude Certified Architect - Professional : CCAR-P exam

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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. You are integrating Claude Code into a workflow that runs against a production database.
Which guardrail design most directly preserves safety on data-modifying operations?

A) Disable all logging and auditing on database operations through the MCP server to reduce alert noise, removing the observability needed to detect unintended data modifications.
B) Configure the database MCP server with a read-only credential by default, restrict the subagent's tool list to read-only operations, and require explicit human confirmation on any operation that would modify data.
C) Configure the database MCP server with a fully privileged credential that can perform any read or write operation, and allow all operations to proceed without explicit human confirmation.
D) Allow Claude Code to write directly to the production database without subagent scoping, read-only credential defaults, or human confirmation gates on data-modifying operations.

2. A loan pre-qualification assistant shows 94 percent approval recommendations that match the human underwriter decision. The fairness team has reviewed approval rate parity across protected groups and reported no significant difference. A board member has asked whether this evidence is sufficient to declare the assistant fair.
Which two Discernment-competency findings should you report? (Select two.) Each correct answer presents part of the solution.

A) Match with human underwriters does not establish freedom from underwriter-introduced bias.
B) Approval rate parity does not by itself assess error rate parity across protected groups.
C) The 94 percent match rate is sufficient evidence of fairness for the assistant's decisions.
D) The fairness team's review process likely missed at least some of the protected groups studied.
E) A larger sample is needed before any meaningful fairness claim can be made about the model.

3. You are compiling team-setup practices for a Claude Code rollout across an engineering organization.
Which two practices belong on the list? (Select two.)
Each correct answer presents a complete solution.

A) Use local scope for security-critical permission rules so each engineer can adapt them to ongoing work.
B) Use project scope for team-shared Model Context Protocol (MCP) servers and permission rules under version control.
C) Apply managed configuration centrally for security-critical settings that must not be overridden by individual engineers.
D) Use user scope for team-shared MCP servers so every engineer on the team has consistent access.
E) Use project scope for personal editor preferences so the preferences apply consistently within the project.

4. You are rolling out monitoring for a Claude-based deployment and must complete the specification steps before instrumenting the deployment.
Which two steps must be completed BEFORE instrumenting the deployment to emit metrics and traces?
(Select two.)
Each correct answer presents part of the solution.

A) Build the dashboards that surface metrics across slices at the cadence the team operates on.
B) Tune the alert thresholds based on observed normal-state distributions to reduce false positives.
C) Define the metrics and the slices the deployment will monitor across normal and adversarial traffic.
D) Define the service-level objectives (SLOs) and the error budgets the deployment will be held to.
E) Document the dashboards, alerts, and runbooks for the on-call rotation that will respond.

5. A Claude architect at a health services organization is defining evaluation metrics for a clinical-summary pipeline. The pipeline must remain within a per-query cost ceiling and must never surface patient data to unauthorized roles.
Which two metrics directly address these requirements? (Select two.)

A) Per-query token cost measured against the defined cost ceiling
B) Response latency at the 95th percentile across a one-week sample window
C) Role-based access-control enforcement rate measured on a red-team dataset
D) BLEU score computed against a human-annotated reference summary set
E) Throughput measured as successful requests processed per minute

Solutions: