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CCAR-P Practice Questions

Claude Certified Architect - Professional

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Total Questions : 114

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Question # 21

You are a solution architect designing a Claude-based assistant with access to 60 internal tools across multiple business domains. Loading every tool definition on every request increases token usage and time to first response.

Which design pattern best addresses this issue without sacrificing capability breadth?

Options:

A.  

Apply progressive tool discovery so a curated initial subset is exposed and additional tools are loaded on demand based on the task.

B.  

Use a separate model call to summarize all 60 tool definitions before each user turn.

C.  

Increase the maximum context length and load all 60 tool definitions on every request, accepting the higher token cost and latency as necessary for full capability.

D.  

Hard-code a fixed set of five tools per request to reduce token usage, regardless of whether those tools are relevant to the current task.

Discussion 0
Question # 22

You are evaluating an evaluation set used to score a Claude-based hiring-support tool. The set is drawn from one geographic region and one tenure band.

Which response is most appropriate?

Options:

A.  

Discard all quantitative evaluation and replace it with qualitative impressions collected from a small, convenience-selected group that may not represent the tool’s full user population.

B.  

Expand the evaluation set to cover the geographic regions and tenure bands the tool will serve, and rescore the system on the expanded set before broader release.

C.  

Reduce the evaluation set further to a single demographic subgroup to simplify score interpretation, narrowing coverage rather than expanding it to match the intended user population.

D.  

Continue using the narrow evaluation set drawn from one region and one tenure band because the existing benchmark scores are already high on that subset.

Discussion 0
Question # 23

You are preparing a HIPAA-eligible deployment for a healthcare customer.

Which configuration supports HIPAA compliance using Anthropic-offered tools?

Options:

A.  

Claude Free with no contractual addendum, since consumer products meet HIPAA requirements out of the box.

B.  

Claude Enterprise with a signed Business Associate Agreement, Zero Data Retention enabled, and audit logging configured for compliance tracking.

C.  

Disabling all audit logging so that no PHI is recorded in any log store, on the assumption that the absence of logs satisfies HIPAA requirements without a signed BA

A.  

D.  

An ad-hoc personal Claude account used by individual clinicians for PHI-related tasks, with no Business Associate Agreement, no Zero Data Retention, and no audit logging configured.

Discussion 0
Question # 24

A security team is evaluating two proposed controls. Control A adds an outbound tool allow-list with destination restrictions and per-call review. Control B scores responses against a stable adversarial evaluation set after each model-version change.

Which two risk categories are correctly matched to these controls? (Select two.)

Options:

A.  

Control A — prompt injection from adversarial content in retrieved data

B.  

Control A — silent quality drift after a model-version upgrade

C.  

Control A — data exfiltration via outbound tool calls

D.  

Control B — data exfiltration via outbound tool calls

E.  

Control B — silent quality drift after a model-version upgrade

Discussion 0
Question # 25

You are documenting an architectural decision to support future audit and onboarding.

Which artifact is the strongest fit?

Options:

A.  

A slide deck in a presentation folder with no accompanying written rationale.

B.  

A code comment in a single file that contains an opinion of one engineer.

C.  

An Architecture Decision Record that states the context, the decision, the alternatives considered, the consequences, and the date and authors.

D.  

A short verbal note shared during a hallway conversation with no written record.

Discussion 0
Question # 26

You are integrating AI-assisted tooling into the team’s documentation workflow. The team wants generated documentation that stays grounded in the actual code.

Which integration approach best fits this requirement?

Options:

A.  

Generate documentation from the model’s training-data recall without reading any of the actual repository code, accepting that the output will not reflect the current implementation.

B.  

Have the subagents publish generated documentation directly to the public-facing site without passing through the team’s normal review workflow or any human approval step.

C.  

Configure subagents that read the relevant code files via filesystem and code-search tools, generate the documentation, and emit changes through the team’s normal review workflow.

D.  

Disable all filesystem and code-search tools so the subagents cannot read any repository code, accepting that documentation generation will be entirely disconnected from the actual implementation.

Discussion 0
Question # 27

The engineering lead at Trenova Systems, Inc. is evaluating two proposals for improving developer workflows using Claude-assisted tooling. Proposal A adds Claude Code to the IDE for inline code generation and review. Proposal B routes all code-generation requests through a shared Slack bot without IDE integration.

Which two observations most accurately evaluate these proposals against workflow-improvement objectives? (Select two.)

Options:

A.  

Proposal B is superior because centralizing requests in Slack creates an auditable log of all code-generation activity.

B.  

Proposal B introduces workflow friction by requiring developers to leave the IDE, undermining the productivity objective.

C.  

Proposal A reduces context switching by providing AI assistance at the point of development without requiring a separate tool.

D.  

Proposal B improves workflow velocity because Slack notifications create an asynchronous review queue.

E.  

Both proposals are equivalent because the model capabilities are identical regardless of the integration point.

Discussion 0
Question # 28

You are supporting an EU-based deployment with GDPR obligations.

Which combination of measures best supports the deployment’s GDPR posture?

Options:

A.  

enterprise-tier deployment with a signed Data Processing Addendum, defined data-retention configuration, redaction of personal data not needed for the task, and documented data-subject-rights handling

B.  

disabling all data-retention configuration, redaction controls, and data-subject-rights handling to simplify day-to-day operations, accepting the resulting GDPR compliance exposure

C.  

using a personal Claude account tier for processing EU personal data at scale, with no signed Data Processing Addendum and no documented data-subject-rights handling procedure

D.  

pasting full EU personal data into every prompt to “give Claude complete context” without considering purpose limitation, data minimization, or the organization’s Data Processing Addendum obligations

Discussion 0
Question # 29

A solutions architect is analyzing stakeholder feedback collected after the first quarter of a Claude-powered procurement automation deployment. The feedback includes four statements: (1) “Our procurement team is processing 3x more purchase orders per analyst per day.” (2) “We have eliminated the manual data entry role entirely and redeployed those staff to vendor relationship management.” (3) “The API integration costs are running 40% over the projected per-transaction budget.” (4) “Response latency during end-of-month batch runs is averaging 11 seconds, against our committed 5-second SL

A.  

Which of the following correctly identifies the primary business value pillar each stakeholder statement represents?

Options:

A.  

Statement 1: Efficiency; Statement 2: Transformation; Statement 3: Solution Cost; Statement 4: Performance SLA

B.  

Statement 1: Productivity; Statement 2: Efficiency; Statement 3: Solution Cost; Statement 4: Performance SLA

C.  

Statement 1: Transformation; Statement 2: Productivity; Statement 3: Solution Cost; Statement 4: Efficiency

D.  

Statement 1: Efficiency; Statement 2: Productivity; Statement 3: Performance SLA; Statement 4: Solution Cost

Discussion 0
Question # 30

A managed agent deployment for claims triage has grown from 6 tools to 34 tools over 18 months as product teams added capabilities. Triage accuracy has declined from 91 percent to 78 percent, and average tool-selection latency has increased by 2.3 seconds. A junior engineer has proposed adding a tool-router agent in front of the current agent to filter the tool list per request.

Which two findings should you present to justify capability decomposition before adding the router? (Select two.)

Each correct answer presents part of the solution.

Options:

A.  

Tool descriptions overlap across multiple claim categories within the agent’s tool set.

B.  

Several tools have not been invoked across the most recent 90 days of traffic.

C.  

The 34 tools serve four distinct claim-workflow domains within the triage scope.

D.  

The router pattern is well documented across publicly available agent literature.

E.  

The proposed router introduces an additional model call on every incoming request.

Discussion 0
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