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CCA-F Questions & Answers
Exam Code: CCA-F
Exam Name: Claude Certified Architect - Foundations
Certification Provider: Anthropic
CCA-F Premium File
134 Questions & Answers
Last Update: Nov 2, 2026
Includes questions types found on actual exam such as drag and drop, simulation, type in, and fill in the blank.
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CCA-F Questions & Answers
Exam Code: CCA-F
Exam Name: Claude Certified Architect - Foundations
Certification Provider: Anthropic
CCA-F Premium File
134 Questions & Answers
Last Update: Nov 2, 2026
Includes questions types found on actual exam such as drag and drop, simulation, type in, and fill in the blank.
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Claude Certified Architect - Foundations CCA-F Practice Test 37

Question 360

A support policy explicitly forbids an action requested by a customer. How should the agent handle it?

  1. Perform the forbidden action after adding a polite disclaimer
  2. Decline the action, explain the applicable constraint and offer an authorized alternative
  3. Claim a policy exception exists because the user insists
  4. Provide no explanation or compliant alternative

Explanation

Correct Answer

B:

Clear restrictions require refusal of the prohibited operation, not circumvention. The appropriate implementation is “Decline the action, explain the applicable constraint and offer an authorized alternative”. Preserve the user’s decision constraints and the specific evidence gap, and distinguish a requested clarification from a completed authorized action. By comparison, “Perform the forbidden action after adding a polite disclaimer” is inadequate. The business policy still prohibits it. An alternative, “Claim a policy exception exists because the user insists”, fails here. The agent has no authority to invent exceptions. “Provide no explanation or compliant alternative” does not establish the required outcome. The customer can be directed to supported options.

Incorrect Answers

A:

The business policy still prohibits it. The proposal “Perform the forbidden action after adding a polite disclaimer” conflicts with the required decision. “Decline the action, explain the applicable constraint and offer an authorized alternative” addresses the actual condition. Clear restrictions require refusal of the prohibited operation, not circumvention. Escalation must carry unresolved ambiguity, risk or missing permissions forward rather than converting an incomplete operation into an apparently certain final answer.

C:

The agent has no authority to invent exceptions. This alternative suggests “Claim a policy exception exists because the user insists”, whereas the supported approach is “Decline the action, explain the applicable constraint and offer an authorized alternative”. Clear restrictions require refusal of the prohibited operation, not circumvention. Escalation must carry unresolved ambiguity, risk or missing permissions forward rather than converting an incomplete operation into an apparently certain final answer.

D:

“Provide no explanation or compliant alternative” is the wrong action for this case. The customer can be directed to supported options. The supported choice is “Decline the action, explain the applicable constraint and offer an authorized alternative”. Clear restrictions require refusal of the prohibited operation, not circumvention. Preserve the user’s decision constraints and the specific evidence gap, and distinguish a requested clarification from a completed authorized action.

Question 361

A web-search agent gets a timeout after two successful queries. What should it send to the coordinator?

  1. Return the successful results, failed query, error type and retry options
  2. Return only “web search failed” and discard both useful responses
  3. Label the timed-out third query as an empty successful search
  4. Retry all completed queries and omit the original failure identity

Explanation

Correct Answer

A:

The choice “Return the successful results, failed query, error type and retry options” fits the stated constraints. Structured partial findings enable targeted recovery without hiding missing evidence. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response. An alternative, “Return only “web search failed” and discard both useful responses”, fails here. Partial successful evidence should be retained. “Label the timed-out third query as an empty successful search” does not establish the required outcome. The source was not retrieved. By comparison, “Retry all completed queries and omit the original failure identity” is inadequate. The coordinator needs the exact missing coverage and retry scope.

Incorrect Answers

B:

Partial successful evidence should be retained. This alternative suggests “Return only “web search failed” and discard both useful responses”, whereas the supported approach is “Return the successful results, failed query, error type and retry options”. Structured partial findings enable targeted recovery without hiding missing evidence. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

C:

“Label the timed-out third query as an empty successful search” is the wrong action for this case. The source was not retrieved. The supported choice is “Return the successful results, failed query, error type and retry options”. Structured partial findings enable targeted recovery without hiding missing evidence. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision.

D:

The coordinator needs the exact missing coverage and retry scope. The proposal “Retry all completed queries and omit the original failure identity” conflicts with the required decision. “Return the successful results, failed query, error type and retry options” addresses the actual condition. Structured partial findings enable targeted recovery without hiding missing evidence. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

Question 362

A document search returns zero matches successfully, but synthesis marks the source offline. What should change?

  1. Treat zero verified matches as a network outage
  2. Invent a matching document to avoid an empty report
  3. Suppress the tool status so synthesis cannot distinguish absence from denial
  4. Distinguish a valid empty result from an access failure in the handoff

Explanation

Correct Answer

D:

No evidence found is not the same as an unavailable source. In practical terms this means “Distinguish a valid empty result from an access failure in the handoff”. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision. An alternative, “Treat zero verified matches as a network outage”, fails here. An empty successful result is a valid search outcome. “Invent a matching document to avoid an empty report” does not establish the required outcome. Absence of records is not source evidence. By comparison, “Suppress the tool status so synthesis cannot distinguish absence from denial” is inadequate. The distinction affects the conclusion.

Incorrect Answers

A:

An empty successful result is a valid search outcome. This alternative suggests “Treat zero verified matches as a network outage”, whereas the supported approach is “Distinguish a valid empty result from an access failure in the handoff”. No evidence found is not the same as an unavailable source. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

B:

“Invent a matching document to avoid an empty report” is the wrong action for this case. Absence of records is not source evidence. The supported choice is “Distinguish a valid empty result from an access failure in the handoff”. No evidence found is not the same as an unavailable source. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision.

C:

The distinction affects the conclusion. The proposal “Suppress the tool status so synthesis cannot distinguish absence from denial” conflicts with the required decision. “Distinguish a valid empty result from an access failure in the handoff” addresses the actual condition. No evidence found is not the same as an unavailable source. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

Question 363

A specialist cannot open one protected report but analyzes three public reports. What is the right escalation payload?

  1. Claim the protected report supports the public findings without reading it
  2. Discard the three accessible public reports because one source was blocked
  3. List accessible findings and the protected-source permission limitation separately
  4. Tell the coordinator “all sources reviewed” without listing the inaccessible one

Explanation

Correct Answer

C:

“List accessible findings and the protected-source permission limitation separately” is the most defensible choice here. The coordinator needs both supported claims and exact coverage gaps. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response. “Claim the protected report supports the public findings without reading it” does not establish the required outcome. Permission denial leaves a real evidence gap. By comparison, “Discard the three accessible public reports because one source was blocked” is inadequate. Verified partial material can still be used cautiously. An alternative, “Tell the coordinator “all sources reviewed” without listing the inaccessible one”, fails here. That falsely implies complete coverage.

Incorrect Answers

A:

“Claim the protected report supports the public findings without reading it” is the wrong action for this case. Permission denial leaves a real evidence gap. The supported choice is “List accessible findings and the protected-source permission limitation separately”. The coordinator needs both supported claims and exact coverage gaps. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision.

B:

Verified partial material can still be used cautiously. The proposal “Discard the three accessible public reports because one source was blocked” conflicts with the required decision. “List accessible findings and the protected-source permission limitation separately” addresses the actual condition. The coordinator needs both supported claims and exact coverage gaps. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

D:

That falsely implies complete coverage. This alternative suggests “Tell the coordinator “all sources reviewed” without listing the inaccessible one”, whereas the supported approach is “List accessible findings and the protected-source permission limitation separately”. The coordinator needs both supported claims and exact coverage gaps. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

Question 364

A coordinator receives “failed” from a subagent with no context. What extra metadata matters?

  1. Send only a failed boolean without operation or input details
  2. Include operation, attempted inputs, failure category and completed partial work
  3. Return a success status because some partial work was completed
  4. Invent a generic recovery plan without knowing the failure category

Explanation

Correct Answer

B:

A structured failure must include what operation failed, with which inputs, why it failed and which partial work was completed so the coordinator can recover safely. That is the reason to prefer “Include operation, attempted inputs, failure category and completed partial work”. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision. By comparison, “Send only a failed boolean without operation or input details” is inadequate. The coordinator cannot decide what to retry. An alternative, “Return a success status because some partial work was completed”, fails here. A partial outcome should not conceal the error. “Invent a generic recovery plan without knowing the failure category” does not establish the required outcome. Recovery should be grounded in the operation and cause.

Incorrect Answers

A:

The coordinator cannot decide what to retry. The proposal “Send only a failed boolean without operation or input details” conflicts with the required decision. “Include operation, attempted inputs, failure category and completed partial work” addresses the actual condition. A structured failure must include what operation failed, with which inputs, why it failed and which partial work was completed so the coordinator can recover safely. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

C:

A partial outcome should not conceal the error. This alternative suggests “Return a success status because some partial work was completed”, whereas the supported approach is “Include operation, attempted inputs, failure category and completed partial work”. A structured failure must include what operation failed, with which inputs, why it failed and which partial work was completed so the coordinator can recover safely. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

D:

“Invent a generic recovery plan without knowing the failure category” is the wrong action for this case. Recovery should be grounded in the operation and cause. The supported choice is “Include operation, attempted inputs, failure category and completed partial work”. A structured failure must include what operation failed, with which inputs, why it failed and which partial work was completed so the coordinator can recover safely. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision.

Question 365

An agent retries a forbidden database query after a permission error. What should the coordinator infer?

  1. Change authorization or escalate instead of blindly repeating an unchanged request
  2. Repeat the forbidden query with the same identity and parameters
  3. Hide the authorization error as “no matching records”
  4. Use an unapproved higher-privilege account automatically

Explanation

Correct Answer

A:

Permission failures are not transient network problems. The appropriate implementation is “Change authorization or escalate instead of blindly repeating an unchanged request”. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response. An alternative, “Repeat the forbidden query with the same identity and parameters”, fails here. Permission will not change through repetition. “Hide the authorization error as “no matching records”” does not establish the required outcome. Denied access is not a valid empty query. By comparison, “Use an unapproved higher-privilege account automatically” is inadequate. Access changes require authorization or escalation.

Incorrect Answers

B:

Permission will not change through repetition. This alternative suggests “Repeat the forbidden query with the same identity and parameters”, whereas the supported approach is “Change authorization or escalate instead of blindly repeating an unchanged request”. Permission failures are not transient network problems. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

C:

“Hide the authorization error as “no matching records”” is the wrong action for this case. Denied access is not a valid empty query. The supported choice is “Change authorization or escalate instead of blindly repeating an unchanged request”. Permission failures are not transient network problems. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision.

D:

Access changes require authorization or escalation. The proposal “Use an unapproved higher-privilege account automatically” conflicts with the required decision. “Change authorization or escalate instead of blindly repeating an unchanged request” addresses the actual condition. Permission failures are not transient network problems. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

Question 366

A specialist cites a cached report because the live endpoint timed out. What should be reported?

  1. Present the cached report as if the live endpoint responded
  2. Remove the cache date to make the answer look fresh
  3. Discard all cached results without noting why the report is incomplete
  4. Include the cached version's date and disclose the failed live fetch

Explanation

Correct Answer

D:

The choice “Include the cached version's date and disclose the failed live fetch” fits the stated constraints. A cached source may still inform the answer, but its timestamp and the failure to fetch a current version must be disclosed to the coordinator. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision. An alternative, “Present the cached report as if the live endpoint responded”, fails here. The current source was unavailable. “Remove the cache date to make the answer look fresh” does not establish the required outcome. Freshness is necessary for interpretation. By comparison, “Discard all cached results without noting why the report is incomplete” is inadequate. The coordinator can use labeled stale data where appropriate.

Incorrect Answers

A:

The current source was unavailable. This alternative suggests “Present the cached report as if the live endpoint responded”, whereas the supported approach is “Include the cached version's date and disclose the failed live fetch”. A cached source may still inform the answer, but its timestamp and the failure to fetch a current version must be disclosed to the coordinator. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

B:

“Remove the cache date to make the answer look fresh” is the wrong action for this case. Freshness is necessary for interpretation. The supported choice is “Include the cached version's date and disclose the failed live fetch”. A cached source may still inform the answer, but its timestamp and the failure to fetch a current version must be disclosed to the coordinator. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision.

C:

The coordinator can use labeled stale data where appropriate. The proposal “Discard all cached results without noting why the report is incomplete” conflicts with the required decision. “Include the cached version's date and disclose the failed live fetch” addresses the actual condition. A cached source may still inform the answer, but its timestamp and the failure to fetch a current version must be disclosed to the coordinator. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

Question 367

A research worker cannot confirm a statistic due to two conflicting sources. What should it pass?

  1. Pick the larger conflicting statistic and report it as verified
  2. Average the two figures without checking definitions
  3. Return both attributed figures and an explicit unresolved-conflict flag
  4. Drop source labels so the disagreement is less visible

Explanation

Correct Answer

C:

Conflicts must remain visible until evidence justifies reconciliation. In practical terms this means “Return both attributed figures and an explicit unresolved-conflict flag”. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response. “Pick the larger conflicting statistic and report it as verified” does not establish the required outcome. Choosing one of two conflicting statistics without comparing their sources, definitions and periods leaves the underlying discrepancy unresolved. By comparison, “Average the two figures without checking definitions” is inadequate. A midpoint can hide incompatible measures. An alternative, “Drop source labels so the disagreement is less visible”, fails here. Attribution is required to resolve the conflict.

Incorrect Answers

A:

“Pick the larger conflicting statistic and report it as verified” is the wrong action for this case. Choosing one of two conflicting statistics without comparing their sources, definitions and periods leaves the underlying discrepancy unresolved. The supported choice is “Return both attributed figures and an explicit unresolved-conflict flag”. Conflicts must remain visible until evidence justifies reconciliation. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision.

B:

A midpoint can hide incompatible measures. The proposal “Average the two figures without checking definitions” conflicts with the required decision. “Return both attributed figures and an explicit unresolved-conflict flag” addresses the actual condition. Conflicts must remain visible until evidence justifies reconciliation. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

D:

Attribution is required to resolve the conflict. This alternative suggests “Drop source labels so the disagreement is less visible”, whereas the supported approach is “Return both attributed figures and an explicit unresolved-conflict flag”. Conflicts must remain visible until evidence justifies reconciliation. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

Question 368

A coordinator merges a partial legal scan into a definitive compliance verdict. What should be added?

  1. Deliver a definitive legal compliance verdict based on the reviewed subset
  2. Annotate missing jurisdictions and limit the conclusion to reviewed coverage
  3. Declare missing jurisdictions compliant by default
  4. Remove the scope limitation from the final summary for readability

Explanation

Correct Answer

B:

“Annotate missing jurisdictions and limit the conclusion to reviewed coverage” is the most defensible choice here. A partial source set cannot support an unqualified universal claim. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision. By comparison, “Deliver a definitive legal compliance verdict based on the reviewed subset” is inadequate. Unexamined jurisdictions could change the result. An alternative, “Declare missing jurisdictions compliant by default”, fails here. Absence of a scan is not evidence. “Remove the scope limitation from the final summary for readability” does not establish the required outcome. The user needs to know coverage gaps.

Incorrect Answers

A:

Unexamined jurisdictions could change the result. The proposal “Deliver a definitive legal compliance verdict based on the reviewed subset” conflicts with the required decision. “Annotate missing jurisdictions and limit the conclusion to reviewed coverage” addresses the actual condition. A partial source set cannot support an unqualified universal claim. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

C:

Absence of a scan is not evidence. This alternative suggests “Declare missing jurisdictions compliant by default”, whereas the supported approach is “Annotate missing jurisdictions and limit the conclusion to reviewed coverage”. A partial source set cannot support an unqualified universal claim. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

D:

“Remove the scope limitation from the final summary for readability” is the wrong action for this case. The user needs to know coverage gaps. The supported choice is “Annotate missing jurisdictions and limit the conclusion to reviewed coverage”. A partial source set cannot support an unqualified universal claim. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision.

Question 369

A data connector fails after retrieving some record pages. What should the worker provide?

  1. Return validated pages, last successful cursor and a resumable error category
  2. Discard validated pages after the connector drops
  3. Restart from page one with no deduplication or state
  4. Mark the entire record collection complete because some pages returned

Explanation

Correct Answer

A:

Structured continuation data prevents rereading successful pages. That is the reason to prefer “Return validated pages, last successful cursor and a resumable error category”. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response. An alternative, “Discard validated pages after the connector drops”, fails here. A resumable cursor can preserve completed work. “Restart from page one with no deduplication or state” does not establish the required outcome. Results may be repeated or skipped. By comparison, “Mark the entire record collection complete because some pages returned” is inadequate. The remaining pages are still unknown.

Incorrect Answers

B:

A resumable cursor can preserve completed work. This alternative suggests “Discard validated pages after the connector drops”, whereas the supported approach is “Return validated pages, last successful cursor and a resumable error category”. Structured continuation data prevents rereading successful pages. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

C:

“Restart from page one with no deduplication or state” is the wrong action for this case. Results may be repeated or skipped. The supported choice is “Return validated pages, last successful cursor and a resumable error category”. Structured continuation data prevents rereading successful pages. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision.

D:

The remaining pages are still unknown. The proposal “Mark the entire record collection complete because some pages returned” conflicts with the required decision. “Return validated pages, last successful cursor and a resumable error category” addresses the actual condition. Structured continuation data prevents rereading successful pages. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

Question 370

A second-stage analyst receives only a failed-status boolean for a missing chart. What would help?

  1. Return only “chart failed” with no retrieval context
  2. Invent a blank chart and label it successful
  3. Retry the same missing source indefinitely
  4. Supply the exact retrieval error and whether data was absent or access failed

Explanation

Correct Answer

D:

Root cause determines whether to retry, seek permission or report no data. The appropriate implementation is “Supply the exact retrieval error and whether data was absent or access failed”. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision. An alternative, “Return only “chart failed” with no retrieval context”, fails here. The next stage cannot distinguish missing data from failed access. “Invent a blank chart and label it successful” does not establish the required outcome. An empty graphic is not evidence of no measurements. By comparison, “Retry the same missing source indefinitely” is inadequate. The cause must be classified before recovery.

Incorrect Answers

A:

The next stage cannot distinguish missing data from failed access. This alternative suggests “Return only “chart failed” with no retrieval context”, whereas the supported approach is “Supply the exact retrieval error and whether data was absent or access failed”. Root cause determines whether to retry, seek permission or report no data. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

B:

“Invent a blank chart and label it successful” is the wrong action for this case. An empty graphic is not evidence of no measurements. The supported choice is “Supply the exact retrieval error and whether data was absent or access failed”. Root cause determines whether to retry, seek permission or report no data. Keep the failing operation’s identity, successful prior work, provenance and recovery choices available so downstream agents can make an informed decision.

C:

The cause must be classified before recovery. The proposal “Retry the same missing source indefinitely” conflicts with the required decision. “Supply the exact retrieval error and whether data was absent or access failed” addresses the actual condition. Root cause determines whether to retry, seek permission or report no data. Failures must propagate honestly through the agent chain: a timeout, partial result or permission denial is not the same as a successful empty response.

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