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Exam Code: CCA-F

Exam Name: Claude Certified Architect - Foundations

Certification Provider: Anthropic

Anthropic CCA-F Questions & Answers

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Anthropic CCA-F Practice Test 23

Question 220

A general naming policy and a generated-code exception both match the same file. Which TWO path-rule changes are required? (SELECT TWO)

  1. Delete all general naming conventions to avoid conflict.
  2. Identify the overlapping glob scopes.
  3. Move the exception into one user's private preferences.
  4. Specify an explicit narrow exception to the general rule.
  5. Keep both overlapping rules without exception precedence.

Explanation

Correct Answers

B:

First inspect both rule definitions and compare their `paths` glob matches against an actual generated file. When the general convention and the generated-code rule both activate, Claude can receive competing requirements for the same name. Identifying the overlapping scopes makes the source of that conflict explicit and shows where an exception is required. Simply deleting the general naming policy would leave ordinary, hand-written modules without the baseline standard they still need.

D:

After locating the overlap, state a narrowly defined precedence exception: generated artifacts use their generator's naming convention, while hand-maintained files continue following the general policy. Record that relationship in the relevant project rule text so two simultaneously loaded instructions are not contradictory. The exception should not be hidden in one developer's private preferences, because every teammate and CI workflow that edits the generated paths needs the same interpretation.

Incorrect Answers

A:

The normal policy remains valid for other files. Ordinary files still need the baseline convention even if generated files use a documented exception. A general naming policy and a generated-code exception both match the same file. Instead, identify the overlapping glob scopes and specify an explicit narrow exception to the general rule. Identifying overlapping globs and documenting the exception prevents contradictory naming demands on the same generated artifact.

C:

Other developers would still see the overlap. Teammates lacking that private override will still receive the conflicting common rules. A general naming policy and a generated-code exception both match the same file. Instead, identify the overlapping glob scopes and specify an explicit narrow exception to the general rule. Identifying overlapping globs and documenting the exception prevents contradictory naming demands on the same generated artifact.

E:

Conflicting instructions leave generated output ambiguous. Two active incompatible rules will send contradictory instructions to the model for one artifact. Two matching rules can be simultaneously relevant, so their instructions must state how the narrower generated-code exception interacts with the general rule. A general naming policy and a generated-code exception both match the same file. Instead, identify the overlapping glob scopes and specify an explicit narrow exception to the general rule.

Question 221

A repository adds a second test directory outside the current glob. How should Claude Code's path-scoped convention be corrected?

  1. Expand the test-file pattern to cover the new location without activating unrelated files.
  2. Make the pattern match the entire repository.
  3. Rename the folder to fit an arbitrary outdated glob.
  4. Leave the old pattern and add a reminder in README.

Explanation

Correct Answer

A:

A pattern for test files should encompass both directory families while excluding production files that do not contain tests. Changing folder structure to satisfy an obsolete glob hides the configuration defect and disrupts otherwise valid project layout. By contrast, this defeats scope rather than covering the added test tree. A global wildcard triggers the test policy in production and documentation changes too. The new test files still fail conditional loading. README advice is informational; it does not cause the loader to match the added directory.

Incorrect Answers

B:

This defeats scope rather than covering the added test tree. A global wildcard triggers the test policy in production and documentation changes too. Changing folder structure to satisfy an obsolete glob hides the configuration defect and disrupts otherwise valid project layout. A repository adds a second test directory outside the current glob. Instead, expand the test-file pattern to cover the new location without activating unrelated files.

C:

Restructuring working files for instruction matching is unnecessary. Renaming source folders can break imports or builds while hiding the true configuration problem. Changing folder structure to satisfy an obsolete glob hides the configuration defect and disrupts otherwise valid project layout.

D:

The new test files still fail conditional loading. README advice is informational; it does not cause the loader to match the added directory. A repository adds a second test directory outside the current glob. Instead, expand the test-file pattern to cover the new location without activating unrelated files.

Question 222

A library upgrade will affect dozens of services and involves incompatible interfaces. Which execution or planning approach is justified?

  1. Ask each service team to patch independently without a plan.
  2. Replace all interfaces with one guessed uniform type.
  3. Explore design and dependencies in plan mode before implementation.
  4. Apply changes immediately and discover incompatibilities after build.

Explanation

Correct Answer

C:

A cross-service library upgrade has dependency ordering and compatibility constraints that must be mapped before code changes. Plan-mode exploration can enumerate affected interfaces and migration steps without prematurely breaking consuming services. By contrast, cross-service breakages become expensive after mutation. Changes across consumers become expensive to reverse when incompatible interfaces are discovered late. Dependency contracts may differ across services. Services can have different request and response contracts, making one guessed type unsafe.

Incorrect Answers

A:

There is no shared migration sequence or rollback. Independent patches may be deployed in an order that breaks shared dependencies and rollback. A cross-service library upgrade has dependency ordering and compatibility constraints that must be mapped before code changes. A library upgrade will affect dozens of services and involves incompatible interfaces.

B:

Dependency contracts may differ across services. Services can have different request and response contracts, making one guessed type unsafe. A library upgrade will affect dozens of services and involves incompatible interfaces. Instead, explore design and dependencies in plan mode before implementation.

D:

Cross-service breakages become expensive after mutation. Changes across consumers become expensive to reverse when incompatible interfaces are discovered late. A library upgrade will affect dozens of services and involves incompatible interfaces. Instead, explore design and dependencies in plan mode before implementation.

Question 223

A single input validator compares the wrong constant and a regression test is ready. Which execution or planning approach is justified?

  1. Modify every input validator to avoid the same constant.
  2. Apply the focused fix without unnecessary architectural planning.
  3. Launch a full architecture migration assessment before the one-line fix.
  4. Skip the regression test because the fix looks obvious.

Explanation

Correct Answer

B:

A known one-line input-validator defect with an existing regression test is a bounded execution task, not an unresolved architecture decision. Fixing the exact comparison and running the prepared test gives direct evidence without expanding edits to unrelated validators. By contrast, the known validator issue needs limited execution. A broad migration review cannot materially improve a known one-line correction already covered by a test. The defect is localized to a single function. Global edits multiply the affected code surface without evidence of defects in those other functions.

Incorrect Answers

A:

The defect is localized to a single function. Global edits multiply the affected code surface without evidence of defects in those other functions. A single input validator compares the wrong constant and a regression test is ready. Instead, apply the focused fix without unnecessary architectural planning.

C:

The known validator issue needs limited execution. A broad migration review cannot materially improve a known one-line correction already covered by a test. A single input validator compares the wrong constant and a regression test is ready. Instead, apply the focused fix without unnecessary architectural planning.

D:

Behavioral verification is still required after direct execution. A plausible change may still invert a comparison or mishandle boundary input unless executed tests pass. A known one-line input-validator defect with an existing regression test is a bounded execution task, not an unresolved architecture decision. A single input validator compares the wrong constant and a regression test is ready.

Question 224

A schema change touches customer records, backups, and multiple consumers. Which execution or planning approach is justified?

  1. Use plan mode to generate production DDL and execute it automatically.
  2. Drop the old column before evaluating downstream readers.
  3. Assume backup snapshots remove the need for rollback planning.
  4. Map migration strategy and rollback before authorized execution.

Explanation

Correct Answer

D:

Customer-record schema migrations need explicit consumer compatibility, rollback feasibility and backup verification before production DDL. Plan mode can reveal retention and privacy implications while the actual destructive change remains subject to authorization. By contrast, this risks data loss and broken consumers. Early deletion can strand application readers and destroy data before migration compatibility is checked. Planning must remain separate from authorized mutation. The plan may describe DDL but must not become authorization to execute it on customer records.

Incorrect Answers

A:

Planning must remain separate from authorized mutation. The plan may describe DDL but must not become authorization to execute it on customer records. A schema change touches customer records, backups, and multiple consumers. Instead, map migration strategy and rollback before authorized execution.

B:

This risks data loss and broken consumers. Early deletion can strand application readers and destroy data before migration compatibility is checked. A schema change touches customer records, backups, and multiple consumers. Instead, map migration strategy and rollback before authorized execution.

C:

Recovery time and dependent services still matter. Backups alone do not prove acceptable downtime, restore integrity or consumer compatibility. Plan mode can reveal retention and privacy implications while the actual destructive change remains subject to authorization. A schema change touches customer records, backups, and multiple consumers.

Question 225

Two viable architectures have different deployment and observability tradeoffs. Which execution or planning approach is justified?

  1. Implement both candidate designs directly in production.
  2. Choose whichever option the model names first.
  3. Use plan mode to compare alternatives and agree requirements.
  4. Pick the smallest deployment footprint without examining observability.

Explanation

Correct Answer

C:

Alternative architectures should be compared against stated deployment, operational visibility, and compatibility requirements before choosing one. Implementing both in production introduces unnecessary risk and does not replace an agreed decision record. By contrast, one dimension cannot settle competing architectural requirements. A smaller footprint may sacrifice mandatory tracing or deployment resilience required by the owner. Unreviewed changes waste resources and increase risk. Running both designs in production creates cost and risk before selecting acceptance criteria.

Incorrect Answers

A:

Unreviewed changes waste resources and increase risk. Running both designs in production creates cost and risk before selecting acceptance criteria. Implementing both in production introduces unnecessary risk and does not replace an agreed decision record. Two viable architectures have different deployment and observability tradeoffs. Instead, use plan mode to compare alternatives and agree requirements.

B:

Unstructured preference ignores requirements and tradeoffs. The model's first suggestion is not a measured comparison against requirements. Two viable architectures have different deployment and observability tradeoffs. Instead, use plan mode to compare alternatives and agree requirements. Implementing both in production introduces unnecessary risk and does not replace an agreed decision record.

D:

One dimension cannot settle competing architectural requirements. A smaller footprint may sacrifice mandatory tracing or deployment resilience required by the owner. Two viable architectures have different deployment and observability tradeoffs. Instead, use plan mode to compare alternatives and agree requirements. Implementing both in production introduces unnecessary risk and does not replace an agreed decision record.

Question 226

A docstring contains one misspelling and no behavior or tests will change. Which execution or planning approach is justified?

  1. Request approval from every service owner first.
  2. Make the direct text correction.
  3. Rewrite adjacent function bodies for consistency.
  4. Produce a migration blueprint for the single spelling change.

Explanation

Correct Answer

B:

A spelling-only docstring edit has no interface or behavioral change and can be corrected directly with normal review. A migration plan or function rewrite would add scope and regression risk to a trivial text modification. By contrast, the edit has no architectural uncertainty. An architecture migration plan adds paperwork when no consumer behavior or interface is changing. Unrelated code modifications amplify regression risk. Unrequested code edits introduce test failures into code that was previously stable.

Incorrect Answers

A:

The typo is isolated and has no inter-team contract impact. Involving unrelated owners creates coordination delay without a dependency or approval requirement. A migration plan or function rewrite would add scope and regression risk to a trivial text modification. Instead, make the direct text correction.

C:

Unrelated code modifications amplify regression risk. Unrequested code edits introduce test failures into code that was previously stable. A migration plan or function rewrite would add scope and regression risk to a trivial text modification. A docstring contains one misspelling and no behavior or tests will change. Instead, make the direct text correction.

D:

The edit has no architectural uncertainty. An architecture migration plan adds paperwork when no consumer behavior or interface is changing. A docstring contains one misspelling and no behavior or tests will change. Instead, make the direct text correction. A migration plan or function rewrite would add scope and regression risk to a trivial text modification.

Question 227

A large repository reconnaissance generates verbose tool logs that disrupt implementation reasoning. Which TWO measures should be taken before editing? (SELECT TWO)

  1. Skip source references in the exploration summary.
  2. Paste every search log into the lead agent's main context.
  3. Delegate verbose read-only exploration.
  4. Return compact module and dependency findings to the lead agent.
  5. Allow the explorer to make broad code modifications.

Explanation

Correct Answers

C:

A restricted exploration agent can map dependency edges with read-only tools and return a compact, cited module inventory. Keeping raw search logs in the lead agent's context obscures the actual paths and risks needed for implementation. By contrast, this reproduces the original context overload. Raw search logs recreate the exact prompt pollution that prevented the lead from reasoning. Reconnaissance should not mutate the codebase. Exploratory permissions should be read-only; mutation could disturb evidence before review.

D:

A restricted exploration agent can map dependency edges with read-only tools and return a compact, cited module inventory. Keeping raw search logs in the lead agent's context obscures the actual paths and risks needed for implementation. By contrast, reconnaissance should not mutate the codebase. Exploratory permissions should be read-only; mutation could disturb evidence before review. Without paths the lead cannot validate dependencies. A pathless dependency summary cannot be used to open the module or verify the claimed import edge.

Incorrect Answers

A:

Without paths the lead cannot validate dependencies. A pathless dependency summary cannot be used to open the module or verify the claimed import edge. Keeping raw search logs in the lead agent's context obscures the actual paths and risks needed for implementation. A large repository reconnaissance generates verbose tool logs that disrupt implementation reasoning. Instead, delegate verbose read-only exploration and return compact module and dependency findings to the lead agent.

B:

This reproduces the original context overload. Raw search logs recreate the exact prompt pollution that prevented the lead from reasoning. A restricted exploration agent can map dependency edges with read-only tools and return a compact, cited module inventory. A large repository reconnaissance generates verbose tool logs that disrupt implementation reasoning.

E:

Reconnaissance should not mutate the codebase. Exploratory permissions should be read-only; mutation could disturb evidence before review. Keeping raw search logs in the lead agent's context obscures the actual paths and risks needed for implementation. Instead, delegate verbose read-only exploration and return compact module and dependency findings to the lead agent.

Question 228

A new authentication workflow requires design review but then contains clear implementation tasks. Which execution or planning approach is justified?

  1. Let a code agent choose security policy silently.
  2. Keep revisiting design after decisions and tasks are accepted.
  3. Plan the authorization model first and execute approved substeps afterward.
  4. Build authentication code before agreeing the authorization policy.

Explanation

Correct Answer

C:

Authentication design requires agreement on identities, session boundaries, authorization checks and failure behavior before implementation. Once the model and ownership are approved, clear code tasks can execute without reconsidering the entire design each time. By contrast, premature code may enforce the wrong access model. Implementers could bake in a trust model that authorization stakeholders never approved. Repeated planning delays safe implementation. Once design constraints are fixed, further planning does not make the accepted tasks safer.

Incorrect Answers

A:

The policy requires deliberate review and approval. Security policy ownership cannot be delegated invisibly to model-generated code. A new authentication workflow requires design review but then contains clear implementation tasks. Instead, plan the authorization model first and execute approved substeps afterward.

B:

Repeated planning delays safe implementation. Once design constraints are fixed, further planning does not make the accepted tasks safer. A new authentication workflow requires design review but then contains clear implementation tasks. Instead, plan the authorization model first and execute approved substeps afterward.

D:

Premature code may enforce the wrong access model. Implementers could bake in a trust model that authorization stakeholders never approved. A new authentication workflow requires design review but then contains clear implementation tasks. Instead, plan the authorization model first and execute approved substeps afterward.

Question 229

A flaky test fails only in one environment and the cause has not been localized. Which execution or planning approach is justified?

  1. Use exploratory plan/read-only diagnosis before choosing a code modification.
  2. Change retry timing blindly until the intermittent test passes.
  3. Declare success on the developer's laptop alone.
  4. Rewrite the entire test suite to eliminate flaky checks.

Explanation

Correct Answer

A:

An environment-specific flaky test needs diagnosis of nondeterministic inputs, timing and external dependencies before a patch is chosen. Randomly increasing retries may mask a race; reproducing the failure in the affected environment yields a testable hypothesis. By contrast, an unlocalized failure may be environmental rather than functional. Increasing retries changes symptoms without locating the race or external dependency. Large edits obscure the actual failure mechanism. Rewriting all tests may delete the one failure needed to understand the environment.

Incorrect Answers

B:

An unlocalized failure may be environmental rather than functional. Increasing retries changes symptoms without locating the race or external dependency. A flaky test fails only in one environment and the cause has not been localized. Instead, use exploratory plan/read-only diagnosis before choosing a code modification. An environment-specific flaky test needs diagnosis of nondeterministic inputs, timing and external dependencies before a patch is chosen.

C:

The failure is tied to an unexamined environment. Local passing behavior does not resolve a defect observed only in a specific CI environment. An environment-specific flaky test needs diagnosis of nondeterministic inputs, timing and external dependencies before a patch is chosen.

D:

Large edits obscure the actual failure mechanism. Rewriting all tests may delete the one failure needed to understand the environment. A flaky test fails only in one environment and the cause has not been localized. Instead, use exploratory plan/read-only diagnosis before choosing a code modification.

Question 230

A new region for user data has several deployment choices with legal constraints. Which execution or planning approach is justified?

  1. Replicate data everywhere to avoid a region choice.
  2. Disable location logging to avoid evidence of noncompliance.
  3. Move customer data to the cheapest region immediately.
  4. Assess tradeoffs in plan mode before changing infrastructure.

Explanation

Correct Answer

D:

Data-residency architecture requires comparing permitted regions, processing locations and operational dependencies against legal constraints. Moving data solely for price can create noncompliant replicas and irreversible exposure before ownership and retention are resolved. By contrast, a cost-only decision ignores residency restrictions. Financial savings cannot establish that a cloud region satisfies residence and transfer obligations. Suppressing records does not make placement lawful. Suppressing records removes evidence needed for audit but leaves the actual data movement unchanged.

Incorrect Answers

A:

Broad distribution worsens privacy and governance risks. Unbounded replication makes it harder to enforce permitted storage locations and deletion requirements. A new region for user data has several deployment choices with legal constraints. Instead, assess tradeoffs in plan mode before changing infrastructure.

B:

Suppressing records does not make placement lawful. Suppressing records removes evidence needed for audit but leaves the actual data movement unchanged. A new region for user data has several deployment choices with legal constraints. Instead, assess tradeoffs in plan mode before changing infrastructure.

C:

A cost-only decision ignores residency restrictions. Financial savings cannot establish that a cloud region satisfies residence and transfer obligations. A new region for user data has several deployment choices with legal constraints. Instead, assess tradeoffs in plan mode before changing infrastructure.

Claude Certified Architect - Foundations (CCA-F) Practice Tests