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Microsoft DP-700 Bundle

Exam Code: DP-700

Exam Name Implementing Data Engineering Solutions Using Microsoft Fabric

Certification Provider: Microsoft

Corresponding Certification: Microsoft Certified: Fabric Data Engineer Associate

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Implementing Data Engineering Solutions Using Microsoft Fabric (DP-700) Practice Tests

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Microsoft DP-700 Practice Test 15

Question 140

A governance team classifies sensitive data in Microsoft Fabric. The current environment exhibits the following problem: an item was copied into another workspace without reviewing classification. Which approach best satisfies this requirement?

  1. Use supported promotion or certification endorsement after governance review
  2. Verify inherited or applied labels and downstream handling in the target
  3. Apply a supported sensitivity label to the Fabric item
  4. Fix effective OneLake or SQL data permissions and row security independently

Explanation

Correct Answer

B:

Verify inherited or applied labels and downstream handling in the target. Classification should be maintained through lifecycle changes.

Incorrect Answers

A:

A high-value curated item should be discoverable as an approved source. Endorsement makes trusted assets easier to identify.

C:

A restricted dataset has no visible sensitivity classification. Apply a supported sensitivity label to the Fabric item is appropriate if a restricted dataset has no visible sensitivity classification.

D:

Sensitivity labels are applied but a row-security defect still exposes records. Labels alone do not implement row predicates.

Question 141

A Fabric auditor must reconstruct who accessed and changed analytics assets. An acceptance test shows that security staff need evidence of a workspace permission change. Which option directly handles this observed condition?

  1. Query relevant supported Microsoft Fabric audit records for the activity
  2. Use appropriate query or data-access monitoring for row-level investigative requirements
  3. Resolve the recorded actor against the application/service principal and role assignments
  4. Normalize event times and correlate actor, item, operation and timestamp

Explanation

Correct Answer

A:

Query relevant supported Microsoft Fabric audit records for the activity. Audit logs provide governance activity evidence separate from data contents.

Incorrect Answers

B:

The team expects Fabric audit logs to contain every row returned by SQL queries. Governance audit events are not automatically full result-set capture.

C:

An auditor cannot map a service-principal action to its effective identity. Nonuser identities still need attribution and privilege review.

D:

An investigation's timestamps disagree among services. Audit evidence needs consistent identity and time context.

Question 142

A Fabric auditor must reconstruct who accessed and changed analytics assets. The engineer has established the following constraint: the team expects Fabric audit logs to contain every row returned by SQL queries. What is the most defensible next action?

  1. Export or retain the relevant supported audit evidence under an approved policy
  2. Resolve the recorded actor against the application/service principal and role assignments
  3. Normalize event times and correlate actor, item, operation and timestamp
  4. Use appropriate query or data-access monitoring for row-level investigative requirements

Explanation

Correct Answer

D:

Use appropriate query or data-access monitoring for row-level investigative requirements. Governance audit events are not automatically full result-set capture.

Incorrect Answers

A:

A suspicious item deletion occurred but audit retention is insufficient. Retention planning protects the availability of historical forensic records.

B:

An auditor cannot map a service-principal action to its effective identity. Nonuser identities still need attribution and privilege review.

C:

An investigation's timestamps disagree among services. Audit evidence needs consistent identity and time context.

Question 143

A Fabric auditor must reconstruct who accessed and changed analytics assets. During an operations handoff, engineers find that an investigation's timestamps disagree among services. Which technical choice fits this evidence?

  1. Normalize event times and correlate actor, item, operation and timestamp
  2. Export or retain the relevant supported audit evidence under an approved policy
  3. Resolve the recorded actor against the application/service principal and role assignments
  4. Use appropriate query or data-access monitoring for row-level investigative requirements

Explanation

Correct Answer

A:

Normalize event times and correlate actor, item, operation and timestamp. Audit evidence needs consistent identity and time context.

Incorrect Answers

B:

A suspicious item deletion occurred but audit retention is insufficient. Retention planning protects the availability of historical forensic records.

C:

An auditor cannot map a service-principal action to its effective identity. Nonuser identities still need attribution and privilege review.

D:

The team expects Fabric audit logs to contain every row returned by SQL queries. Governance audit events are not automatically full result-set capture.

Question 144

A Fabric auditor must reconstruct who accessed and changed analytics assets. The team observes that a suspicious item deletion occurred but audit retention is insufficient. Which step preserves the intended data behavior?

  1. Query relevant supported Microsoft Fabric audit records for the activity
  2. Normalize event times and correlate actor, item, operation and timestamp
  3. Resolve the recorded actor against the application/service principal and role assignments
  4. Export or retain the relevant supported audit evidence under an approved policy

Explanation

Correct Answer

D:

Export or retain the relevant supported audit evidence under an approved policy. Retention planning protects the availability of historical forensic records.

Incorrect Answers

A:

Security staff need evidence of a workspace permission change. Audit logs provide governance activity evidence separate from data contents.

B:

An investigation's timestamps disagree among services. Audit evidence needs consistent identity and time context.

C:

An auditor cannot map a service-principal action to its effective identity. Nonuser identities still need attribution and privilege review.

Question 145

A Fabric auditor must reconstruct who accessed and changed analytics assets. The implementation review confirms that an auditor cannot map a service-principal action to its effective identity. Which change most directly resolves this failure?

  1. Normalize event times and correlate actor, item, operation and timestamp
  2. Export or retain the relevant supported audit evidence under an approved policy
  3. Resolve the recorded actor against the application/service principal and role assignments
  4. Query relevant supported Microsoft Fabric audit records for the activity

Explanation

Correct Answer

C:

Resolve the recorded actor against the application/service principal and role assignments. Nonuser identities still need attribution and privilege review.

Incorrect Answers

A:

An investigation's timestamps disagree among services. Audit evidence needs consistent identity and time context.

B:

A suspicious item deletion occurred but audit retention is insufficient. Retention planning protects the availability of historical forensic records.

D:

Security staff need evidence of a workspace permission change. Audit logs provide governance activity evidence separate from data contents.

Question 146

A team shares data between Fabric workspaces using internal shortcuts. A scheduled execution exposes this issue: a user can list a shortcut but opening the destination returns forbidden. What should the administrator implement or verify?

  1. Validate both consuming-path and source target grants
  2. Configure a delegated shortcut and constrain both connection and consumer grants
  3. Review effective grant-role union and narrow group membership or scope
  4. Use internal OneLake passthrough shortcut authentication where supported

Explanation

Correct Answer

A:

Validate both consuming-path and source target grants. Shortcut listing alone does not establish authorization to target content.

Incorrect Answers

B:

A fixed service identity must retrieve target data for readers under a governed delegation. Delegated source credentials still require independent consumer-path security.

C:

A reader gains new access because a group was added to an overly broad OneLake role. Multiple grants are permissive rather than universal-deny based.

D:

A source owner wants consumers to authenticate with their own identities. Passthrough authorizes target access using the actual caller.

Question 147

A team shares data between Fabric workspaces using internal shortcuts. Data validation establishes that a source owner wants consumers to authenticate with their own identities. Which option directly handles this observed condition?

  1. Review effective grant-role union and narrow group membership or scope
  2. Use internal OneLake passthrough shortcut authentication where supported
  3. Configure a delegated shortcut and constrain both connection and consumer grants
  4. Validate both consuming-path and source target grants

Explanation

Correct Answer

B:

Use internal OneLake passthrough shortcut authentication where supported. Passthrough authorizes target access using the actual caller.

Incorrect Answers

A:

A reader gains new access because a group was added to an overly broad OneLake role. Multiple grants are permissive rather than universal-deny based.

C:

A fixed service identity must retrieve target data for readers under a governed delegation. Delegated source credentials still require independent consumer-path security.

D:

A user can list a shortcut but opening the destination returns forbidden. Shortcut listing alone does not establish authorization to target content.

Question 148

A team shares data between Fabric workspaces using internal shortcuts. The production incident report states that a fixed service identity must retrieve target data for readers under a governed delegation. What is the most defensible next action?

  1. Validate both consuming-path and source target grants
  2. Enforce the required target permissions or delegated source identity access as applicable
  3. Review effective grant-role union and narrow group membership or scope
  4. Configure a delegated shortcut and constrain both connection and consumer grants

Explanation

Correct Answer

D:

Configure a delegated shortcut and constrain both connection and consumer grants. Delegated source credentials still require independent consumer-path security.

Incorrect Answers

A:

A user can list a shortcut but opening the destination returns forbidden. Shortcut listing alone does not establish authorization to target content.

B:

A team attempts to grant access only at the shortcut path and ignore the target. Effective shortcut authorization depends on both locations.

C:

A reader gains new access because a group was added to an overly broad OneLake role. Multiple grants are permissive rather than universal-deny based.

Question 149

A team shares data between Fabric workspaces using internal shortcuts. A postdeployment check reveals that a team attempts to grant access only at the shortcut path and ignore the target. Which technical choice fits this evidence?

  1. Review effective grant-role union and narrow group membership or scope
  2. Use internal OneLake passthrough shortcut authentication where supported
  3. Configure a delegated shortcut and constrain both connection and consumer grants
  4. Enforce the required target permissions or delegated source identity access as applicable

Explanation

Correct Answer

D:

Enforce the required target permissions or delegated source identity access as applicable. Effective shortcut authorization depends on both locations.

Incorrect Answers

A:

A reader gains new access because a group was added to an overly broad OneLake role. Multiple grants are permissive rather than universal-deny based.

B:

A source owner wants consumers to authenticate with their own identities. Passthrough authorizes target access using the actual caller.

C:

A fixed service identity must retrieve target data for readers under a governed delegation. Delegated source credentials still require independent consumer-path security.

Question 150

A team shares data between Fabric workspaces using internal shortcuts. The current environment exhibits the following problem: a reader gains new access because a group was added to an overly broad OneLake role. Which step preserves the intended data behavior?

  1. Configure a delegated shortcut and constrain both connection and consumer grants
  2. Validate both consuming-path and source target grants
  3. Use internal OneLake passthrough shortcut authentication where supported
  4. Review effective grant-role union and narrow group membership or scope

Explanation

Correct Answer

D:

Review effective grant-role union and narrow group membership or scope. Multiple grants are permissive rather than universal-deny based.

Incorrect Answers

A:

A fixed service identity must retrieve target data for readers under a governed delegation. Delegated source credentials still require independent consumer-path security.

B:

A user can list a shortcut but opening the destination returns forbidden. Shortcut listing alone does not establish authorization to target content.

C:

A source owner wants consumers to authenticate with their own identities. Passthrough authorizes target access using the actual caller.