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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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Microsoft DP-700 Practice Test 14

Question 130

A Fabric Warehouse exposes SQL tables to groups with distinct responsibilities. The current environment exhibits the following problem: a user sees records belonging to another business unit despite an existing Warehouse RLS policy. Which technical choice fits this evidence?

  1. Grant appropriate SQL permissions on the intended schema or objects
  2. Validate and correct the execution identity to business-unit mapping used by the RLS predicate
  3. Configure dynamic data masking where supported for the column and audience
  4. Apply supported T-SQL object access controls to the restricted table

Explanation

Correct Answer

B:

Validate and correct the execution identity to business-unit mapping used by the RLS predicate. Row filters enforce the wrong boundary if the user's security mapping is inaccurate.

Incorrect Answers

A:

A reporting group requires read access to one schema but not others. Data-warehouse SQL permissions can be scoped below the whole workspace.

C:

A finance reader should see masked values in selected columns without altering storage. Masking changes exposed presentation, not underlying stored data.

D:

A user can access the Warehouse but should not query a confidential table. Item-level visibility is insufficient for fine-grained SQL object authorization.

Question 131

A Fabric platform architect tests security across different query engines. An acceptance test shows that a Lakehouse SQL analytics endpoint returns a different access result than direct OneLake reads. Which corrective action addresses the root cause?

  1. Check the endpoint's identity mode and engine-specific access rules
  2. Use suitable workspace roles and check broad write privileges before relying on granular data roles
  3. Grant the consuming identity appropriate read permissions on the target
  4. Validate the endpoint-specific column-security combination semantics

Explanation

Correct Answer

A:

Check the endpoint's identity mode and engine-specific access rules. Engine identity settings can alter effective authorization.

Incorrect Answers

B:

A workspace Member bypasses intended viewer-only restrictions. Higher workspace authoring roles may override reader-only restrictions.

C:

A Spark notebook executes under an authorized writer but a viewer cannot query its result. Producer privileges do not automatically transfer to consumers.

D:

SQL endpoint column restrictions conflict with overlapping OneLake role grants. Column access can be more restrictive at an SQL endpoint than a pure union.

Question 132

A Fabric platform architect tests security across different query engines. The engineer has established the following constraint: a Spark notebook executes under an authorized writer but a viewer cannot query its result. What should the administrator implement or verify?

  1. Validate the endpoint-specific column-security combination semantics
  2. Grant the consuming identity appropriate read permissions on the target
  3. Review Direct Lake identity mode and enforce consumer-level OneLake security appropriately
  4. Check the endpoint's identity mode and engine-specific access rules

Explanation

Correct Answer

B:

Grant the consuming identity appropriate read permissions on the target. Producer privileges do not automatically transfer to consumers.

Incorrect Answers

A:

SQL endpoint column restrictions conflict with overlapping OneLake role grants. Column access can be more restrictive at an SQL endpoint than a pure union.

C:

A Direct Lake semantic model appears to use a delegated source owner instead of a viewer identity. Delegation and passthrough can produce different data-path authorization.

D:

A Lakehouse SQL analytics endpoint returns a different access result than direct OneLake reads. Engine identity settings can alter effective authorization.

Question 133

A Fabric platform architect tests security across different query engines. During an operations handoff, engineers find that SQL endpoint column restrictions conflict with overlapping OneLake role grants. Which option directly handles this observed condition?

  1. Check the endpoint's identity mode and engine-specific access rules
  2. Validate the endpoint-specific column-security combination semantics
  3. Use suitable workspace roles and check broad write privileges before relying on granular data roles
  4. Review Direct Lake identity mode and enforce consumer-level OneLake security appropriately

Explanation

Correct Answer

B:

Validate the endpoint-specific column-security combination semantics. Column access can be more restrictive at an SQL endpoint than a pure union.

Incorrect Answers

A:

A Lakehouse SQL analytics endpoint returns a different access result than direct OneLake reads. Engine identity settings can alter effective authorization.

C:

A workspace Member bypasses intended viewer-only restrictions. Higher workspace authoring roles may override reader-only restrictions.

D:

A Direct Lake semantic model appears to use a delegated source owner instead of a viewer identity. Delegation and passthrough can produce different data-path authorization.

Question 134

A Fabric platform architect tests security across different query engines. The team observes that a Direct Lake semantic model appears to use a delegated source owner instead of a viewer identity. What is the most defensible next action?

  1. Use suitable workspace roles and check broad write privileges before relying on granular data roles
  2. Check the endpoint's identity mode and engine-specific access rules
  3. Validate the endpoint-specific column-security combination semantics
  4. Review Direct Lake identity mode and enforce consumer-level OneLake security appropriately

Explanation

Correct Answer

D:

Review Direct Lake identity mode and enforce consumer-level OneLake security appropriately. Delegation and passthrough can produce different data-path authorization.

Incorrect Answers

A:

A workspace Member bypasses intended viewer-only restrictions. Higher workspace authoring roles may override reader-only restrictions.

B:

A Lakehouse SQL analytics endpoint returns a different access result than direct OneLake reads. Engine identity settings can alter effective authorization.

C:

SQL endpoint column restrictions conflict with overlapping OneLake role grants. Column access can be more restrictive at an SQL endpoint than a pure union.

Question 135

A Fabric platform architect tests security across different query engines. The implementation review confirms that a workspace Member bypasses intended viewer-only restrictions. Which technical choice fits this evidence?

  1. Check the endpoint's identity mode and engine-specific access rules
  2. Grant the consuming identity appropriate read permissions on the target
  3. Use suitable workspace roles and check broad write privileges before relying on granular data roles
  4. Review Direct Lake identity mode and enforce consumer-level OneLake security appropriately

Explanation

Correct Answer

C:

Use suitable workspace roles and check broad write privileges before relying on granular data roles. Higher workspace authoring roles may override reader-only restrictions.

Incorrect Answers

A:

A Lakehouse SQL analytics endpoint returns a different access result than direct OneLake reads. Engine identity settings can alter effective authorization.

B:

A Spark notebook executes under an authorized writer but a viewer cannot query its result. Producer privileges do not automatically transfer to consumers.

D:

A Direct Lake semantic model appears to use a delegated source owner instead of a viewer identity. Delegation and passthrough can produce different data-path authorization.

Question 136

A governance team classifies sensitive data in Microsoft Fabric. A scheduled execution exposes this issue: a restricted dataset has no visible sensitivity classification. Which step preserves the intended data behavior?

  1. Verify inherited or applied labels and downstream handling in the target
  2. Apply a supported sensitivity label to the Fabric item
  3. Fix effective OneLake or SQL data permissions and row security independently
  4. Distinguish endorsement from permissions and retain appropriate grants

Explanation

Correct Answer

B:

Apply a supported sensitivity label to the Fabric item. Labels communicate information-protection classification.

Incorrect Answers

A:

An item was copied into another workspace without reviewing classification. Classification should be maintained through lifecycle changes.

C:

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

D:

Analysts confuse a certified item with proof that its content is public. Endorsement signals trust or discovery, not unlimited data access.

Question 137

A governance team classifies sensitive data in Microsoft Fabric. Data validation establishes that analysts confuse a certified item with proof that its content is public. Which change most directly resolves this failure?

  1. Verify inherited or applied labels and downstream handling in the target
  2. Fix effective OneLake or SQL data permissions and row security independently
  3. Apply a supported sensitivity label to the Fabric item
  4. Distinguish endorsement from permissions and retain appropriate grants

Explanation

Correct Answer

D:

Distinguish endorsement from permissions and retain appropriate grants. Endorsement signals trust or discovery, not unlimited data access.

Incorrect Answers

A:

An item was copied into another workspace without reviewing classification. Classification should be maintained through lifecycle changes.

B:

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

C:

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

Question 138

A governance team classifies sensitive data in Microsoft Fabric. The production incident report states that a high-value curated item should be discoverable as an approved source. What is the best engineering response?

  1. Apply a supported sensitivity label to the Fabric item
  2. Use supported promotion or certification endorsement after governance review
  3. Verify inherited or applied labels and downstream handling in the target
  4. Distinguish endorsement from permissions and retain appropriate grants

Explanation

Correct Answer

B:

Use supported promotion or certification endorsement after governance review. Endorsement makes trusted assets easier to identify.

Incorrect Answers

A:

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

C:

An item was copied into another workspace without reviewing classification. Classification should be maintained through lifecycle changes.

D:

Analysts confuse a certified item with proof that its content is public. Endorsement signals trust or discovery, not unlimited data access.

Question 139

A governance team classifies sensitive data in Microsoft Fabric. A postdeployment check reveals that sensitivity labels are applied but a row-security defect still exposes records. Which action should the team take next?

  1. Distinguish endorsement from permissions and retain appropriate grants
  2. Use supported promotion or certification endorsement after governance review
  3. Fix effective OneLake or SQL data permissions and row security independently
  4. Verify inherited or applied labels and downstream handling in the target

Explanation

Correct Answer

C:

Fix effective OneLake or SQL data permissions and row security independently. Labels alone do not implement row predicates.

Incorrect Answers

A:

Analysts confuse a certified item with proof that its content is public. Endorsement signals trust or discovery, not unlimited data access.

B:

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

D:

An item was copied into another workspace without reviewing classification. Classification should be maintained through lifecycle changes.

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.