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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 17

Question 160

A Fabric security team designs access for cross-domain collaborations. The current environment exhibits the following problem: team owners expect domain assignment to block users from unrelated departments. Which step preserves the intended data behavior?

  1. Grant a scoped OneLake security role only on the approved folder path
  2. Enforce actual workspace/item/data security instead of relying on domain grouping
  3. Inspect all effective SQL grants and inherited role memberships
  4. Replace broad authoring access with suitable item and OneLake read grants

Explanation

Correct Answer

B:

Enforce actual workspace/item/data security instead of relying on domain grouping. Domain catalog organization is not an access-deny boundary.

Incorrect Answers

A:

A Lakehouse folder needs shared read access but an adjacent restricted directory must remain private. Folder permissions inherit within the approved subtree, not every sibling.

C:

A SQL reader with one schema grant can access a table unexpectedly through another role. Authorization is cumulative across multiple principals.

D:

A finance team is granted full workspace Contributor merely to read one table. Least privilege avoids exposing unrelated items and write operations.

Question 161

A data platform uses service principals to run unattended Fabric pipelines. An acceptance test shows that a nightly pipeline stops when the employee who owned its connection leaves. What should the administrator implement or verify?

  1. Move secrets into supported protected connection or secret management
  2. Use a supported nonpersonal run identity and approved connection binding
  3. Validate relevant tenant allowlists and identity prerequisites with the administrator
  4. Narrow workspace and item grants to the required operational scope

Explanation

Correct Answer

B:

Use a supported nonpersonal run identity and approved connection binding. Durable service identities avoid dependence on personal sign-ins.

Incorrect Answers

A:

Secret credentials are pasted into pipeline parameter defaults. Parameters visible in item definitions are not an appropriate secret vault.

C:

A tenant-level setting blocks service principal execution despite workspace rights. Workspace access cannot override a tenant-wide service principal restriction.

D:

A service principal has workspace Admin rights although it only needs to execute one task. Automation identity privilege should be minimal.

Question 162

A data platform uses service principals to run unattended Fabric pipelines. The engineer has established the following constraint: a service principal has workspace Admin rights although it only needs to execute one task. Which option directly handles this observed condition?

  1. Compare execution identity and effective permissions of both contexts
  2. Narrow workspace and item grants to the required operational scope
  3. Validate relevant tenant allowlists and identity prerequisites with the administrator
  4. Move secrets into supported protected connection or secret management

Explanation

Correct Answer

B:

Narrow workspace and item grants to the required operational scope. Automation identity privilege should be minimal.

Incorrect Answers

A:

A scheduled run fails authorization although an engineer can run it interactively. Interactive and unattended runs may use different principals.

C:

A tenant-level setting blocks service principal execution despite workspace rights. Workspace access cannot override a tenant-wide service principal restriction.

D:

Secret credentials are pasted into pipeline parameter defaults. Parameters visible in item definitions are not an appropriate secret vault.

Question 163

A data platform uses service principals to run unattended Fabric pipelines. During an operations handoff, engineers find that secret credentials are pasted into pipeline parameter defaults. What is the most defensible next action?

  1. Compare execution identity and effective permissions of both contexts
  2. Move secrets into supported protected connection or secret management
  3. Validate relevant tenant allowlists and identity prerequisites with the administrator
  4. Narrow workspace and item grants to the required operational scope

Explanation

Correct Answer

B:

Move secrets into supported protected connection or secret management. Parameters visible in item definitions are not an appropriate secret vault.

Incorrect Answers

A:

A scheduled run fails authorization although an engineer can run it interactively. Interactive and unattended runs may use different principals.

C:

A tenant-level setting blocks service principal execution despite workspace rights. Workspace access cannot override a tenant-wide service principal restriction.

D:

A service principal has workspace Admin rights although it only needs to execute one task. Automation identity privilege should be minimal.

Question 164

A data platform uses service principals to run unattended Fabric pipelines. The team observes that a scheduled run fails authorization although an engineer can run it interactively. Which technical choice fits this evidence?

  1. Narrow workspace and item grants to the required operational scope
  2. Use a supported nonpersonal run identity and approved connection binding
  3. Move secrets into supported protected connection or secret management
  4. Compare execution identity and effective permissions of both contexts

Explanation

Correct Answer

D:

Compare execution identity and effective permissions of both contexts. Interactive and unattended runs may use different principals.

Incorrect Answers

A:

A service principal has workspace Admin rights although it only needs to execute one task. Automation identity privilege should be minimal.

B:

A nightly pipeline stops when the employee who owned its connection leaves. Durable service identities avoid dependence on personal sign-ins.

C:

Secret credentials are pasted into pipeline parameter defaults. Parameters visible in item definitions are not an appropriate secret vault.

Question 165

A data platform uses service principals to run unattended Fabric pipelines. The implementation review confirms that a tenant-level setting blocks service principal execution despite workspace rights. Which step preserves the intended data behavior?

  1. Validate relevant tenant allowlists and identity prerequisites with the administrator
  2. Compare execution identity and effective permissions of both contexts
  3. Use a supported nonpersonal run identity and approved connection binding
  4. Narrow workspace and item grants to the required operational scope

Explanation

Correct Answer

A:

Validate relevant tenant allowlists and identity prerequisites with the administrator. Workspace access cannot override a tenant-wide service principal restriction.

Incorrect Answers

B:

A scheduled run fails authorization although an engineer can run it interactively. Interactive and unattended runs may use different principals.

C:

A nightly pipeline stops when the employee who owned its connection leaves. Durable service identities avoid dependence on personal sign-ins.

D:

A service principal has workspace Admin rights although it only needs to execute one task. Automation identity privilege should be minimal.

Question 166

An engineering team prepares row-level controls for lakehouse consumption. A scheduled execution exposes this issue: a business user must only see their business unit's sales rows. Which step preserves the intended data behavior?

  1. Evaluate engine-supported dynamic data masking for the consumer query path
  2. Test the effective combined row visibility before approving the dual membership
  3. Apply supported column-level security rather than cosmetic report hiding
  4. Use supported row-level data-security rules instead of report-only filters

Explanation

Correct Answer

D:

Use supported row-level data-security rules instead of report-only filters. Data-layer row restrictions apply beyond a single report view.

Incorrect Answers

A:

A display requires partially obscured phone values while authorized data remains stored. Masks alter returned values without changing the source column's contents.

B:

Two departmental roles have different row filters and a user belongs to both. Multiple grant roles can combine row predicates in a permissive union.

C:

A confidential salary column should never appear in the reader's schema. Column security blocks unauthorized field reads at the data layer.

Question 167

An engineering team prepares row-level controls for lakehouse consumption. Data validation establishes that a confidential salary column should never appear in the reader's schema. Which change most directly resolves this failure?

  1. Evaluate engine-supported dynamic data masking for the consumer query path
  2. Test the effective combined row visibility before approving the dual membership
  3. Apply supported column-level security rather than cosmetic report hiding
  4. Remove table/object access rather than hiding one column

Explanation

Correct Answer

C:

Apply supported column-level security rather than cosmetic report hiding. Column security blocks unauthorized field reads at the data layer.

Incorrect Answers

A:

A display requires partially obscured phone values while authorized data remains stored. Masks alter returned values without changing the source column's contents.

B:

Two departmental roles have different row filters and a user belongs to both. Multiple grant roles can combine row predicates in a permissive union.

D:

A table should be completely undiscoverable to an unprivileged user. Object security determines whether a dataset itself can be read.

Question 168

An engineering team prepares row-level controls for lakehouse consumption. The production incident report states that a display requires partially obscured phone values while authorized data remains stored. What is the best engineering response?

  1. Evaluate engine-supported dynamic data masking for the consumer query path
  2. Test the effective combined row visibility before approving the dual membership
  3. Use supported row-level data-security rules instead of report-only filters
  4. Remove table/object access rather than hiding one column

Explanation

Correct Answer

A:

Evaluate engine-supported dynamic data masking for the consumer query path. Masks alter returned values without changing the source column's contents.

Incorrect Answers

B:

Two departmental roles have different row filters and a user belongs to both. Multiple grant roles can combine row predicates in a permissive union.

C:

A business user must only see their business unit's sales rows. Data-layer row restrictions apply beyond a single report view.

D:

A table should be completely undiscoverable to an unprivileged user. Object security determines whether a dataset itself can be read.

Question 169

An engineering team prepares row-level controls for lakehouse consumption. A postdeployment check reveals that a table should be completely undiscoverable to an unprivileged user. Which action should the team take next?

  1. Test the effective combined row visibility before approving the dual membership
  2. Remove table/object access rather than hiding one column
  3. Apply supported column-level security rather than cosmetic report hiding
  4. Use supported row-level data-security rules instead of report-only filters

Explanation

Correct Answer

B:

Remove table/object access rather than hiding one column. Object security determines whether a dataset itself can be read.

Incorrect Answers

A:

Two departmental roles have different row filters and a user belongs to both. Multiple grant roles can combine row predicates in a permissive union.

C:

A confidential salary column should never appear in the reader's schema. Column security blocks unauthorized field reads at the data layer.

D:

A business user must only see their business unit's sales rows. Data-layer row restrictions apply beyond a single report view.

Question 170

An engineering team prepares row-level controls for lakehouse consumption. The current environment exhibits the following problem: two departmental roles have different row filters and a user belongs to both. Which approach best satisfies this requirement?

  1. Use supported row-level data-security rules instead of report-only filters
  2. Evaluate engine-supported dynamic data masking for the consumer query path
  3. Test the effective combined row visibility before approving the dual membership
  4. Apply supported column-level security rather than cosmetic report hiding

Explanation

Correct Answer

C:

Test the effective combined row visibility before approving the dual membership. Multiple grant roles can combine row predicates in a permissive union.

Incorrect Answers

A:

A business user must only see their business unit's sales rows. Data-layer row restrictions apply beyond a single report view.

B:

A display requires partially obscured phone values while authorized data remains stored. Masks alter returned values without changing the source column's contents.

D:

A confidential salary column should never appear in the reader's schema. Column security blocks unauthorized field reads at the data layer.