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Exam Code: Certified Data Engineer Professional

Exam Name Certified Data Engineer Professional

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Databricks Certified Data Engineer Professional Practice Test 81

Question 800

A compliance review validates masking and erasure across a streaming data flow. The team implements Use UC object grants and downstream projection to separate raw and aggregate access. The goal was: The original raw table must remain in restricted bronze while analysts query safe gold aggregates. Which observed result best verifies success?

  1. Analysts can query safe aggregate data but are denied direct raw-table access
  2. An attempted unauthorized export fails under the policy
  3. Test input PII is unreadable to unauthorized silver consumers
  4. The current serving table no longer contains the erased customer

Explanation

Correct Answer

A:

Analysts can query safe aggregate data but are denied direct raw-table access directly measures whether Use UC object grants and downstream projection to separate raw and aggregate access achieved the requirement “The original raw table must remain in restricted bronze while analysts query safe gold aggregates.” It checks the operating result rather than just a configured resource name.

Incorrect Answers

B:

This signal belongs to the adjacent case “A streaming pipeline must not emit personal data to an external unapproved sink,” whose remedy is Restrict sink selection and enforce data-classification checks before publishing. The observed result for the present requirement is Analysts can query safe aggregate data but are denied direct raw-table access.

C:

Test input PII is unreadable to unauthorized silver consumers pertains to a different control (Apply governed masking/transformation at the silver promotion boundary) and a different need (New source rows containing PII must be masked before entering the shared silver table). It cannot establish that Use UC object grants and downstream projection to separate raw and aggregate access met the stated goal.

D:

The current serving table no longer contains the erased customer would demonstrate the separate action Apply ordered CDC deletion handling to the curated target and downstream purge policy, which addresses “A deletion event arrives after a customer's record was previously emitted.” It does not verify the requirement “The original raw table must remain in restricted bronze while analysts query safe gold aggregates” following Use UC object grants and downstream projection to separate raw and aggregate access.

Question 801

An enterprise defines UC catalog and schema governance for finance and marketing teams. A design review specifies the following target: Analysts need to list and access approved tables under a catalog and schema. Which action is most appropriate?

  1. Scope the Delta Sharing share to the explicitly authorized object
  2. Grant required USE CATALOG, USE SCHEMA and object-specific SELECT privileges
  3. Revoke the principal or group grant at its effective securable scope
  4. Record and enforce the approved retention and lifecycle metadata

Explanation

Correct Answer

B:

The requested outcome is “Analysts need to list and access approved tables under a catalog and schema.” Grant required USE CATALOG, USE SCHEMA and object-specific SELECT privileges is the matching action; The analyst can select allowed tables but not ungranted tables gives observable acceptance evidence.

Incorrect Answers

A:

Scope the Delta Sharing share to the explicitly authorized object is appropriate when “An external recipient should access only one approved aggregate table”; it would be verified by The recipient can query the permitted aggregate but not raw datasets. It does not directly satisfy “Analysts need to list and access approved tables under a catalog and schema,” whose relevant acceptance evidence is The analyst can select allowed tables but not ungranted tables.

C:

The alternative Revoke the principal or group grant at its effective securable scope has a distinct purpose—One principal's access must be revoked without removing all collaborators. It would not establish the required outcome (Analysts need to list and access approved tables under a catalog and schema); the necessary verification concerns The analyst can select allowed tables but not ungranted tables.

D:

Record and enforce the approved retention and lifecycle metadata belongs to the separate case “An audit requires a documented retention policy for a catalog table,” where Owners can verify both documented retention and actual cleanup jobs would be expected. That differs from the condition in this stem: “Analysts need to list and access approved tables under a catalog and schema.”

Question 802

An enterprise defines UC catalog and schema governance for finance and marketing teams. Following Grant required USE CATALOG, USE SCHEMA and object-specific SELECT privileges, the incident team needs evidence that Analysts need to list and access approved tables under a catalog and schema. Which observation supports closure?

  1. Catalog metadata matches the actual schema and approved meaning
  2. The group can read new permitted objects according to inheritance
  3. The recipient can query the permitted aggregate but not raw datasets
  4. The analyst can select allowed tables but not ungranted tables

Explanation

Correct Answer

D:

The acceptance criterion for “Analysts need to list and access approved tables under a catalog and schema” is The analyst can select allowed tables but not ungranted tables; this is the expected evidence after Grant required USE CATALOG, USE SCHEMA and object-specific SELECT privileges.

Incorrect Answers

A:

That observation is a valid indicator for “Documentation differs between an old column name and current data contract” when using Update column comments and schema documentation after review. The scenario instead tests “Analysts need to list and access approved tables under a catalog and schema”; the relevant result is The analyst can select allowed tables but not ungranted tables.

B:

The group can read new permitted objects according to inheritance pertains to a different control (Grant the appropriate supported privilege at the schema level) and a different need (New curated tables in one schema should be readable by a group under inherited grant policy). It cannot establish that Grant required USE CATALOG, USE SCHEMA and object-specific SELECT privileges met the stated goal.

C:

That observation is a valid indicator for “An external recipient should access only one approved aggregate table” when using Scope the Delta Sharing share to the explicitly authorized object. The scenario instead tests “Analysts need to list and access approved tables under a catalog and schema”; the relevant result is The analyst can select allowed tables but not ungranted tables.

Question 803

An enterprise defines UC catalog and schema governance for finance and marketing teams. An incident review prioritizes one requirement: A team receives SELECT on a table but fails with insufficient parent object privileges. What is the most defensible remedy?

  1. Revoke the principal or group grant at its effective securable scope
  2. Grant the necessary USE permissions on enclosing catalog and schema
  3. Use lineage with source schema descriptions and pipeline metadata
  4. Update appropriate UC ownership and grants through governed change control

Explanation

Correct Answer

B:

The requested outcome is “A team receives SELECT on a table but fails with insufficient parent object privileges.” Grant the necessary USE permissions on enclosing catalog and schema is the matching action; The authorized query executes with parent-use and object-select grants gives observable acceptance evidence.

Incorrect Answers

A:

The alternative Revoke the principal or group grant at its effective securable scope has a distinct purpose—One principal's access must be revoked without removing all collaborators. It would not establish the required outcome (A team receives SELECT on a table but fails with insufficient parent object privileges); the necessary verification concerns The authorized query executes with parent-use and object-select grants.

C:

This action solves a different issue: “An ETL transformation fails and an owner needs to identify its upstream data contract.” Its normal signal is The upstream asset and field contract associated with the transform are identified. Here the requested behavior is “A team receives SELECT on a table but fails with insufficient parent object privileges,” so that signal is not sufficient.

D:

Update appropriate UC ownership and grants through governed change control belongs to the separate case “A source table owner changes but permissions should remain explicit and traceable,” where New ownership and effective privileges match the approved policy would be expected. That differs from the condition in this stem: “A team receives SELECT on a table but fails with insufficient parent object privileges.”

Question 804

An enterprise defines UC catalog and schema governance for finance and marketing teams. Engineers have applied Grant the necessary USE permissions on enclosing catalog and schema. Which result establishes the required behavior: A team receives SELECT on a table but fails with insufficient parent object privileges?

  1. The role can administer authorized grants but cannot read ungranted data
  2. New ownership and effective privileges match the approved policy
  3. The upstream asset and field contract associated with the transform are identified
  4. The authorized query executes with parent-use and object-select grants

Explanation

Correct Answer

D:

The authorized query executes with parent-use and object-select grants directly measures whether Grant the necessary USE permissions on enclosing catalog and schema achieved the requirement “A team receives SELECT on a table but fails with insufficient parent object privileges.” It checks the operating result rather than just a configured resource name.

Incorrect Answers

A:

The role can administer authorized grants but cannot read ungranted data pertains to a different control (Separate MANAGE administration privilege from SELECT data privileges) and a different need (An engineer should manage permissions but not automatically read every sensitive dataset). It cannot establish that Grant the necessary USE permissions on enclosing catalog and schema met the stated goal.

B:

This signal belongs to the adjacent case “A source table owner changes but permissions should remain explicit and traceable,” whose remedy is Update appropriate UC ownership and grants through governed change control. The observed result for the present requirement is The authorized query executes with parent-use and object-select grants.

C:

That observation is a valid indicator for “An ETL transformation fails and an owner needs to identify its upstream data contract” when using Use lineage with source schema descriptions and pipeline metadata. The scenario instead tests “A team receives SELECT on a table but fails with insufficient parent object privileges”; the relevant result is The authorized query executes with parent-use and object-select grants.

Question 805

An enterprise defines UC catalog and schema governance for finance and marketing teams. An incident review prioritizes one requirement: New curated tables in one schema should be readable by a group under inherited grant policy. What is the most defensible remedy?

  1. Revoke the principal or group grant at its effective securable scope
  2. Inspect supported column-level lineage and associated policy metadata
  3. Apply appropriate business-domain naming, descriptions and tags
  4. Grant the appropriate supported privilege at the schema level

Explanation

Correct Answer

D:

The requested outcome is “New curated tables in one schema should be readable by a group under inherited grant policy.” Grant the appropriate supported privilege at the schema level is the matching action; The group can read new permitted objects according to inheritance gives observable acceptance evidence.

Incorrect Answers

A:

The alternative Revoke the principal or group grant at its effective securable scope has a distinct purpose—One principal's access must be revoked without removing all collaborators. It would not establish the required outcome (New curated tables in one schema should be readable by a group under inherited grant policy); the necessary verification concerns The group can read new permitted objects according to inheritance.

B:

This action solves a different issue: “One column must be traced through a masked transformation into an aggregate.” Its normal signal is The provenance chain shows the input and governed output dependency. Here the requested behavior is “New curated tables in one schema should be readable by a group under inherited grant policy,” so that signal is not sufficient.

C:

Apply appropriate business-domain naming, descriptions and tags belongs to the separate case “New data assets must appear in searches for a recognized business domain,” where A search returns the asset with relevant metadata would be expected. That differs from the condition in this stem: “New curated tables in one schema should be readable by a group under inherited grant policy.”

Question 806

An enterprise defines UC catalog and schema governance for finance and marketing teams. An auditor must prove the outcome of Grant the appropriate supported privilege at the schema level for this requirement: New curated tables in one schema should be readable by a group under inherited grant policy. Which test result is best?

  1. The group can read new permitted objects according to inheritance
  2. The recipient can query the permitted aggregate but not raw datasets
  3. The revoked identity loses access while other authorized readers remain
  4. Owners can verify both documented retention and actual cleanup jobs

Explanation

Correct Answer

A:

The group can read new permitted objects according to inheritance is the matching outcome for the implemented control (Grant the appropriate supported privilege at the schema level) and the stated requirement “New curated tables in one schema should be readable by a group under inherited grant policy.”

Incorrect Answers

B:

That observation is a valid indicator for “An external recipient should access only one approved aggregate table” when using Scope the Delta Sharing share to the explicitly authorized object. The scenario instead tests “New curated tables in one schema should be readable by a group under inherited grant policy”; the relevant result is The group can read new permitted objects according to inheritance.

C:

The revoked identity loses access while other authorized readers remain would demonstrate the separate action Revoke the principal or group grant at its effective securable scope, which addresses “One principal's access must be revoked without removing all collaborators.” It does not verify the requirement “New curated tables in one schema should be readable by a group under inherited grant policy” following Grant the appropriate supported privilege at the schema level.

D:

Owners can verify both documented retention and actual cleanup jobs pertains to a different control (Record and enforce the approved retention and lifecycle metadata) and a different need (An audit requires a documented retention policy for a catalog table). It cannot establish that Grant the appropriate supported privilege at the schema level met the stated goal.

Question 807

An enterprise defines UC catalog and schema governance for finance and marketing teams. A scheduled release needs to solve this problem: An engineer should manage permissions but not automatically read every sensitive dataset. What should the team implement?

  1. Separate MANAGE administration privilege from SELECT data privileges
  2. Grant the necessary USE permissions on enclosing catalog and schema
  3. Review and enforce an approved projection before sharing
  4. Assign controlled governed tags with approved tag values

Explanation

Correct Answer

A:

The requirement concerns “An engineer should manage permissions but not automatically read every sensitive dataset.” The selected operation, Separate MANAGE administration privilege from SELECT data privileges, is the direct engineering control. Its effect can be checked by confirming: The role can administer authorized grants but cannot read ungranted data.

Incorrect Answers

B:

Grant the necessary USE permissions on enclosing catalog and schema is appropriate when “A team receives SELECT on a table but fails with insufficient parent object privileges”; it would be verified by The authorized query executes with parent-use and object-select grants. It does not directly satisfy “An engineer should manage permissions but not automatically read every sensitive dataset,” whose relevant acceptance evidence is The role can administer authorized grants but cannot read ungranted data.

C:

This action solves a different issue: “A shared dataset contains a newly added sensitive column.” Its normal signal is The recipient-visible schema excludes the restricted attribute. Here the requested behavior is “An engineer should manage permissions but not automatically read every sensitive dataset,” so that signal is not sufficient.

D:

Assign controlled governed tags with approved tag values belongs to the separate case “Columns with sensitive classifications need consistent discoverable labels,” where Catalog metadata shows the intended classification tags would be expected. That differs from the condition in this stem: “An engineer should manage permissions but not automatically read every sensitive dataset.”

Question 808

An enterprise defines UC catalog and schema governance for finance and marketing teams. Engineers have applied Separate MANAGE administration privilege from SELECT data privileges. Which result establishes the required behavior: An engineer should manage permissions but not automatically read every sensitive dataset?

  1. The role can administer authorized grants but cannot read ungranted data
  2. Catalog metadata shows the intended classification tags
  3. The partner's previous credential cannot read the dataset
  4. The authorized query executes with parent-use and object-select grants

Explanation

Correct Answer

A:

The acceptance criterion for “An engineer should manage permissions but not automatically read every sensitive dataset” is The role can administer authorized grants but cannot read ungranted data; this is the expected evidence after Separate MANAGE administration privilege from SELECT data privileges.

Incorrect Answers

B:

This signal belongs to the adjacent case “Columns with sensitive classifications need consistent discoverable labels,” whose remedy is Assign controlled governed tags with approved tag values. The observed result for the present requirement is The role can administer authorized grants but cannot read ungranted data.

C:

The partner's previous credential cannot read the dataset would demonstrate the separate action Revoke its share recipient credentials or share permissions, which addresses “A former partner's sharing authorization expires.” It does not verify the requirement “An engineer should manage permissions but not automatically read every sensitive dataset” following Separate MANAGE administration privilege from SELECT data privileges.

D:

The authorized query executes with parent-use and object-select grants pertains to a different control (Grant the necessary USE permissions on enclosing catalog and schema) and a different need (A team receives SELECT on a table but fails with insufficient parent object privileges). It cannot establish that Separate MANAGE administration privilege from SELECT data privileges met the stated goal.

Question 809

An enterprise defines UC catalog and schema governance for finance and marketing teams. A scheduled release needs to solve this problem: One principal's access must be revoked without removing all collaborators. What should the team implement?

  1. Scope the Delta Sharing share to the explicitly authorized object
  2. Revoke the principal or group grant at its effective securable scope
  3. Use lineage with source schema descriptions and pipeline metadata
  4. Grant the necessary USE permissions on enclosing catalog and schema

Explanation

Correct Answer

B:

For this scenario, Revoke the principal or group grant at its effective securable scope implements the behavior required by “One principal's access must be revoked without removing all collaborators.” Check the resulting state against: The revoked identity loses access while other authorized readers remain.

Incorrect Answers

A:

The alternative Scope the Delta Sharing share to the explicitly authorized object has a distinct purpose—An external recipient should access only one approved aggregate table. It would not establish the required outcome (One principal's access must be revoked without removing all collaborators); the necessary verification concerns The revoked identity loses access while other authorized readers remain.

C:

Use lineage with source schema descriptions and pipeline metadata is appropriate when “An ETL transformation fails and an owner needs to identify its upstream data contract”; it would be verified by The upstream asset and field contract associated with the transform are identified. It does not directly satisfy “One principal's access must be revoked without removing all collaborators,” whose relevant acceptance evidence is The revoked identity loses access while other authorized readers remain.

D:

Grant the necessary USE permissions on enclosing catalog and schema is appropriate when “A team receives SELECT on a table but fails with insufficient parent object privileges”; it would be verified by The authorized query executes with parent-use and object-select grants. It does not directly satisfy “One principal's access must be revoked without removing all collaborators,” whose relevant acceptance evidence is The revoked identity loses access while other authorized readers remain.

Question 810

An enterprise defines UC catalog and schema governance for finance and marketing teams. An auditor must prove the outcome of Revoke the principal or group grant at its effective securable scope for this requirement: One principal's access must be revoked without removing all collaborators. Which test result is best?

  1. The recipient can query the permitted aggregate but not raw datasets
  2. The revoked identity loses access while other authorized readers remain
  3. The provenance chain shows the input and governed output dependency
  4. The authorized query executes with parent-use and object-select grants

Explanation

Correct Answer

B:

The team used Revoke the principal or group grant at its effective securable scope to fulfill “One principal's access must be revoked without removing all collaborators.” Observing The revoked identity loses access while other authorized readers remain confirms the intended effect in the resulting workload.

Incorrect Answers

A:

This signal belongs to the adjacent case “An external recipient should access only one approved aggregate table,” whose remedy is Scope the Delta Sharing share to the explicitly authorized object. The observed result for the present requirement is The revoked identity loses access while other authorized readers remain.

C:

The provenance chain shows the input and governed output dependency pertains to a different control (Inspect supported column-level lineage and associated policy metadata) and a different need (One column must be traced through a masked transformation into an aggregate). It cannot establish that Revoke the principal or group grant at its effective securable scope met the stated goal.

D:

The authorized query executes with parent-use and object-select grants pertains to a different control (Grant the necessary USE permissions on enclosing catalog and schema) and a different need (A team receives SELECT on a table but fails with insufficient parent object privileges). It cannot establish that Revoke the principal or group grant at its effective securable scope met the stated goal.