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Exam Code: Certified Data Engineer Professional

Exam Name Certified Data Engineer Professional

Certification Provider: Databricks

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Databricks Certified Data Engineer Professional Practice Test 82

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.

Question 811

A data catalog team wants analysts to find and understand curated datasets. An incident review prioritizes one requirement: A critical table has no business description or owner documentation. What is the most defensible remedy?

  1. Assign controlled governed tags with approved tag values
  2. Apply appropriate business-domain naming, descriptions and tags
  3. Set tag-governance permissions for the steward role
  4. Add a meaningful table comment and owner metadata in Unity Catalog

Explanation

Correct Answer

D:

The requested outcome is “A critical table has no business description or owner documentation.” Add a meaningful table comment and owner metadata in Unity Catalog is the matching action; Catalog Explorer displays the approved description and owner gives observable acceptance evidence.

Incorrect Answers

A:

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: “A critical table has no business description or owner documentation.”

B:

Apply appropriate business-domain naming, descriptions and tags is appropriate when “New data assets must appear in searches for a recognized business domain”; it would be verified by A search returns the asset with relevant metadata. It does not directly satisfy “A critical table has no business description or owner documentation,” whose relevant acceptance evidence is Catalog Explorer displays the approved description and owner.

C:

This action solves a different issue: “Only a restricted stewardship group may modify governed tag definitions.” Its normal signal is Unapproved users cannot change governed classification definitions. Here the requested behavior is “A critical table has no business description or owner documentation,” so that signal is not sufficient.

Question 812

A data catalog team wants analysts to find and understand curated datasets. An auditor must prove the outcome of Add a meaningful table comment and owner metadata in Unity Catalog for this requirement: A critical table has no business description or owner documentation. Which test result is best?

  1. Catalog metadata matches the actual schema and approved meaning
  2. Catalog Explorer displays the approved description and owner
  3. Unapproved users cannot change governed classification definitions
  4. A search returns the asset with relevant metadata

Explanation

Correct Answer

B:

Catalog Explorer displays the approved description and owner directly measures whether Add a meaningful table comment and owner metadata in Unity Catalog achieved the requirement “A critical table has no business description or owner documentation.” It checks the operating result rather than just a configured resource name.

Incorrect Answers

A:

Catalog metadata matches the actual schema and approved meaning pertains to a different control (Update column comments and schema documentation after review) and a different need (Documentation differs between an old column name and current data contract). It cannot establish that Add a meaningful table comment and owner metadata in Unity Catalog met the stated goal.

C:

This signal belongs to the adjacent case “Only a restricted stewardship group may modify governed tag definitions,” whose remedy is Set tag-governance permissions for the steward role. The observed result for the present requirement is Catalog Explorer displays the approved description and owner.

D:

That observation is a valid indicator for “New data assets must appear in searches for a recognized business domain” when using Apply appropriate business-domain naming, descriptions and tags. The scenario instead tests “A critical table has no business description or owner documentation”; the relevant result is Catalog Explorer displays the approved description and owner.

Question 813

A data catalog team wants analysts to find and understand curated datasets. The change request states: Columns with sensitive classifications need consistent discoverable labels. Which implementation best satisfies that requirement?

  1. Apply appropriate business-domain naming, descriptions and tags
  2. Set tag-governance permissions for the steward role
  3. Assign controlled governed tags with approved tag values
  4. Update column comments and schema documentation after review

Explanation

Correct Answer

C:

The requested outcome is “Columns with sensitive classifications need consistent discoverable labels.” Assign controlled governed tags with approved tag values is the matching action; Catalog metadata shows the intended classification tags gives observable acceptance evidence.

Incorrect Answers

A:

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: “Columns with sensitive classifications need consistent discoverable labels.”

B:

This action solves a different issue: “Only a restricted stewardship group may modify governed tag definitions.” Its normal signal is Unapproved users cannot change governed classification definitions. Here the requested behavior is “Columns with sensitive classifications need consistent discoverable labels,” so that signal is not sufficient.

D:

The alternative Update column comments and schema documentation after review has a distinct purpose—Documentation differs between an old column name and current data contract. It would not establish the required outcome (Columns with sensitive classifications need consistent discoverable labels); the necessary verification concerns Catalog metadata shows the intended classification tags.

Question 814

A data catalog team wants analysts to find and understand curated datasets. A production deployment uses Assign controlled governed tags with approved tag values to address: Columns with sensitive classifications need consistent discoverable labels. Which signal should QA check?

  1. A search returns the asset with relevant metadata
  2. Unapproved users cannot change governed classification definitions
  3. Catalog Explorer displays the approved description and owner
  4. Catalog metadata shows the intended classification tags

Explanation

Correct Answer

D:

The team used Assign controlled governed tags with approved tag values to fulfill “Columns with sensitive classifications need consistent discoverable labels.” Observing Catalog metadata shows the intended classification tags confirms the intended effect in the resulting workload.

Incorrect Answers

A:

That observation is a valid indicator for “New data assets must appear in searches for a recognized business domain” when using Apply appropriate business-domain naming, descriptions and tags. The scenario instead tests “Columns with sensitive classifications need consistent discoverable labels”; the relevant result is Catalog metadata shows the intended classification tags.

B:

This signal belongs to the adjacent case “Only a restricted stewardship group may modify governed tag definitions,” whose remedy is Set tag-governance permissions for the steward role. The observed result for the present requirement is Catalog metadata shows the intended classification tags.

C:

Catalog Explorer displays the approved description and owner would demonstrate the separate action Add a meaningful table comment and owner metadata in Unity Catalog, which addresses “A critical table has no business description or owner documentation.” It does not verify the requirement “Columns with sensitive classifications need consistent discoverable labels” following Assign controlled governed tags with approved tag values.

Question 815

A data catalog team wants analysts to find and understand curated datasets. An incident review prioritizes one requirement: New data assets must appear in searches for a recognized business domain. What is the most defensible remedy?

  1. Set tag-governance permissions for the steward role
  2. Apply appropriate business-domain naming, descriptions and tags
  3. Add a meaningful table comment and owner metadata in Unity Catalog
  4. Assign controlled governed tags with approved tag values

Explanation

Correct Answer

B:

The requirement concerns “New data assets must appear in searches for a recognized business domain.” The selected operation, Apply appropriate business-domain naming, descriptions and tags, is the direct engineering control. Its effect can be checked by confirming: A search returns the asset with relevant metadata.

Incorrect Answers

A:

This action solves a different issue: “Only a restricted stewardship group may modify governed tag definitions.” Its normal signal is Unapproved users cannot change governed classification definitions. Here the requested behavior is “New data assets must appear in searches for a recognized business domain,” so that signal is not sufficient.

C:

The alternative Add a meaningful table comment and owner metadata in Unity Catalog has a distinct purpose—A critical table has no business description or owner documentation. It would not establish the required outcome (New data assets must appear in searches for a recognized business domain); the necessary verification concerns A search returns the asset with relevant metadata.

D:

The alternative Assign controlled governed tags with approved tag values has a distinct purpose—Columns with sensitive classifications need consistent discoverable labels. It would not establish the required outcome (New data assets must appear in searches for a recognized business domain); the necessary verification concerns A search returns the asset with relevant metadata.

Question 816

A data catalog team wants analysts to find and understand curated datasets. The team implements Apply appropriate business-domain naming, descriptions and tags. The goal was: New data assets must appear in searches for a recognized business domain. Which observed result best verifies success?

  1. Catalog metadata shows the intended classification tags
  2. Unapproved users cannot change governed classification definitions
  3. Catalog metadata matches the actual schema and approved meaning
  4. A search returns the asset with relevant metadata

Explanation

Correct Answer

D:

The acceptance criterion for “New data assets must appear in searches for a recognized business domain” is A search returns the asset with relevant metadata; this is the expected evidence after Apply appropriate business-domain naming, descriptions and tags.

Incorrect Answers

A:

Catalog metadata shows the intended classification tags pertains to a different control (Assign controlled governed tags with approved tag values) and a different need (Columns with sensitive classifications need consistent discoverable labels). It cannot establish that Apply appropriate business-domain naming, descriptions and tags met the stated goal.

B:

Unapproved users cannot change governed classification definitions pertains to a different control (Set tag-governance permissions for the steward role) and a different need (Only a restricted stewardship group may modify governed tag definitions). It cannot establish that Apply appropriate business-domain naming, descriptions and tags met the stated goal.

C:

Catalog metadata matches the actual schema and approved meaning pertains to a different control (Update column comments and schema documentation after review) and a different need (Documentation differs between an old column name and current data contract). It cannot establish that Apply appropriate business-domain naming, descriptions and tags met the stated goal.

Question 817

A data catalog team wants analysts to find and understand curated datasets. The current design is incomplete because: Documentation differs between an old column name and current data contract. Which change addresses it directly?

  1. Update column comments and schema documentation after review
  2. Set tag-governance permissions for the steward role
  3. Apply appropriate business-domain naming, descriptions and tags
  4. Assign controlled governed tags with approved tag values

Explanation

Correct Answer

A:

The requirement concerns “Documentation differs between an old column name and current data contract.” The selected operation, Update column comments and schema documentation after review, is the direct engineering control. Its effect can be checked by confirming: Catalog metadata matches the actual schema and approved meaning.

Incorrect Answers

B:

The alternative Set tag-governance permissions for the steward role has a distinct purpose—Only a restricted stewardship group may modify governed tag definitions. It would not establish the required outcome (Documentation differs between an old column name and current data contract); the necessary verification concerns Catalog metadata matches the actual schema and approved meaning.

C:

The alternative Apply appropriate business-domain naming, descriptions and tags has a distinct purpose—New data assets must appear in searches for a recognized business domain. It would not establish the required outcome (Documentation differs between an old column name and current data contract); the necessary verification concerns Catalog metadata matches the actual schema and approved meaning.

D:

The alternative Assign controlled governed tags with approved tag values has a distinct purpose—Columns with sensitive classifications need consistent discoverable labels. It would not establish the required outcome (Documentation differs between an old column name and current data contract); the necessary verification concerns Catalog metadata matches the actual schema and approved meaning.

Question 818

A data catalog team wants analysts to find and understand curated datasets. A reviewer sees that engineers chose Update column comments and schema documentation after review. To verify Documentation differs between an old column name and current data contract, what should the reviewer observe?

  1. Catalog Explorer displays the approved description and owner
  2. Catalog metadata matches the actual schema and approved meaning
  3. Unapproved users cannot change governed classification definitions
  4. A search returns the asset with relevant metadata

Explanation

Correct Answer

B:

The team used Update column comments and schema documentation after review to fulfill “Documentation differs between an old column name and current data contract.” Observing Catalog metadata matches the actual schema and approved meaning confirms the intended effect in the resulting workload.

Incorrect Answers

A:

This signal belongs to the adjacent case “A critical table has no business description or owner documentation,” whose remedy is Add a meaningful table comment and owner metadata in Unity Catalog. The observed result for the present requirement is Catalog metadata matches the actual schema and approved meaning.

C:

Unapproved users cannot change governed classification definitions would demonstrate the separate action Set tag-governance permissions for the steward role, which addresses “Only a restricted stewardship group may modify governed tag definitions.” It does not verify the requirement “Documentation differs between an old column name and current data contract” following Update column comments and schema documentation after review.

D:

A search returns the asset with relevant metadata pertains to a different control (Apply appropriate business-domain naming, descriptions and tags) and a different need (New data assets must appear in searches for a recognized business domain). It cannot establish that Update column comments and schema documentation after review met the stated goal.

Question 819

A data catalog team wants analysts to find and understand curated datasets. During rollout, stakeholders require: Only a restricted stewardship group may modify governed tag definitions. Which approach is the strongest fit?

  1. Update column comments and schema documentation after review
  2. Set tag-governance permissions for the steward role
  3. Apply appropriate business-domain naming, descriptions and tags
  4. Add a meaningful table comment and owner metadata in Unity Catalog

Explanation

Correct Answer

B:

The requirement concerns “Only a restricted stewardship group may modify governed tag definitions.” The selected operation, Set tag-governance permissions for the steward role, is the direct engineering control. Its effect can be checked by confirming: Unapproved users cannot change governed classification definitions.

Incorrect Answers

A:

Update column comments and schema documentation after review is appropriate when “Documentation differs between an old column name and current data contract”; it would be verified by Catalog metadata matches the actual schema and approved meaning. It does not directly satisfy “Only a restricted stewardship group may modify governed tag definitions,” whose relevant acceptance evidence is Unapproved users cannot change governed classification definitions.

C:

This action solves a different issue: “New data assets must appear in searches for a recognized business domain.” Its normal signal is A search returns the asset with relevant metadata. Here the requested behavior is “Only a restricted stewardship group may modify governed tag definitions,” so that signal is not sufficient.

D:

This action solves a different issue: “A critical table has no business description or owner documentation.” Its normal signal is Catalog Explorer displays the approved description and owner. Here the requested behavior is “Only a restricted stewardship group may modify governed tag definitions,” so that signal is not sufficient.

Question 820

A data catalog team wants analysts to find and understand curated datasets. A reviewer sees that engineers chose Set tag-governance permissions for the steward role. To verify Only a restricted stewardship group may modify governed tag definitions, what should the reviewer observe?

  1. A search returns the asset with relevant metadata
  2. Catalog metadata matches the actual schema and approved meaning
  3. Catalog Explorer displays the approved description and owner
  4. Unapproved users cannot change governed classification definitions

Explanation

Correct Answer

D:

Unapproved users cannot change governed classification definitions is the matching outcome for the implemented control (Set tag-governance permissions for the steward role) and the stated requirement “Only a restricted stewardship group may modify governed tag definitions.”

Incorrect Answers

A:

That observation is a valid indicator for “New data assets must appear in searches for a recognized business domain” when using Apply appropriate business-domain naming, descriptions and tags. The scenario instead tests “Only a restricted stewardship group may modify governed tag definitions”; the relevant result is Unapproved users cannot change governed classification definitions.

B:

This signal belongs to the adjacent case “Documentation differs between an old column name and current data contract,” whose remedy is Update column comments and schema documentation after review. The observed result for the present requirement is Unapproved users cannot change governed classification definitions.

C:

Catalog Explorer displays the approved description and owner pertains to a different control (Add a meaningful table comment and owner metadata in Unity Catalog) and a different need (A critical table has no business description or owner documentation). It cannot establish that Set tag-governance permissions for the steward role met the stated goal.