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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 75

Question 740

A customer analytics team must protect identifiable attributes in a shared customer table. The team implements Use approved role/group or governed-tag based policy conditions. The goal was: A masking policy uses hard-coded individual usernames and becomes hard to maintain. Which observed result best verifies success?

  1. The new matching object is protected without an individual table policy
  2. A report run by the analyst role contains no raw identifier
  3. A query without an explicit WHERE clause still returns only permitted rows
  4. Adding a user to the entitled group changes effective masking without code edits

Explanation

Correct Answer

D:

The acceptance criterion for “A masking policy uses hard-coded individual usernames and becomes hard to maintain” is Adding a user to the entitled group changes effective masking without code edits; this is the expected evidence after Use approved role/group or governed-tag based policy conditions.

Incorrect Answers

A:

That observation is a valid indicator for “An ABAC policy applies to an entire schema but a new table is added” when using Tag the new table/columns appropriately under the scoped policy. The scenario instead tests “A masking policy uses hard-coded individual usernames and becomes hard to maintain”; the relevant result is Adding a user to the entitled group changes effective masking without code edits.

B:

That observation is a valid indicator for “A national identifier must not be exposed by a general-purpose reporting view” when using Mask the protected identifier through an enforced policy or safe published view. The scenario instead tests “A masking policy uses hard-coded individual usernames and becomes hard to maintain”; the relevant result is Adding a user to the entitled group changes effective masking without code edits.

C:

This signal belongs to the adjacent case “A migration incorrectly relies on WHERE conditions added by individual analysts,” whose remedy is Replace voluntary query filtering with an enforced UC row filter policy. The observed result for the present requirement is Adding a user to the entitled group changes effective masking without code edits.

Question 741

A global platform team controls a large population of confidential UC datasets. Production acceptance depends on this condition: All columns labeled confidential should receive consistent dynamic masking across several schemas. What should the engineer configure?

  1. Create a governed tag and ABAC column-mask policy at the appropriate hierarchy
  2. Move the workload to supported serverless or compatible runtime/access-mode compute
  3. Add schema-evolution QA and governed-tag classification checks
  4. Return the declared column-compatible type from the mask UDF

Explanation

Correct Answer

A:

Create a governed tag and ABAC column-mask policy at the appropriate hierarchy addresses the requested condition (“All columns labeled confidential should receive consistent dynamic masking across several schemas”) rather than an adjacent platform task. The independent success check is: New tagged confidential columns inherit the intended masking decision.

Incorrect Answers

B:

Move the workload to supported serverless or compatible runtime/access-mode compute belongs to the separate case “A masked column is still exposed because the consumer uses unsupported older compute,” where Queries execute with the configured ABAC protection on supported compute would be expected. That differs from the condition in this stem: “All columns labeled confidential should receive consistent dynamic masking across several schemas.”

C:

This action solves a different issue: “The team needs to prove masked columns remain protected after a new data column appears.” Its normal signal is A new sensitive column receives the required mask before consumer access. Here the requested behavior is “All columns labeled confidential should receive consistent dynamic masking across several schemas,” so that signal is not sufficient.

D:

Return the declared column-compatible type from the mask UDF belongs to the separate case “A masking function returns the wrong data type for a protected numeric column,” where The table query succeeds and preserves the expected schema would be expected. That differs from the condition in this stem: “All columns labeled confidential should receive consistent dynamic masking across several schemas.”

Question 742

A global platform team controls a large population of confidential UC datasets. An auditor must prove the outcome of Create a governed tag and ABAC column-mask policy at the appropriate hierarchy for this requirement: All columns labeled confidential should receive consistent dynamic masking across several schemas. Which test result is best?

  1. The job authenticates with the new credential and rejects old credentials
  2. New tagged confidential columns inherit the intended masking decision
  3. Cross-tenant test rows are excluded according to the intended policy
  4. The new matching object is protected without an individual table policy

Explanation

Correct Answer

B:

The team used Create a governed tag and ABAC column-mask policy at the appropriate hierarchy to fulfill “All columns labeled confidential should receive consistent dynamic masking across several schemas.” Observing New tagged confidential columns inherit the intended masking decision confirms the intended effect in the resulting workload.

Incorrect Answers

A:

That observation is a valid indicator for “The remote database credentials rotate periodically” when using Update the secured secret reference or governed connection on rotation. The scenario instead tests “All columns labeled confidential should receive consistent dynamic masking across several schemas”; the relevant result is New tagged confidential columns inherit the intended masking decision.

C:

This signal belongs to the adjacent case “One table has several different tenant columns and the wrong field was used for enforcement,” whose remedy is Fix the row-filter mapping to the authoritative tenant column. The observed result for the present requirement is New tagged confidential columns inherit the intended masking decision.

D:

The new matching object is protected without an individual table policy pertains to a different control (Tag the new table/columns appropriately under the scoped policy) and a different need (An ABAC policy applies to an entire schema but a new table is added). It cannot establish that Create a governed tag and ABAC column-mask policy at the appropriate hierarchy met the stated goal.

Question 743

A global platform team controls a large population of confidential UC datasets. A scheduled release needs to solve this problem: An ungoverned free-text tag is being used for security enforcement. What should the team implement?

  1. Move the workload to supported serverless or compatible runtime/access-mode compute
  2. Replace it with controlled governed tags in the supported ABAC policy
  3. Implement a scheduled retention filter and controlled deletion operation
  4. Attach a governed row filter policy or row-filter function using an authenticated tenant mapping

Explanation

Correct Answer

B:

Replace it with controlled governed tags in the supported ABAC policy addresses the requested condition (“An ungoverned free-text tag is being used for security enforcement”) rather than an adjacent platform task. The independent success check is: Only authorized tag managers assign the attributes that drive the policy.

Incorrect Answers

A:

The alternative Move the workload to supported serverless or compatible runtime/access-mode compute has a distinct purpose—A masked column is still exposed because the consumer uses unsupported older compute. It would not establish the required outcome (An ungoverned free-text tag is being used for security enforcement); the necessary verification concerns Only authorized tag managers assign the attributes that drive the policy.

C:

The alternative Implement a scheduled retention filter and controlled deletion operation has a distinct purpose—A policy requires deleting raw PII after a specified retention age. It would not establish the required outcome (An ungoverned free-text tag is being used for security enforcement); the necessary verification concerns Only authorized tag managers assign the attributes that drive the policy.

D:

This action solves a different issue: “A patient table should return only rows for the viewer's approved tenant.” Its normal signal is Two test principals see disjoint tenant rows. Here the requested behavior is “An ungoverned free-text tag is being used for security enforcement,” so that signal is not sufficient.

Question 744

A global platform team controls a large population of confidential UC datasets. A reviewer sees that engineers chose Replace it with controlled governed tags in the supported ABAC policy. To verify An ungoverned free-text tag is being used for security enforcement, what should the reviewer observe?

  1. Only authorized tag managers assign the attributes that drive the policy
  2. Queries execute with the configured ABAC protection on supported compute
  3. Cross-tenant test rows are excluded according to the intended policy
  4. Only the trusted service role can resolve tokens to the original identifier

Explanation

Correct Answer

A:

Only authorized tag managers assign the attributes that drive the policy directly measures whether Replace it with controlled governed tags in the supported ABAC policy achieved the requirement “An ungoverned free-text tag is being used for security enforcement.” It checks the operating result rather than just a configured resource name.

Incorrect Answers

B:

Queries execute with the configured ABAC protection on supported compute would demonstrate the separate action Move the workload to supported serverless or compatible runtime/access-mode compute, which addresses “A masked column is still exposed because the consumer uses unsupported older compute.” It does not verify the requirement “An ungoverned free-text tag is being used for security enforcement” following Replace it with controlled governed tags in the supported ABAC policy.

C:

Cross-tenant test rows are excluded according to the intended policy would demonstrate the separate action Fix the row-filter mapping to the authoritative tenant column, which addresses “One table has several different tenant columns and the wrong field was used for enforcement.” It does not verify the requirement “An ungoverned free-text tag is being used for security enforcement” following Replace it with controlled governed tags in the supported ABAC policy.

D:

Only the trusted service role can resolve tokens to the original identifier would demonstrate the separate action Use controlled reversible tokenization with a restricted mapping vault, which addresses “Authorized internal reidentification is necessary for customer service support.” It does not verify the requirement “An ungoverned free-text tag is being used for security enforcement” following Replace it with controlled governed tags in the supported ABAC policy.

Question 745

A global platform team controls a large population of confidential UC datasets. The change request states: An ABAC policy applies to an entire schema but a new table is added. Which implementation best satisfies that requirement?

  1. Replace voluntary query filtering with an enforced UC row filter policy
  2. Add schema-evolution QA and governed-tag classification checks
  3. Tag the new table/columns appropriately under the scoped policy
  4. Move the workload to supported serverless or compatible runtime/access-mode compute

Explanation

Correct Answer

C:

Tag the new table/columns appropriately under the scoped policy addresses the requested condition (“An ABAC policy applies to an entire schema but a new table is added”) rather than an adjacent platform task. The independent success check is: The new matching object is protected without an individual table policy.

Incorrect Answers

A:

Replace voluntary query filtering with an enforced UC row filter policy is appropriate when “A migration incorrectly relies on WHERE conditions added by individual analysts”; it would be verified by A query without an explicit WHERE clause still returns only permitted rows. It does not directly satisfy “An ABAC policy applies to an entire schema but a new table is added,” whose relevant acceptance evidence is The new matching object is protected without an individual table policy.

B:

The alternative Add schema-evolution QA and governed-tag classification checks has a distinct purpose—The team needs to prove masked columns remain protected after a new data column appears. It would not establish the required outcome (An ABAC policy applies to an entire schema but a new table is added); the necessary verification concerns The new matching object is protected without an individual table policy.

D:

Move the workload to supported serverless or compatible runtime/access-mode compute is appropriate when “A masked column is still exposed because the consumer uses unsupported older compute”; it would be verified by Queries execute with the configured ABAC protection on supported compute. It does not directly satisfy “An ABAC policy applies to an entire schema but a new table is added,” whose relevant acceptance evidence is The new matching object is protected without an individual table policy.

Question 746

A global platform team controls a large population of confidential UC datasets. An auditor must prove the outcome of Tag the new table/columns appropriately under the scoped policy for this requirement: An ABAC policy applies to an entire schema but a new table is added. Which test result is best?

  1. Adding a user to the entitled group changes effective masking without code edits
  2. The new matching object is protected without an individual table policy
  3. A query without an explicit WHERE clause still returns only permitted rows
  4. New tagged confidential columns inherit the intended masking decision

Explanation

Correct Answer

B:

The team used Tag the new table/columns appropriately under the scoped policy to fulfill “An ABAC policy applies to an entire schema but a new table is added.” Observing The new matching object is protected without an individual table policy confirms the intended effect in the resulting workload.

Incorrect Answers

A:

That observation is a valid indicator for “A masking policy uses hard-coded individual usernames and becomes hard to maintain” when using Use approved role/group or governed-tag based policy conditions. The scenario instead tests “An ABAC policy applies to an entire schema but a new table is added”; the relevant result is The new matching object is protected without an individual table policy.

C:

A query without an explicit WHERE clause still returns only permitted rows pertains to a different control (Replace voluntary query filtering with an enforced UC row filter policy) and a different need (A migration incorrectly relies on WHERE conditions added by individual analysts). It cannot establish that Tag the new table/columns appropriately under the scoped policy met the stated goal.

D:

That observation is a valid indicator for “All columns labeled confidential should receive consistent dynamic masking across several schemas” when using Create a governed tag and ABAC column-mask policy at the appropriate hierarchy. The scenario instead tests “An ABAC policy applies to an entire schema but a new table is added”; the relevant result is The new matching object is protected without an individual table policy.

Question 747

A global platform team controls a large population of confidential UC datasets. The current design is incomplete because: A masked column is still exposed because the consumer uses unsupported older compute. Which change addresses it directly?

  1. Tag the new table/columns appropriately under the scoped policy
  2. Add schema-evolution QA and governed-tag classification checks
  3. Move the workload to supported serverless or compatible runtime/access-mode compute
  4. Return the declared column-compatible type from the mask UDF

Explanation

Correct Answer

C:

The requested outcome is “A masked column is still exposed because the consumer uses unsupported older compute.” Move the workload to supported serverless or compatible runtime/access-mode compute is the matching action; Queries execute with the configured ABAC protection on supported compute gives observable acceptance evidence.

Incorrect Answers

A:

This action solves a different issue: “An ABAC policy applies to an entire schema but a new table is added.” Its normal signal is The new matching object is protected without an individual table policy. Here the requested behavior is “A masked column is still exposed because the consumer uses unsupported older compute,” so that signal is not sufficient.

B:

The alternative Add schema-evolution QA and governed-tag classification checks has a distinct purpose—The team needs to prove masked columns remain protected after a new data column appears. It would not establish the required outcome (A masked column is still exposed because the consumer uses unsupported older compute); the necessary verification concerns Queries execute with the configured ABAC protection on supported compute.

D:

Return the declared column-compatible type from the mask UDF belongs to the separate case “A masking function returns the wrong data type for a protected numeric column,” where The table query succeeds and preserves the expected schema would be expected. That differs from the condition in this stem: “A masked column is still exposed because the consumer uses unsupported older compute.”

Question 748

A global platform team controls a large population of confidential UC datasets. The change record shows Move the workload to supported serverless or compatible runtime/access-mode compute. The acceptance test concerns: A masked column is still exposed because the consumer uses unsupported older compute. Which outcome confirms it?

  1. Only authorized tag managers assign the attributes that drive the policy
  2. Queries execute with the configured ABAC protection on supported compute
  3. A new sensitive column receives the required mask before consumer access
  4. Job reads target tables and fails queries on unrelated restricted tables

Explanation

Correct Answer

B:

Queries execute with the configured ABAC protection on supported compute directly measures whether Move the workload to supported serverless or compatible runtime/access-mode compute achieved the requirement “A masked column is still exposed because the consumer uses unsupported older compute.” It checks the operating result rather than just a configured resource name.

Incorrect Answers

A:

Only authorized tag managers assign the attributes that drive the policy pertains to a different control (Replace it with controlled governed tags in the supported ABAC policy) and a different need (An ungoverned free-text tag is being used for security enforcement). It cannot establish that Move the workload to supported serverless or compatible runtime/access-mode compute met the stated goal.

C:

A new sensitive column receives the required mask before consumer access would demonstrate the separate action Add schema-evolution QA and governed-tag classification checks, which addresses “The team needs to prove masked columns remain protected after a new data column appears.” It does not verify the requirement “A masked column is still exposed because the consumer uses unsupported older compute” following Move the workload to supported serverless or compatible runtime/access-mode compute.

D:

This signal belongs to the adjacent case “A job's service identity should read only the catalog tables it needs,” whose remedy is Grant minimum UC USE and SELECT privileges on the exact required objects. The observed result for the present requirement is Queries execute with the configured ABAC protection on supported compute.

Question 749

A global platform team controls a large population of confidential UC datasets. An incident review prioritizes one requirement: An overly broad ABAC rule unexpectedly masks low-risk columns. What is the most defensible remedy?

  1. Generalize precise dates into approved age ranges
  2. Add schema-evolution QA and governed-tag classification checks
  3. Refine the governed-tag match condition or classification
  4. Tag the new table/columns appropriately under the scoped policy

Explanation

Correct Answer

C:

The requirement concerns “An overly broad ABAC rule unexpectedly masks low-risk columns.” The selected operation, Refine the governed-tag match condition or classification, is the direct engineering control. Its effect can be checked by confirming: Only columns with the intended classification are masked.

Incorrect Answers

A:

This action solves a different issue: “A birth date should be coarsened to an age band to reduce identification risk.” Its normal signal is The partner sees only the allowed age band rather than full date. Here the requested behavior is “An overly broad ABAC rule unexpectedly masks low-risk columns,” so that signal is not sufficient.

B:

This action solves a different issue: “The team needs to prove masked columns remain protected after a new data column appears.” Its normal signal is A new sensitive column receives the required mask before consumer access. Here the requested behavior is “An overly broad ABAC rule unexpectedly masks low-risk columns,” so that signal is not sufficient.

D:

This action solves a different issue: “An ABAC policy applies to an entire schema but a new table is added.” Its normal signal is The new matching object is protected without an individual table policy. Here the requested behavior is “An overly broad ABAC rule unexpectedly masks low-risk columns,” so that signal is not sufficient.

Question 750

A global platform team controls a large population of confidential UC datasets. An auditor must prove the outcome of Refine the governed-tag match condition or classification for this requirement: An overly broad ABAC rule unexpectedly masks low-risk columns. Which test result is best?

  1. The new matching object is protected without an individual table policy
  2. Only columns with the intended classification are masked
  3. A new sensitive column receives the required mask before consumer access
  4. Cross-tenant test rows are excluded according to the intended policy

Explanation

Correct Answer

B:

Only columns with the intended classification are masked directly measures whether Refine the governed-tag match condition or classification achieved the requirement “An overly broad ABAC rule unexpectedly masks low-risk columns.” It checks the operating result rather than just a configured resource name.

Incorrect Answers

A:

This signal belongs to the adjacent case “An ABAC policy applies to an entire schema but a new table is added,” whose remedy is Tag the new table/columns appropriately under the scoped policy. The observed result for the present requirement is Only columns with the intended classification are masked.

C:

A new sensitive column receives the required mask before consumer access pertains to a different control (Add schema-evolution QA and governed-tag classification checks) and a different need (The team needs to prove masked columns remain protected after a new data column appears). It cannot establish that Refine the governed-tag match condition or classification met the stated goal.

D:

Cross-tenant test rows are excluded according to the intended policy would demonstrate the separate action Fix the row-filter mapping to the authoritative tenant column, which addresses “One table has several different tenant columns and the wrong field was used for enforcement.” It does not verify the requirement “An overly broad ABAC rule unexpectedly masks low-risk columns” following Refine the governed-tag match condition or classification.