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Certified Data Engineer Associate Practice Test 59

Question 580

An ingestion engineer can create tables in a schema but cannot read files from a governed external volume used as staging.

Which acceptance result most directly demonstrates that the intended solution works?

  1. The engineer reads the approved volume but remains restricted from unrelated volumes.
  2. Only the approved administrator can create the regulated catalog under the intended governance controls.
  3. A fresh query under the revoked identity is denied while historical administrative logs remain available for audit.
  4. A new column tagged with the sensitive classification is masked for ordinary groups without manual table-by-table edits.

Explanation

Correct Answer

A:

Object creation privileges do not automatically authorize reading files from a different securable.

Incorrect Answers

B:

Only the approved administrator can create the regulated catalog under the intended governance controls. That finding does not establish that the engineer reads the approved volume but remains restricted from unrelated volumes.

C:

A fresh query under the revoked identity is denied while historical administrative logs remain available for audit. That finding does not establish that the engineer reads the approved volume but remains restricted from unrelated volumes.

D:

A new column tagged with the sensitive classification is masked for ordinary groups without manual table-by-table edits. That finding does not establish that the engineer reads the approved volume but remains restricted from unrelated volumes.

Question 581

A new catalog is required for an isolated regulated application, but the developer is granted only CREATE TABLE on an unrelated schema.

Which implementation decision best addresses this requirement?

  1. Grant only the operational privileges needed by the service principal and retain ownership with the designated owner.
  2. Use a governed query-time column masking rule rather than presentation-only notebook formatting.
  3. Delegate catalog-creation or approved catalog administration through an authorized administrative role.
  4. Replace the broad privilege with the minimum required usage and SELECT permissions.

Explanation

Correct Answer

C:

Creating catalogs and creating tables within an existing schema are separate governance operations. The selected implementation is the one directly aligned with the constraints in the scenario.

Incorrect Answers

A:

Service accounts performing routine ETL should not automatically receive broad administrative ownership.

B:

UI formatting does not enforce a security boundary across SQL clients and notebooks.

D:

ALL PRIVILEGES can confer additional actions beyond simple reading and should not be a default troubleshooting shortcut.

Question 582

A new catalog is required for an isolated regulated application, but the developer is granted only CREATE TABLE on an unrelated schema.

Which acceptance result most directly demonstrates that the intended solution works?

  1. The job writes expected rows but cannot grant arbitrary privileges or change table ownership.
  2. Only the approved administrator can create the regulated catalog under the intended governance controls.
  3. Queries from different clients consistently return masked values for the same restricted principal.
  4. The analyst can read the target but cannot modify data or create unrelated objects.

Explanation

Correct Answer

B:

Creating catalogs and creating tables within an existing schema are separate governance operations.

Incorrect Answers

A:

The job writes expected rows but cannot grant arbitrary privileges or change table ownership. That finding does not establish that only the approved administrator can create the regulated catalog under the intended governance controls.

C:

Queries from different clients consistently return masked values for the same restricted principal. That finding does not establish that only the approved administrator can create the regulated catalog under the intended governance controls.

D:

The analyst can read the target but cannot modify data or create unrelated objects. That finding does not establish that only the approved administrator can create the regulated catalog under the intended governance controls.

Question 583

A table owner wants to delegate security administration but must avoid transferring data ownership to a service principal used only for nightly ingestion.

Which implementation decision best addresses this requirement?

  1. Validate current effective grants and query authorization rather than using stale visible output as the permission test.
  2. Enforce the policy at the Unity Catalog data-access layer instead of in a client-specific dashboard filter.
  3. Use a supported compute mode and runtime for the configured Unity Catalog ABAC policy.
  4. Grant only the operational privileges needed by the service principal and retain ownership with the designated owner.

Explanation

Correct Answer

D:

Service accounts performing routine ETL should not automatically receive broad administrative ownership. The selected implementation is the one directly aligned with the constraints in the scenario.

Incorrect Answers

A:

Security state must be checked at execution time; a prior result display does not prove current access.

B:

Central policy controls apply to authorized queries independent of which supported client submits them.

C:

Fine-grained data protection has execution requirements; incorrect compute compatibility can block queries.

Question 584

A table owner wants to delegate security administration but must avoid transferring data ownership to a service principal used only for nightly ingestion.

Which acceptance result most directly demonstrates that the intended solution works?

  1. A fresh query under the revoked identity is denied while historical administrative logs remain available for audit.
  2. The job writes expected rows but cannot grant arbitrary privileges or change table ownership.
  3. A restricted user sees the same permitted rows through both a notebook and an SQL client.
  4. The authorized job runs on supported compute and still enforces the row filter.

Explanation

Correct Answer

B:

Service accounts performing routine ETL should not automatically receive broad administrative ownership.

Incorrect Answers

A:

A fresh query under the revoked identity is denied while historical administrative logs remain available for audit. That finding does not establish that the job writes expected rows but cannot grant arbitrary privileges or change table ownership.

C:

A restricted user sees the same permitted rows through both a notebook and an SQL client. That finding does not establish that the job writes expected rows but cannot grant arbitrary privileges or change table ownership.

D:

The authorized job runs on supported compute and still enforces the row filter. That finding does not establish that the job writes expected rows but cannot grant arbitrary privileges or change table ownership.

Question 585

A marketing group loses read access after an administrator revokes SELECT from one table, but the group still sees cached query results elsewhere and assumes permission has not changed.

Which implementation decision best addresses this requirement?

  1. Validate current effective grants and query authorization rather than using stale visible output as the permission test.
  2. Use a governed query-time column masking rule rather than presentation-only notebook formatting.
  3. Attach governed sensitivity tags and apply appropriately scoped ABAC masking policies.
  4. Review external location authorization and storage credentials along with the table's registered metadata.

Explanation

Correct Answer

A:

Security state must be checked at execution time; a prior result display does not prove current access. The selected implementation is the one directly aligned with the constraints in the scenario.

Incorrect Answers

B:

UI formatting does not enforce a security boundary across SQL clients and notebooks.

C:

A stable tag taxonomy allows automatic security handling across many matching objects.

D:

Catalog access and underlying storage access are separate parts of a complete data-governance boundary.

Question 586

A marketing group loses read access after an administrator revokes SELECT from one table, but the group still sees cached query results elsewhere and assumes permission has not changed.

Which acceptance result most directly demonstrates that the intended solution works?

  1. Queries from different clients consistently return masked values for the same restricted principal.
  2. A new column tagged with the sensitive classification is masked for ordinary groups without manual table-by-table edits.
  3. A fresh query under the revoked identity is denied while historical administrative logs remain available for audit.
  4. The table points only to the approved path and unauthorized direct access to storage remains blocked.

Explanation

Correct Answer

C:

Security state must be checked at execution time; a prior result display does not prove current access.

Incorrect Answers

A:

Queries from different clients consistently return masked values for the same restricted principal. That finding does not establish that a fresh query under the revoked identity is denied while historical administrative logs remain available for audit.

B:

A new column tagged with the sensitive classification is masked for ordinary groups without manual table-by-table edits. That finding does not establish that a fresh query under the revoked identity is denied while historical administrative logs remain available for audit.

D:

The table points only to the approved path and unauthorized direct access to storage remains blocked. That finding does not establish that a fresh query under the revoked identity is denied while historical administrative logs remain available for audit.

Question 587

A table with a personally identifying column needs restricted display, and a teammate proposes applying only a global notebook cell-format setting.

Which implementation decision best addresses this requirement?

  1. Use a governed query-time column masking rule rather than presentation-only notebook formatting.
  2. Enforce the policy at the Unity Catalog data-access layer instead of in a client-specific dashboard filter.
  3. Replace the broad privilege with the minimum required usage and SELECT permissions.
  4. Preserve the approved external objects and re-register the table metadata when needed.

Explanation

Correct Answer

A:

UI formatting does not enforce a security boundary across SQL clients and notebooks. The selected implementation is the one directly aligned with the constraints in the scenario.

Incorrect Answers

B:

Central policy controls apply to authorized queries independent of which supported client submits them.

C:

ALL PRIVILEGES can confer additional actions beyond simple reading and should not be a default troubleshooting shortcut.

D:

External table lifecycle is distinct from managed file lifecycle, permitting table metadata changes without necessarily deleting externally owned files.

Question 588

A table with a personally identifying column needs restricted display, and a teammate proposes applying only a global notebook cell-format setting.

Which acceptance result most directly demonstrates that the intended solution works?

  1. A restricted user sees the same permitted rows through both a notebook and an SQL client.
  2. The analyst can read the target but cannot modify data or create unrelated objects.
  3. The re-registered external table points to the same intact objects and returns the expected records.
  4. Queries from different clients consistently return masked values for the same restricted principal.

Explanation

Correct Answer

D:

UI formatting does not enforce a security boundary across SQL clients and notebooks.

Incorrect Answers

A:

A restricted user sees the same permitted rows through both a notebook and an SQL client. That finding does not establish that queries from different clients consistently return masked values for the same restricted principal.

B:

The analyst can read the target but cannot modify data or create unrelated objects. That finding does not establish that queries from different clients consistently return masked values for the same restricted principal.

C:

The re-registered external table points to the same intact objects and returns the expected records. That finding does not establish that queries from different clients consistently return masked values for the same restricted principal.

Question 589

A row-level policy restricts regional data in the UI but an external JDBC client still needs the same security boundary.

Which implementation decision best addresses this requirement?

  1. Attach governed sensitivity tags and apply appropriately scoped ABAC masking policies.
  2. Enforce the policy at the Unity Catalog data-access layer instead of in a client-specific dashboard filter.
  3. Use a supported compute mode and runtime for the configured Unity Catalog ABAC policy.
  4. Create a managed table without specifying an external storage location.

Explanation

Correct Answer

B:

Central policy controls apply to authorized queries independent of which supported client submits them. The selected implementation is the one directly aligned with the constraints in the scenario.

Incorrect Answers

A:

A stable tag taxonomy allows automatic security handling across many matching objects.

C:

Fine-grained data protection has execution requirements; incorrect compute compatibility can block queries.

D:

Managed tables place storage lifecycle under the managed table service instead of treating files as independently owned external data.

Question 590

A row-level policy restricts regional data in the UI but an external JDBC client still needs the same security boundary.

Which acceptance result most directly demonstrates that the intended solution works?

  1. A new column tagged with the sensitive classification is masked for ordinary groups without manual table-by-table edits.
  2. The authorized job runs on supported compute and still enforces the row filter.
  3. The table is registered as managed and its storage is governed by the platform's managed-table lifecycle.
  4. A restricted user sees the same permitted rows through both a notebook and an SQL client.

Explanation

Correct Answer

D:

Central policy controls apply to authorized queries independent of which supported client submits them.

Incorrect Answers

A:

A new column tagged with the sensitive classification is masked for ordinary groups without manual table-by-table edits. That finding does not establish that a restricted user sees the same permitted rows through both a notebook and an SQL client.

B:

The authorized job runs on supported compute and still enforces the row filter. That finding does not establish that a restricted user sees the same permitted rows through both a notebook and an SQL client.

C:

The table is registered as managed and its storage is governed by the platform's managed-table lifecycle. That finding does not establish that a restricted user sees the same permitted rows through both a notebook and an SQL client.

Certified Data Engineer Associate Practice Tests

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