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Certified Data Engineer Associate Practice Test 52

Question 510

A production workload runs many quick SQL queries on a warehouse that frequently sits idle and costs more than expected.

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

  1. Idle-hour spend decreases while representative query startup latency remains acceptable.
  2. The analysis identifies the first slow run and correlates it to a particular task or source-size change.
  3. The root failing upstream task is reproduced and fixing it unblocks the Gold task.
  4. After a targeted plan change shuffle bytes and elapsed stage time decrease without changing results.

Explanation

Correct Answer

A:

Compute lifecycle and concurrency settings influence cost independently of individual SQL correctness.

Incorrect Answers

B:

The analysis identifies the first slow run and correlates it to a particular task or source-size change. That finding does not establish that idle-hour spend decreases while representative query startup latency remains acceptable.

C:

The root failing upstream task is reproduced and fixing it unblocks the Gold task. That finding does not establish that idle-hour spend decreases while representative query startup latency remains acceptable.

D:

After a targeted plan change shuffle bytes and elapsed stage time decrease without changing results. That finding does not establish that idle-hour spend decreases while representative query startup latency remains acceptable.

Question 511

A team creates a Unity Catalog managed Delta table and wants Databricks to manage its backing data files and lifecycle.

Which implementation decision best addresses this requirement?

  1. Drop the external table metadata only after confirming its underlying external data ownership.
  2. Create an external table referencing an authorized storage location with the correct format and location.
  3. Verify USE CATALOG and USE SCHEMA privileges along with SELECT for the table.
  4. Create a managed table without specifying an external storage location.

Explanation

Correct Answer

D:

Managed tables place storage lifecycle under the managed table service instead of treating files as independently owned external data. The selected implementation is the one directly aligned with the constraints in the scenario.

Incorrect Answers

A:

External table definitions reference externally managed files; dropping the table does not have the same data deletion semantics as dropping a managed table.

B:

An external table points to data outside managed table storage and requires appropriate external location access.

C:

Unity Catalog table read access generally requires the relevant catalog and schema usage permissions plus object SELECT.

Question 512

A team creates a Unity Catalog managed Delta table and wants Databricks to manage its backing data files and lifecycle.

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

  1. After the metadata is removed, the original external files remain available at their approved location.
  2. The table is registered as managed and its storage is governed by the platform's managed-table lifecycle.
  3. The external table queries the existing files without relocating them into an unrelated managed directory.
  4. The analyst queries the approved table after all three required privilege levels are present.

Explanation

Correct Answer

B:

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

Incorrect Answers

A:

After the metadata is removed, the original external files remain available at their approved location. That finding does not establish that the table is registered as managed and its storage is governed by the platform's managed-table lifecycle.

C:

The external table queries the existing files without relocating them into an unrelated managed directory. That finding does not establish that the table is registered as managed and its storage is governed by the platform's managed-table lifecycle.

D:

The analyst queries the approved table after all three required privilege levels are present. That finding does not establish that the table is registered as managed and its storage is governed by the platform's managed-table lifecycle.

Question 513

An engineer plans to drop a Unity Catalog external table but must keep the source objects available to another processing system.

Which implementation decision best addresses this requirement?

  1. Drop the external table metadata only after confirming its underlying external data ownership.
  2. Use CREATE TABLE under the intended Unity Catalog schema for a managed Delta table.
  3. Plan a supported table conversion or data migration that accounts for physical storage ownership and table capabilities.
  4. Grant SELECT on the intended table, with required parent usage privileges, not broad ALL PRIVILEGES.

Explanation

Correct Answer

A:

External table definitions reference externally managed files; dropping the table does not have the same data deletion semantics as dropping a managed table. The selected implementation is the one directly aligned with the constraints in the scenario.

Incorrect Answers

B:

Managed storage lets the platform control the physical location and lifecycle of the table data.

C:

Managed versus external classification involves lifecycle and location semantics, not merely a display label.

D:

Least-privilege access separates querying rows from modifying data or managing security.

Question 514

An engineer plans to drop a Unity Catalog external table but must keep the source objects available to another processing system.

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

  1. A new managed table appears in the target schema and can be queried with its three-part name.
  2. The migrated managed table reads the same validated records and its storage lifecycle is managed as intended.
  3. After the metadata is removed, the original external files remain available at their approved location.
  4. The BI user can SELECT but an attempted INSERT or UPDATE is refused.

Explanation

Correct Answer

C:

External table definitions reference externally managed files; dropping the table does not have the same data deletion semantics as dropping a managed table.

Incorrect Answers

A:

A new managed table appears in the target schema and can be queried with its three-part name. That finding does not establish that after the metadata is removed, the original external files remain available at their approved location.

B:

The migrated managed table reads the same validated records and its storage lifecycle is managed as intended. That finding does not establish that after the metadata is removed, the original external files remain available at their approved location.

D:

The BI user can SELECT but an attempted INSERT or UPDATE is refused. That finding does not establish that after the metadata is removed, the original external files remain available at their approved location.

Question 515

A data platform team wants to create a curated Delta table in a governed catalog without choosing or maintaining an explicit object-storage path.

Which implementation decision best addresses this requirement?

  1. Use CREATE TABLE under the intended Unity Catalog schema for a managed Delta table.
  2. Create an external table referencing an authorized storage location with the correct format and location.
  3. Authorize the necessary external location and storage access in addition to table creation rights.
  4. Grant CREATE TABLE on the intended schema together with necessary usage privileges.

Explanation

Correct Answer

A:

Managed storage lets the platform control the physical location and lifecycle of the table data. The selected implementation is the one directly aligned with the constraints in the scenario.

Incorrect Answers

B:

An external table points to data outside managed table storage and requires appropriate external location access.

C:

Creating objects referencing external storage requires the relevant storage governance rights as well as schema privileges.

D:

Creation rights and existing-table read rights are distinct securable privileges.

Question 516

A data platform team wants to create a curated Delta table in a governed catalog without choosing or maintaining an explicit object-storage path.

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

  1. The external table queries the existing files without relocating them into an unrelated managed directory.
  2. The authorized principal creates the external table in the permitted path and is denied outside it.
  3. The engineer creates a table in the approved schema but cannot create objects in unrelated schemas.
  4. A new managed table appears in the target schema and can be queried with its three-part name.

Explanation

Correct Answer

D:

Managed storage lets the platform control the physical location and lifecycle of the table data.

Incorrect Answers

A:

The external table queries the existing files without relocating them into an unrelated managed directory. That finding does not establish that a new managed table appears in the target schema and can be queried with its three-part name.

B:

The authorized principal creates the external table in the permitted path and is denied outside it. That finding does not establish that a new managed table appears in the target schema and can be queried with its three-part name.

C:

The engineer creates a table in the approved schema but cannot create objects in unrelated schemas. That finding does not establish that a new managed table appears in the target schema and can be queried with its three-part name.

Question 517

An organization already owns Parquet and Delta files in an approved external bucket and wants Databricks metadata to reference them without moving ownership.

Which implementation decision best addresses this requirement?

  1. Plan a supported table conversion or data migration that accounts for physical storage ownership and table capabilities.
  2. Create an external table referencing an authorized storage location with the correct format and location.
  3. Verify USE CATALOG and USE SCHEMA privileges along with SELECT for the table.
  4. Grant an appropriate write privilege such as MODIFY on the target, together with required usage permissions.

Explanation

Correct Answer

B:

An external table points to data outside managed table storage and requires appropriate external location access. The selected implementation is the one directly aligned with the constraints in the scenario.

Incorrect Answers

A:

Managed versus external classification involves lifecycle and location semantics, not merely a display label.

C:

Unity Catalog table read access generally requires the relevant catalog and schema usage permissions plus object SELECT.

D:

Unity Catalog distinguishes data-modification rights from read-only SELECT and scope can be narrowed to the required table.

Question 518

An organization already owns Parquet and Delta files in an approved external bucket and wants Databricks metadata to reference them without moving ownership.

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

  1. The migrated managed table reads the same validated records and its storage lifecycle is managed as intended.
  2. The analyst queries the approved table after all three required privilege levels are present.
  3. The pipeline can perform its permitted write operation while readers cannot modify records.
  4. The external table queries the existing files without relocating them into an unrelated managed directory.

Explanation

Correct Answer

D:

An external table points to data outside managed table storage and requires appropriate external location access.

Incorrect Answers

A:

The migrated managed table reads the same validated records and its storage lifecycle is managed as intended. That finding does not establish that the external table queries the existing files without relocating them into an unrelated managed directory.

B:

The analyst queries the approved table after all three required privilege levels are present. That finding does not establish that the external table queries the existing files without relocating them into an unrelated managed directory.

C:

The pipeline can perform its permitted write operation while readers cannot modify records. That finding does not establish that the external table queries the existing files without relocating them into an unrelated managed directory.

Question 519

A migration converts a previously external-managed dataset into a managed table and engineers assume that changing a catalog flag alone will relocate every byte.

Which implementation decision best addresses this requirement?

  1. Authorize the necessary external location and storage access in addition to table creation rights.
  2. Grant SELECT on the intended table, with required parent usage privileges, not broad ALL PRIVILEGES.
  3. Plan a supported table conversion or data migration that accounts for physical storage ownership and table capabilities.
  4. Revoke the contractor's direct table privileges and check any inherited group grants.

Explanation

Correct Answer

C:

Managed versus external classification involves lifecycle and location semantics, not merely a display label. The selected implementation is the one directly aligned with the constraints in the scenario.

Incorrect Answers

A:

Creating objects referencing external storage requires the relevant storage governance rights as well as schema privileges.

B:

Least-privilege access separates querying rows from modifying data or managing security.

D:

REVOKE removes specified grants, but effective access can remain through other memberships or inherited privileges.

Question 520

A migration converts a previously external-managed dataset into a managed table and engineers assume that changing a catalog flag alone will relocate every byte.

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

  1. The migrated managed table reads the same validated records and its storage lifecycle is managed as intended.
  2. The authorized principal creates the external table in the permitted path and is denied outside it.
  3. The BI user can SELECT but an attempted INSERT or UPDATE is refused.
  4. A post-revocation authorization test denies access after relevant inherited and group routes are addressed.

Explanation

Correct Answer

A:

Managed versus external classification involves lifecycle and location semantics, not merely a display label.

Incorrect Answers

B:

The authorized principal creates the external table in the permitted path and is denied outside it. That finding does not establish that the migrated managed table reads the same validated records and its storage lifecycle is managed as intended.

C:

The BI user can SELECT but an attempted INSERT or UPDATE is refused. That finding does not establish that the migrated managed table reads the same validated records and its storage lifecycle is managed as intended.

D:

A post-revocation authorization test denies access after relevant inherited and group routes are addressed. That finding does not establish that the migrated managed table reads the same validated records and its storage lifecycle is managed as intended.

Certified Data Engineer Associate Practice Tests

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