Online Access Free GAQM.Databricks-Certified-Data-Engineer-Associate.v2026-04-24.q72 Practice Test (Page 7)

Databricks-Certified-Data-Engineer-Associate Exam Question 26

Which of the following describes when to use the CREATE STREAMING LIVE TABLE (formerly CREATE INCREMENTAL LIVE TABLE) syntax over the CREATE LIVE TABLE syntax when creating Delta Live Tables (DLT) tables using SQL?

A.CREATE STREAMING LIVE TABLE should be used when the subsequent step in the DLT pipeline is static.

B.CREATE STREAMING LIVE TABLE should be used when data needs to be processed incrementally.

C.CREATE STREAMING LIVE TABLE is redundant for DLT and it does not need to be used.

D.CREATE STREAMING LIVE TABLE should be used when data needs to be processed through complicated aggregations.

E.CREATE STREAMING LIVE TABLE should be used when the previous step in the DLT pipeline is static.

Databricks-Certified-Data-Engineer-Associate Exam Question 27

What is the functionality of AutoLoader in Databricks?

A.Auto Loader automatically ingests and processes new files from cloud storage, handling batch and streaming data with no support for schema evolution.

B.Auto Loader automatically ingests and processes new files from cloud storage, handling batch data with support for schema evolution.

C.Auto Loader automatically ingests and processes new files from cloud storage, handling only streaming data with no support for schema evolution.

D.Auto Loader automatically ingests and processes new files from cloud storage, handling both batch and streaming data with support for schema evolution.

Databricks-Certified-Data-Engineer-Associate Exam Question 28

A data engineer manages multiple external tables linked to various data sources. The data engineer wants to manage these external tables efficiently and ensure that only the necessary permissions are granted to users for accessing specific external tables.
How should the data engineer manage access to these external tables?

A.Grant permissions on the Databricks workspace level, which will automatically apply to all external tables.

B.Set up Azure Blob Storage permissions at the container level, allowing access to all external tables.

C.Create a single user role with full access to all external tables and assign it to all users.

D.Use Unity Catalog to manage access controls and permissions for each external table individually.

Databricks-Certified-Data-Engineer-Associate Exam Question 29

A Delta Live Table pipeline includes two datasets defined using STREAMING LIVE TABLE. Three datasets are defined against Delta Lake table sources using LIVE TABLE.
The table is configured to run in Production mode using the Continuous Pipeline Mode.
Assuming previously unprocessed data exists and all definitions are valid, what is the expected outcome after clicking Start to update the pipeline?

A.All datasets will be updated at set intervals until the pipeline is shut down. The compute resources will persist to allow for additional testing.

B.All datasets will be updated once and the pipeline will persist without any processing. The compute resources will persist but go unused.

C.All datasets will be updated at set intervals until the pipeline is shut down. The compute resources will be deployed for the update and terminated when the pipeline is stopped.

D.All datasets will be updated once and the pipeline will shut down. The compute resources will be terminated.

E.All datasets will be updated once and the pipeline will shut down. The compute resources will persist to allow for additional testing.

Databricks-Certified-Data-Engineer-Associate Exam Question 30

A data engineer is processing ingested streaming tables and needs to filter out NULL values in the order_datetime column from the raw streaming table orders_raw and store the results in a new table orders_valid using DLT.
Which code snippet should the data engineer use?

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