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.

Comment: *

Name: *

Email: *

Verification: *

In order for Structured Streaming to reliably track the exact progress of the processing so that it can handle any kind of failure by restarting and/or reprocessing, which of the following two approaches is used by Spark to record the offset range of the data being processed in each trigger?

• A.Checkpointing and Write-ahead Logs
• B.Structured Streaming cannot record the offset range of the data being processed in each trigger.
• C.Replayable Sources and Idempotent Sinks
• D.Write-ahead Logs and Idempotent Sinks
• E.Checkpointing and Idempotent Sinks

Comment: *

Name: *

Email: *

Verification: *

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.

Comment: *

Name: *

Email: *

Verification: *

A data engineer needs to create a table in Databricks using data from their organization's existing SQLite database.
They run the following command:

Which of the following lines of code fills in the above blank to successfully complete the task?

• A.org.apache.spark.sql.jdbc
• B.autoloader
• C.DELTA
• D.sqlite
• E.org.apache.spark.sql.sqlite

Comment: *

Name: *

Email: *

Verification: *

A data engineer wants to create a new table containing the names of customers that live in France.
They have written the following command:

A senior data engineer mentions that it is organization policy to include a table property indicating that the new table includes personally identifiable information (PII).
Which of the following lines of code fills in the above blank to successfully complete the task?

• A.There is no way to indicate whether a table contains PII.
• B."COMMENT PII"
• C.TBLPROPERTIES PII
• D.COMMENT "Contains PII"
• E.PII

Comment: *

Name: *

Email: *

Verification: *