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

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Which of the following benefits is provided by the array functions from Spark SQL?

• A.An ability to work with an array of tables for procedural automation
• B.An ability to work with data within certain partitions and windows
• C.An ability to work with data in a variety of types at once
• D.An ability to work with time-related data in specified intervals
• E.An ability to work with complex, nested data ingested from JSON files

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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 Development 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 once and the pipeline will shut down. The compute resources will be terminated.
• B.All datasets will be updated at set intervals until the pipeline is shut down. The compute resources will persist until the pipeline is shut down.
• C.All datasets will be updated once and the pipeline will persist without any processing. The compute resources will persist but go unused.
• D.All datasets will be updated once and the pipeline will shut down. The compute resources will persist to allow for additional testing.
• E.All datasets will be updated at set intervals until the pipeline is shut down. The compute resources will persist to allow for additional testing.

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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: *

A data engineer is maintaining a data pipeline. Upon data ingestion, the data engineer notices that the source data is starting to have a lower level of quality. The data engineer would like to automate the process of monitoring the quality level.
Which of the following tools can the data engineer use to solve this problem?

• A.Data Explorer
• B.Unity Catalog
• C.Delta Live Tables
• D.Delta Lake
• E.Auto Loader

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