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 once and the pipeline will shut down. The compute resources will be terminated.
• 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 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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Which of the following data lakehouse features results in improved data quality over a traditional data lake?

• A.A data lakehouse provides storage solutions for structured and unstructured data.
• B.A data lakehouse supports ACID-compliant transactions.
• C.A data lakehouse allows the use of SQL queries to examine data.
• D.A data lakehouse stores data in open formats.
• E.A data lakehouse enables machine learning and artificial Intelligence workloads.

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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

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A data engineer is attempting to drop a Spark SQL table my_table. The data engineer wants to delete all table metadata and data.
They run the following command:
DROP TABLE IF EXISTS my_table
While the object no longer appears when they run SHOW TABLES, the data files still exist.
Which of the following describes why the data files still exist and the metadata files were deleted?

• A.The table's data was larger than 10 GB
• B.The table's data was smaller than 10 GB
• C.The table was external
• D.The table did not have a location
• E.The table was managed

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A data engineer is working with two tables. Each of these tables is displayed below in its entirety.

The data engineer runs the following query to join these tables together:

Which of the following will be returned by the above query?

• A.Option A
• B.Option C
• C.Option D
• D.Option B
• E.Option E

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