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Microsoft Certified: Fabric Data Engineer Associate Implementing Data Engineering Solutions Using Microsoft Fabric

Implementing Data Engineering Solutions Using Microsoft Fabric

Last Update Sep 14, 2025
Total Questions : 106

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Questions 2

You need to create the product dimension.

How should you complete the Apache Spark SQL code? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Questions 2

Options:

Discussion 0
Questions 3

You need to recommend a solution to resolve the MAR1 connectivity issues. The solution must minimize development effort. What should you recommend?

Options:

A.  

Add a ForEach activity to the data pipeline.

B.  

Configure retries for the Copy data activity.

C.  

Configure Fault tolerance for the Copy data activity.

D.  

Call a notebook from the data pipeline.

Discussion 0
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Questions 4

You need to ensure that the data analysts can access the gold layer lakehouse.

What should you do?

Options:

A.  

Add the DataAnalyst group to the Viewer role for Workspace

A.  

B.  

Share the lakehouse with the DataAnalysts group and grant the Build reports on the default semantic model permission.

C.  

Share the lakehouse with the DataAnalysts group and grant the Read all SQL Endpoint data permission.

D.  

Share the lakehouse with the DataAnalysts group and grant the Read all Apache Spark permission.

Discussion 0
Questions 5

You need to populate the MAR1 data in the bronze layer.

Which two types of activities should you include in the pipeline? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.  

ForEach

B.  

Copy data

C.  

WebHook

D.  

Stored procedure

Discussion 0

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