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Implementing Data Engineering Solutions Using Microsoft Fabric Question and Answers

Implementing Data Engineering Solutions Using Microsoft Fabric

Last Update Sep 9, 2026
Total Questions : 142

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Questions 1

You need to ensure that the authors can see only their respective sales data.

How should you complete the statement? To answer, drag the appropriate values the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 2

What should you do to optimize the query experience for the business users?

Options:

A.  

Enable V-Order.

B.  

Create and update statistics.

C.  

Run the VACUUM command.

D.  

Introduce primary keys.

Discussion 0
Questions 3

You need to create a workflow for the new book cover images.

Which two components should you include in the workflow? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.  

a notebook that uses Apache Spark Structured Streaming

B.  

a time-based schedule

C.  

an activator item

D.  

a data pipeline

E.  

a streaming dataflow

F.  

a blob storage action

Discussion 0
Questions 4

HOTSPOT

You need to troubleshoot the ad-hoc query issue.

How should you complete the statement? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 5

You need to resolve the sales data issue. The solution must minimize the amount of data transferred.

What should you do?

Options:

A.  

Spilt the dataflow into two dataflows.

B.  

Configure scheduled refresh for the dataflow.

C.  

Configure incremental refresh for the dataflow. Set Store rows from the past to 1 Month.

D.  

Configure incremental refresh for the dataflow. Set Refresh rows from the past to 1 Year.

E.  

Configure incremental refresh for the dataflow. Set Refresh rows from the past to 1 Month.

Discussion 0
Questions 6

You need to implement the solution for the book reviews.

Which should you do?

Options:

A.  

Create a Dataflow Gen2 dataflow.

B.  

Create a shortcut.

C.  

Enable external data sharing.

D.  

Create a data pipeline.

Discussion 0
Questions 7

You need to ensure that processes for the bronze and silver layers run in isolation How should you configure the Apache Spark settings?

Options:

A.  

Modify the number of executors.

B.  

Disable high concurrency.

C.  

Create a custom pool.

D.  

Set the default environment.

Discussion 0
Questions 8

You have a table in a Fabric lakehouse that contains the following data.

You have a notebook that contains the following code segment.

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 9

You have two Fabric workspaces named Workspace1 and Workspace2.

You have a Fabric deployment pipeline named deployPipeline1 that deploys items from Workspace1 to Workspace2. DeployPipeline1 contains all the items in Workspace1.

You recently modified the items in Workspaces1.

The workspaces currently contain the items shown in the following table.

Items in Workspace1 that have the same name as items in Workspace2 are currently paired.

You need to ensure that the items in Workspace1 overwrite the corresponding items in Workspace2. The solution must minimize effort.

What should you do?

Options:

A.  

Delete all the items in Workspace2, and then run deployPipeline1.

B.  

Rename each item in Workspace2 to have the same name as the items in Workspace1.

C.  

Back up the items in Workspace2, and then run deployPipeline1.

D.  

Run deployPipeline1 without modifying the items in Workspace2.

Discussion 0
Questions 10

You have a Fabric workspace that contains a semantic model named Modell. You need to monitor the refresh history of Model 1 and visualize the refresh history in a chart. What should you use?

Options:

A.  

the refresh history from the settings of Model1.

B.  

a notebook

C.  

a Dataflow Gen2 dataflow

D.  

a data pipeline

Discussion 0
Questions 11

You have a Fabric workspace named WS1 that contains several scheduled data pipelines. WS1 has workspace monitoring enabled, and the monitoring eventhouse contains a table named ItemJobEventLogs.

Users report that some downstream reports are missing newly ingested data.

You need to identify failed pipeline runs from the last nine minutes and return only the columns needed for troubleshooting.

How should you complete the KQL query?

Options:

Discussion 0
Questions 12

You need to ensure that the data engineer s are notified if any step in populating the lakehouses fails. The solution must meet the technical requirements and minimize development effort.

What should you use? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 13

You need to schedule the population of the medallion layers to meet the technical requirements.

What should you do?

Options:

A.  

Schedule a data pipeline that calls other data pipelines.

B.  

Schedule a notebook.

C.  

Schedule an Apache Spark job.

D.  

Schedule multiple data pipelines.

Discussion 0
Questions 14

You need to recommend a method to populate the POS1 data to the lakehouse medallion layers.

What should you recommend for each layer? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 15

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 16

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.

Options:

Discussion 0
Questions 17

You need to ensure that usage of the data in the Amazon S3 bucket meets the technical requirements.

What should you do?

Options:

A.  

Create a workspace identity and enable high concurrency for the notebooks.

B.  

Create a shortcut and ensure that caching is disabled for the workspace.

C.  

Create a workspace identity and use the identity in a data pipeline.

D.  

Create a shortcut and ensure that caching is enabled for the workspace.

Discussion 0
Questions 18

You need to recommend a solution for handling old files. The solution must meet the technical requirements. What should you include in the recommendation?

Options:

A.  

a data pipeline that includes a Copy data activity

B.  

a notebook that runs the VACUUM command

C.  

a notebook that runs the OPTIMIZE command

D.  

a data pipeline that includes a Delete data activity

Discussion 0
Questions 19

You need to ensure that WorkspaceA can be configured for source control. Which two actions should you perform?

Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.

Options:

A.  

Assign WorkspaceA to Capl.

B.  

From Tenant setting, set Users can synchronize workspace items with their Git repositories to Enabled

C.  

Configure WorkspaceA to use a Premium Per User (PPU) license

D.  

From Tenant setting, set Users can sync workspace items with GitHub repositories to Enabled

Discussion 0
Questions 20

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
Questions 21

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