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DP-700 Practice Questions

Implementing Data Engineering Solutions Using Microsoft Fabric

Last Update 12 hours ago
Total Questions : 113

Dive into our fully updated and stable DP-700 practice test platform, featuring all the latest Microsoft Certified: Fabric Data Engineer Associate exam questions added this week. Our preparation tool is more than just a Microsoft study aid; it's a strategic advantage.

Our free Microsoft Certified: Fabric Data Engineer Associate practice questions crafted to reflect the domains and difficulty of the actual exam. The detailed rationales explain the 'why' behind each answer, reinforcing key concepts about DP-700. Use this test to pinpoint which areas you need to focus your study on.

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Question # 11

You have a Fabric workspace named Workspace1 that contains a data pipeline named Pipeline1 and a lakehouse named Lakehouse1.

You have a deployment pipeline named deployPipeline1 that deploys Workspace1 to Workspace2.

You restructure Workspace1 by adding a folder named Folder1 and moving Pipeline1 to Folder1.

You use deployPipeline1 to deploy Workspace1 to Workspace2.

What occurs to Workspace2?

Options:

A.  

Folder1 is created, Pipeline1 moves to Folder1, and Lakehouse1 is deployed.

B.  

Only Pipeline1 and Lakehouse1 are deployed.

C.  

Folder1 is created, and Pipeline1 and Lakehouse1 move to Folder1.

D.  

Only Folder1 is created and Pipeline1 moves to Folder1.

Discussion 0
Question # 12

You have a Fabric workspace named Workspace1.

You plan to integrate Workspace1 with Azure DevOps.

You will use a Fabric deployment pipeline named deployPipeline1 to deploy items from Workspace1 to higher environment workspaces as part of a medallion architecture. You will run deployPipeline1 by using an API call from an Azure DevOps pipeline.

You need to configure API authentication between Azure DevOps and Fabric.

Which type of authentication should you use?

Options:

A.  

service principal

B.  

Microsoft Entra username and password

C.  

managed private endpoint

D.  

workspace identity

Discussion 0
Question # 13

You have a Fabric workspace that contains a warehouse named Warehouse1. Warehouse! contains a table named Customer. Customer contains the following data.

Question # 13

You have an internal Microsoft Entra user named User1 that has an email address of user1@contoso.com.

You need to provide User1 with access to the Customer table. The solution must prevent User1 from accessing the CreditCard column.

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

NOTE: Each correct selection is worth one point.

Question # 13

Options:

Discussion 0
Question # 14

HOTSPOT

You have a Fabric workspace that contains an eventstream named EventStream1.

You discover that an EventStream1 transformation fails.

You need to find the following error information:

The error details, including the occurrence time

The total number of errors

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

NOTE: Each correct selection is worth one point.

Question # 14

Options:

Discussion 0
Question # 15

You have an Azure SQL database named DB1.

In a Fabric workspace, you deploy an eventstream named EventStreamDBI to stream record changes from DB1 into a lakehouse.

You discover that events are NOT being propagated to EventStreamDBI.

You need to ensure that the events are propagated to EventStreamDBI.

What should you do?

Options:

A.  

Create a read-only replica of DB1.

B.  

Create an Azure Stream Analytics job.

C.  

Enable Extended Events for DB1.

D.  

Enable change data capture (CDC) for DB1.

Discussion 0
Question # 16

You have a Fabric workspace named Workspace1.

You need to implement workspace monitoring for Workspace1. The solution must meet the following requirements:

• Ensure that the logs and metrics of the items in Workspace1 are collected automatically.

• Minimize administrative effort.

What should you do?

Options:

A.  

From Workspace settings, connect an Azure Data Lake Storage Gen2 account.

B.  

In Workspace1, create a lakehouse and an eventstream.

C.  

From Workspace settings, add an eventhouse.

D.  

From Workspace settings, connect a Log Analytics workspace.

Discussion 0
Question # 17

You have a Fabric warehouse named DW1 that loads data by using a data pipeline named Pipeline1. Pipeline1 uses a Copy data activity with a dynamic SQL source. Pipeline1 is scheduled to run every 15 minutes.

You discover that Pipeline1 keeps failing.

You need to identify which SQL query was executed when the pipeline failed.

What should you do?

Options:

A.  

From Monitoring hub, select the latest failed run of Pipeline1, and then view the output JSON.

B.  

From Monitoring hub, select the latest failed run of Pipeline1, and then view the input JSON.

C.  

From Real-time hub, select Fabric events, and then review the details of Microsoft.Fabric.ItemReadFailed.

D.  

From Real-time hub, select Fabric events, and then review the details of Microsoft. Fabric.ItemUpdateFailed.

Discussion 0
Question # 18

You have a Fabric workspace that contains a lakehouse named Lakehouse1.

In an external data source, you have data files that are 500 GB each. A new file is added every day.

You need to ingest the data into Lakehouse1 without applying any transformations. The solution must meet the following requirements

Trigger the process when a new file is added.

Provide the highest throughput.

Which type of item should you use to ingest the data?

Options:

A.  

Data pipeline

B.  

Environment

C.  

KQL queryset

D.  

Dataflow Gen2

Discussion 0
Question # 19

You are implementing the following data entities in a Fabric environment:

Entity1: Available in a lakehouse and contains data that will be used as a core organization entity

Entity2: Available in a semantic model and contains data that meets organizational standards

Entity3: Available in a Microsoft Power BI report and contains data that is ready for sharing and reuse

Entity4: Available in a Power BI dashboard and contains approved data for executive-level decision making

Your company requires that specific governance processes be implemented for the data.

You need to apply endorsement badges to the entities based on each entity’s use case.

Which badge should you apply to each entity? To answer, drag the appropriate badges the correct entities. Each badge 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.

Question # 19

Options:

Discussion 0
Question # 20

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.

Question # 20

Options:

Discussion 0
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