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Home > Microsoft > Microsoft Certified - Fabric Analytics Engineer Associate > DP-600

DP-600 Implementing Analytics Solutions Using Microsoft Fabric Question and Answers

Question # 4

You have source data in a folder on a local computer.

You need to create a solution that will use Fabric to populate a data store. The solution must meet the following requirements:

• Support the use of dataflows to load and append data to the data store.

• Ensure that Delta tables are V-Order optimized and compacted automatically.

Which type of data store should you use?

A.

a lakehouse

B.

an Azure SQL database

C.

a warehouse

D.

a KQL database

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Question # 5

You have a Fabric tenant.

You need to configure OneLake security for users shown in the following table.

The solution must follow the principle of least privilege.

Which permission should you assign to each user? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

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Question # 6

You have a Fabric workspace that uses the default Spark starter pool and runtime version 1,2.

You plan to read a CSV file named Sales.raw.csv in a lakehouse, select columns, and save the data as a Delta table to the managed area of the lakehouse. Sales_raw.csv contains 12 columns.

You have the following code.

For each of the following statements, select Yes if the statement is true. Otherwise, select No. NOTE: Each correct selection is worth one point.

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Question # 7

You need to recommend which type of fabric capacity SKU meets the data analytics requirements for the Research division. What should you recommend?

A.

EM

B.

F

C.

P

D.

A

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Question # 8

You need to ensure that Contoso can use version control to meet the data analytics requirements and the general requirements. What should you do?

A.

Store all the semantic models and reports in Data Lake Gen2 storage.

B.

Modify the settings of the Research workspaces to use a GitHub repository.

C.

Store all the semantic models and reports in Microsoft OneDrive.

D.

Modify the settings of the Research division workspaces to use an Azure Repos repository.

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Question # 9

Which workspace rote assignments should you recommend for ResearchReviewersGroupl and ResearchReviewersGroupZ? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

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Question # 10

Which syntax should you use in a notebook to access the Research division data for Productlinel?

A)

B)

C)

D)

A.

Option A

B.

Option B

C.

Option C

D.

Option D

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Question # 11

You need to migrate the Research division data for Productline2. The solution must meet the data preparation requirements. How should you complete the code? To answer, select the appropriate options in the answer area

NOTE: Each correct selection is worth one point.

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Question # 12

You need to resolve the issue with the pricing group classification.

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

NOTE: Each correct selection is worth one point.

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Question # 13

Which type of data store should you recommend in the AnalyticsPOC workspace?

A.

a data lake

B.

a warehouse

C.

a lakehouse

D.

an external Hive metaStore

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Question # 14

You to need assign permissions for the data store in the AnalyticsPOC workspace. The solution must meet the security requirements.

Which additional permissions should you assign when you share the data store? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

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Question # 15

You need to recommend a solution to prepare the tenant for the PoC.

Which two actions should you recommend performing from the Fabric Admin portal? Each correct answer presents part of the solution.

NOTE: Each correct answer is worth one point.

A.

Enable the Users can try Microsoft Fabric paid features option for specific security groups.

B.

Enable the Allow Azure Active Directory guest users to access Microsoft Fabric option for specific security groups.

C.

Enable the Users can create Fabric items option and exclude specific security groups.

D.

Enable the Users can try Microsoft Fabric paid features option for the entire organization.

E.

Enable the Users can create Fabric items option for specific security groups.

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Question # 16

You need to design a semantic model for the customer satisfaction report.

Which data source authentication method and mode should you use? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

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Question # 17

You need to implement the date dimension in the data store. The solution must meet the technical requirements.

What are two ways to achieve the goal? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

A.

Populate the date dimension table by using a dataflow.

B.

Populate the date dimension table by using a Stored procedure activity in a pipeline.

C.

Populate the date dimension view by using T-SQL.

D.

Populate the date dimension table by using a Copy activity in a pipeline.

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Question # 18

What should you recommend using to ingest the customer data into the data store in the AnatyticsPOC workspace?

A.

a stored procedure

B.

a pipeline that contains a KQL activity

C.

a Spark notebook

D.

a dataflow

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Question # 19

You need to ensure the data loading activities in the AnalyticsPOC workspace are executed in the appropriate sequence. The solution must meet the technical requirements.

What should you do?

A.

Create a pipeline that has dependencies between activities and schedule the pipeline.

B.

Create and schedule a Spark job definition.

C.

Create a dataflow that has multiple steps and schedule the dataflow.

D.

Create and schedule a Spark notebook.

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Question # 20

You need to create a DAX measure to calculate the average overall satisfaction score.

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

NOTE: Each correct selection is worth one point.

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Question # 21

You have an Azure Data Lake Storage Gen2 account named storage! that contains a Parquet file named sales.parquet.

You have a Fabric tenant that contains a workspace named Workspace1.

Using a notebook in Workspace1, you need to load the content of the file to the default lakehouse. The solution must ensure that the content will display automatically as a table named Sales in Lakehouse explorer.

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

NOTE: Each correct selection is worth one point.

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Question # 22

Note: This section contains one or more sets of questions with the same scenario and problem. Each question presents a unique solution to the problem. You must determine whether the solution meets the stated goals. More than one solution in the set might solve the problem. It is also possible that none of the solutions in the set solve the problem.

After you answer a question in this section, you will NOT be able to return. As a result, these questions do not appear on the Review Screen.

Your network contains an on-premises Active Directory Domain Services (AD DS) domain named contoso.com that syncs with a Microsoft Entra tenant by using Microsoft Entra Connect.

You have a Fabric tenant that contains a semantic model.

You enable dynamic row-level security (RLS) for the mode! and deploy the model to the Fabric service.

You query a measure that includes the username () function, and the query returns a blank result.

You need to ensure that the measure returns the user principal name (UPNJ of a user.

Solution: You add user objects to the list of synced objects in Microsoft Entra Connect.

Does this meet the goal?

A.

Yes

B.

No

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Question # 23

You have a Fabric tenant that contains JSON files in OneLake. The files have one billion items.

You plan to perform time series analysis of the items.

You need to transform the data, visualize the data to find insights, perform anomaly detection, and share the insights with other business users. The solution must meet the following requirements:

♦ Use parallel processing.

♦ Minimize the duplication of data.

♦ Minimize how long it takes to load the data.

What should you use to transform and visualize the data?

A.

a Microsoft Power B1 report that uses core visuals

B.

the PySpark library in a Fabric notebook

C.

the pandas library in a Fabric notebook

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Question # 24

You have a Fabric tenant that contains a lakehouse named lakehouse1. Lakehouse1 contains an unpartitioned table named Table1.

You plan to copy data to Table1 and partition the table based on a date column in the source data.

You create a Copy activity to copy the data to Table1.

You need to specify the partition column in the Destination settings of the Copy activity.

What should you do first?

A.

From the Destination tab, set Mode to Append.

B.

From the Destination tab, select the partition column,

C.

From the Source tab, select Enable partition discovery

D.

From the Destination tab, set Mode to Overwrite.

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Question # 25

Note: This section contains one or more sets of questions with the same scenario and problem. Each question presents a unique solution to the problem. You must determine whether the solution meets the stated goals. More than one solution in the set might solve the problem. It is also possible that none of the solutions in the set solve the problem.

After you answer a question in this section, you will NOT be able to return. As a result, these questions do not appear on the Review Screen.

Your network contains an on-premises Active Directory Domain Services (AD DS) domain named contoso.com that syncs with a Microsoft Entra tenant by using Microsoft Entra Connect.

You have a Fabric tenant that contains a semantic model.

You enable dynamic row-level security (RLS) for the model and deploy the model to the Fabric service.

You query a measure that includes the username () function, and the query returns a blank result.

You need to ensure that the measure returns the user principal name (UPN) of a user.

Solution: You update the measure to use the USEROBJECT () function.

Does this meet the goal?

A.

Yes

B.

No

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Question # 26

You have a Fabric tenant that contains a lakehouse named lakehouse1. Lakehouse1 contains a table named Table1.

You are creating a new data pipeline.

You plan to copy external data to Table1. The schema of the external data changes regularly.

You need the copy operation to meet the following requirements:

• Replace Table1 with the schema of the external data.

• Replace all the data in Table1 with the rows in the external data.

You add a Copy data activity to the pipeline. What should you do for the Copy data activity?

A.

From the Source tab, add additional columns.

B.

From the Destination tab, set Table action to Overwrite.

C.

From the Settings tab, select Enable staging

D.

From the Source tab, select Enable partition discovery

E.

From the Source tab, select Recursively

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Question # 27

You have a Fabric tenant that contains 30 CSV files in OneLake. The files are updated daily.

You create a Microsoft Power Bl semantic model named Modell that uses the CSV files as a data source. You configure incremental refresh for Model 1 and publish the model to a Premium capacity in the Fabric tenant.

When you initiate a refresh of Model1, the refresh fails after running out of resources.

What is a possible cause of the failure?

A.

Query folding is occurring.

B.

Only refresh complete days is selected.

C.

XMLA Endpoint is set to Read Only.

D.

Query folding is NOT occurring.

E.

The data type of the column used to partition the data has changed.

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Question # 28

Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.

After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen.

You have a Fabric tenant that contains a semantic model named Model1.

You discover that the following query performs slowly against Model1.

You need to reduce the execution time of the query.

Solution: You replace line 4 by using the following code:

Does this meet the goal?

A.

Yes

B.

No

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