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DP-203 Exam Dumps - Microsoft Certified: Azure Data Engineer Associate Questions and Answers

Question # 24

Vou have an Azure Synapse Analytics dedicated SQL pool.

You need to create a copy of the data warehouse and make the copy available for 28 days. The solution must minimize costs.

Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

Options:

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Question # 25

You are building a data flow in Azure Data Factory that upserts data into a table in an Azure Synapse Analytics dedicated SQL pool.

You need to add a transformation to the data flow. The transformation must specify logic indicating when a row from the input data must be upserted into the sink.

Which type of transformation should you add to the data flow?

Options:

A.

join

B.

select

C.

surrogate key

D.

alter row

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Question # 26

You have an Azure Synapse Analytics dedicated SQL pool that contains a table named Table1. Table1 contains the following:

    One billion rows

    A clustered columnstore index

    A hash-distributed column named Product Key

    A column named Sales Date that is of the date data type and cannot be null

Thirty million rows will be added to Table1 each month.

You need to partition Table1 based on the Sales Date column. The solution must optimize query performance and data loading.

How often should you create a partition?

Options:

A.

once per month

B.

once per year

C.

once per day

D.

once per week

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Question # 27

You have an Azure Synapse Analystics dedicated SQL pool that contains a table named Contacts. Contacts contains a column named Phone.

You need to ensure that users in a specific role only see the last four digits of a phone number when querying the Phone column.

What should you include in the solution?

Options:

A.

a default value

B.

dynamic data masking

C.

row-level security (RLS)

D.

column encryption

E.

table partitions

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Question # 28

You have an Azure subscription that contains the resources shown in the following table.

You need to ensure that you can Spark notebooks in ws1. The solution must ensure secrets from kv1 by using UAMI1. What should you do? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Question # 29

You are building a database in an Azure Synapse Analytics serverless SQL pool.

You have data stored in Parquet files in an Azure Data Lake Storage Gen2 container.

Records are structured as shown in the following sample.

{

"id": 123,

"address_housenumber": "19c",

"address_line": "Memory Lane",

"applicant1_name": "Jane",

"applicant2_name": "Dev"

}

The records contain two applicants at most.

You need to build a table that includes only the address fields.

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

NOTE: Each correct selection is worth one point.

Options:

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Question # 30

You have an Azure Synapse Analytics dedicated SQL pool that contains the users shown in the following table.

User1 executes a query on the database, and the query returns the results shown in the following exhibit.

User1 is the only user who has access to the unmasked data.

Use the drop-down menus to select the answer choice that completes each statement based on the information presented in the graphic.

NOTE: Each correct selection is worth one point.

Options:

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Question # 31

You haw an Azure data factory named ADF1.

You currently publish all pipeline authoring changes directly to ADF1.

You need to implement version control for the changes made to pipeline artifacts. The solution must ensure that you can apply version control to the resources currently defined m the UX Authoring canvas for ADF1.

Which two actions should you perform? Each correct answer presents part of the solution

NOTE: Each correct selection is worth one point.

Options:

A.

Create an Azure Data Factory trigger

B.

From the UX Authoring canvas, select Set up code repository

C.

Create a GitHub action

D.

From the Azure Data Factor Studio, run Publish All.

E.

Create a Git repository

F.

From the UX Authoring canvas, select Publish

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Question # 32

You have an Azure Data Factory version 2 (V2) resource named Df1. Df1 contains a linked service.

You have an Azure Key vault named vault1 that contains an encryption key named key1.

You need to encrypt Df1 by using key1.

What should you do first?

Options:

A.

Add a private endpoint connection to vault 1.

B.

Enable Azure role-based access control on vault 1.

C.

Remove the linked service from Df1.

D.

Create a self-hosted integration runtime.

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Question # 33

You have an Apache Spark DataFrame named temperatures. A sample of the data is shown in the following table.

You need to produce the following table by using a Spark SQL query.

How should you complete the query? To answer, drag the appropriate values to 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:

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Exam Code: DP-203
Exam Name: Data Engineering on Microsoft Azure
Last Update: Feb 22, 2025
Questions: 355
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