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Microsoft DP-203 Exam With Confidence Using Practice Dumps

Exam Code:
DP-203
Exam Name:
Data Engineering on Microsoft Azure
Vendor:
Questions:
361
Last Updated:
Jun 14, 2025
Exam Status:
Stable
Microsoft DP-203

DP-203: Microsoft Certified: Azure Data Engineer Associate Exam 2025 Study Guide Pdf and Test Engine

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Data Engineering on Microsoft Azure Questions and Answers

Question 1

Note: This question it 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 an Azure Data Lake Storage account that contains a staging zone.

You need to design a daily process to ingest incremental data *rom the staging zone, transform the data by executing an R script and then insert the transformed data into a data warehouse in Azure Synapse Analytics.

Solution: You use an Azure Data Factory schedule trigger to execute a pipeline that executes a mapping data flow, and then inserts the data into the data warehouse.

Does this meet the goal?

Options:

A.

Yes

B.

NO

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Question 2

You have an Azure Databricks workspace and an Azure Data Lake Storage Gen2 account named storage!

New files are uploaded daily to storage1.

• Incrementally process new files as they are upkorage1 as a structured streaming source. The solution must meet the following requirements:

• Minimize implementation and maintenance effort.

• Minimize the cost of processing millions of files.

• Support schema inference and schema drift.

Which should you include in the recommendation?

Options:

A.

Auto Loader

B.

Apache Spark FileStreamSource

C.

COPY INTO

D.

Azure Data Factory

Question 3

You have an Azure subscription that contains an Azure Synapse Analytics account and a Microsoft Purview account.

You create a pipeline named Pipeline1 for data ingestion to a dedicated SQL pool.

You need to generate data lineage from Pipeline1 to Microsoft Purview.

Which two activities generate data lineage? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Options:

A.

Web

B.

Copy

C.

WebHook

D.

Dataflow

E.

Validation