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DP-203 Microsoft Data Engineering on Microsoft Azure Free Practice Exam Questions (2025 Updated)

Prepare effectively for your Microsoft DP-203 Data Engineering on Microsoft Azure certification with our extensive collection of free, high-quality practice questions. Each question is designed to mirror the actual exam format and objectives, complete with comprehensive answers and detailed explanations. Our materials are regularly updated for 2025, ensuring you have the most current resources to build confidence and succeed on your first attempt.

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Total 361 questions

You need to implement an Azure Synapse Analytics database object for storing the sales transactions data. The solution must meet the sales transaction dataset requirements.

What solution must meet the sales transaction dataset requirements.

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

NOTE: Each correct selection is worth one point.

You need to design a data storage structure for the product sales transactions. The solution must meet the sales transaction dataset requirements.

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

NOTE: Each correct selection is worth one point.

You need to ensure that the Twitter feed data can be analyzed in the dedicated SQL pool. The solution must meet the customer sentiment analytics requirements.

Which three Transaction-SQL DDL commands should you run in sequence? To answer, move the appropriate commands from the list of commands to the answer area and arrange them in the correct order.

NOTE: More than one order of answer choices is correct. You will receive credit for any of the correct orders you select.

You need to integrate the on-premises data sources and Azure Synapse Analytics. The solution must meet the data integration requirements.

Which type of integration runtime should you use?

A.

Azure-SSIS integration runtime

B.

self-hosted integration runtime

C.

Azure integration runtime

You need to design the partitions for the product sales transactions. The solution must meet the sales transaction dataset requirements.

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

NOTE: Each correct selection is worth one point.

You need to implement versioned changes to the integration pipelines. The solution must meet the data integration requirements.

In which order should you perform the actions? To answer, move all actions from the list of actions to the answer area and arrange them in the correct order.

You need to implement the surrogate key for the retail store table. The solution must meet the sales transaction

dataset requirements.

What should you create?

A.

a table that has an IDENTITY property

B.

a system-versioned temporal table

C.

a user-defined SEQUENCE object

D.

a table that has a FOREIGN KEY constraint

You need to design a data retention solution for the Twitter feed data records. The solution must meet the customer sentiment analytics requirements.

Which Azure Storage functionality should you include in the solution?

A.

change feed

B.

soft delete

C.

time-based retention

D.

lifecycle management

You need to design a data ingestion and storage solution for the Twitter feeds. The solution must meet the customer sentiment analytics requirements.

What should you include in the solution? To answer, select the appropriate options in the answer area

NOTE: Each correct selection b worth one point.

You need to design an analytical storage solution for the transactional data. The solution must meet the sales transaction dataset requirements.

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

NOTE: Each correct selection is worth one point.

What should you recommend using to secure sensitive customer contact information?

A.

data labels

B.

column-level security

C.

row-level security

D.

Transparent Data Encryption (TDE)

What should you recommend to prevent users outside the Litware on-premises network from accessing the analytical data store?

A.

a server-level virtual network rule

B.

a database-level virtual network rule

C.

a database-level firewall IP rule

D.

a server-level firewall IP rule

What should you do to improve high availability of the real-time data processing solution?

A.

Deploy identical Azure Stream Analytics jobs to paired regions in Azure.

B.

Deploy a High Concurrency Databricks cluster.

C.

Deploy an Azure Stream Analytics job and use an Azure Automation runbook to check the status of the job and to start the job if it stops.

D.

Set Data Lake Storage to use geo-redundant storage (GRS).

Which Azure Data Factory components should you recommend using together to import the daily inventory data from the SQL server to Azure Data Lake Storage? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

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

You need to ingest the Parquet files from storage1 to SQL1 by using pipeline1. The solution must meet the following requirements:

• Minimize complexity.

• Ensure that additional columns in the files are processed as strings.

• Ensure that files containing additional columns are processed successfully.

How should you configure pipeline1? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

You are designing a highly available Azure Data Lake Storage solution that will induce geo-zone-redundant storage (GZRS).

You need to monitor for replication delays that can affect the recovery point objective (RPO).

What should you include m the monitoring solution?

A.

Last Sync Time

B.

Average Success Latency

C.

Error errors

D.

availability

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 are designing an Azure Stream Analytics solution that will analyze Twitter data.

You need to count the tweets in each 10-second window. The solution must ensure that each tweet is counted only once.

Solution: You use a hopping window that uses a hop size of 10 seconds and a window size of 10 seconds.

Does this meet the goal?

A.

Yes

B.

No

You have an Azure Data Factory that contains 10 pipelines.

You need to label each pipeline with its main purpose of either ingest, transform, or load. The labels must be available for grouping and filtering when using the monitoring experience in Data Factory.

What should you add to each pipeline?

A.

a resource tag

B.

a correlation ID

C.

a run group ID

D.

an annotation

You have a trigger in Azure Data Factory configured as shown in the following exhibit.

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

You have an Azure Synapse Analytics dedicated SQL pool named Pool1.

Pool! contains two tables named SalesFact_Stagmg and SalesFact. Both tables have a matching number of partitions, all of which contain data.

You need to load data from SalesFact_Staging to SalesFact by switching a partition.

What should you specify when running the alter TABLE statement?

A.

WITH NOCHECK

B.

WITH (TRUNCATE.TASGET = ON)

C.

WITH (TRACK.COLUMNS. UPOATED =ON)

D.

WITH CHECK

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Total 361 questions
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