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Microsoft DP-203 Exam Dumps

Data Engineering on Microsoft Azure

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Total Questions : 303
Update Date : February 22, 2024
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Microsoft DP-203 Sample Questions

Question # 1

You need to design a data retention solution for the Twitter teed data records. The solutionmust meet the customer sentiment analytics requirements.Which Azure Storage functionality should you include in the solution?

A. time-based retention 
B. change feed 
C. soft delete 
D. Iifecycle management 



Question # 2

You need to integrate the on-premises data sources and Azure Synapse Analytics. Thesolution 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 



Question # 3

You need to design a data retention solution for the Twitter feed data records. The solutionmust 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 



Question # 4

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



Question # 5

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 checkthe status of the job and to start the job if it stops. 
D. Set Data Lake Storage to use geo-redundant storage (GRS). 



Question # 6

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)



Question # 7

What should you recommend to prevent users outside the Litware on-premises networkfrom 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



Question # 8

You are designing a statistical analysis solution that will use custom proprietary1 Pythonfunctions on near real-time data from Azure Event Hubs.You need to recommend which Azure service to use to perform the statistical analysis. Thesolution must minimize latency.What should you recommend?

A. Azure Stream Analytics 
B. Azure SQL Database 
C. Azure Databricks 
D. Azure Synapse Analytics 



Question # 9

Note: This question is part of a series of questions that present the same scenario. Eachquestion in the series contains a unique solution that might meet the stated goals. Somequestion sets might have more than one correct solution, while others might not have acorrect solution.After you answer a question in this scenario, you will NOT be able to return to it. As aresult, these questions will not appear in the review screen.You have an Azure Storage account that contains 100 GB of files. The files contain textand numerical values. 75% of the rows contain description data that has an average lengthof 1.1 MB.You plan to copy the data from the storage account to an Azure SQL data warehouse.You need to prepare the files to ensure that the data copies quickly.Solution: You modify the files to ensure that each row is more than 1 MB.Does this meet the goal?

A. Yes 
B. No 



Question # 10

You have an Azure data factory.You need to examine the pipeline failures from the last 60 days.What should you use?

A. the Activity log blade for the Data Factory resource 
B. the Monitor & Manage app in Data Factory 
C. the Resource health blade for the Data Factory resource 
D. Azure Monitor 



Question # 11

You plan to implement an Azure Data Lake Storage Gen2 container that will contain CSVfiles. The size of the files will vary based on the number of events that occur per hour.File sizes range from 4.KB to 5 GB.You need to ensure that the files stored in the container are optimized for batch processing.What should you do?

A. Compress the files. 
B. Merge the files. 
C. Convert the files to JSON 
D. Convert the files to Avro. 



Question # 12

You have two Azure Data Factory instances named ADFdev and ADFprod. ADFdevconnects to an Azure DevOps Git repository.You publish changes from the main branch of the Git repository to ADFdev.You need to deploy the artifacts from ADFdev to ADFprod.What should you do first?

A. From ADFdev, modify the Git configuration. 
B. From ADFdev, create a linked service. 
C. From Azure DevOps, create a release pipeline. 
D. From Azure DevOps, update the main branch. 



Question # 13

You have a SQL pool in Azure Synapse that contains a table named dbo.Customers. Thetable contains a column name Email.You need to prevent nonadministrative users from seeing the full email addresses in theEmail column. The users must see values in a format of aXXX@XXXX.com instead.What should you do?

A. From Microsoft SQL Server Management Studio, set an email mask on the Emailcolumn. 
B. From the Azure portal, set a mask on the Email column. 
C. From Microsoft SQL Server Management studio, grant the SELECT permission to theusers for all the columns in the dbo.Customers table except Email. 
D. From the Azure portal, set a sensitivity classification of Confidential for the Emailcolumn. 



Question # 14

You have an Azure Databricks workspace named workspace! in the Standard pricing tier.Workspace! contains an all-purpose cluster named cluster). You need to reduce the time ittakes for cluster 1 to start and scale up. The solution must minimize costs. What shouldyou do first?

A. Upgrade workspace! to the Premium pricing tier. 
B. Create a cluster policy in workspace1. 
C. Create a pool in workspace1. 
D. Configure a global init script for workspace1. 



Question # 15

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 statedgoals. Some question sets might have more than one correct solution, while othersmight not have a correct solution.After you answer a question in this section, you will NOT be able to return to it. As aresult, these questions will not appear in the review screen.You have an Azure Storage account that contains 100 GB of files. The files contain rows oftext and numerical values. 75% of the rows contain description data that has an averagelength of 1.1 MB.You plan to copy the data from the storage account to an enterprise data warehouse iAzure Synapse Analytics.You need to prepare the files to ensure that the data copies quickly.Solution: You copy the files to a table that has a columnstore index.Does this meet the goal?

A. Yes 
B. No