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Microsoft DP-203 Frequently Asked Questions

Microsoft DP-203 Sample Questions

Question # 1

You are designing a dimension table in an Azure Synapse Analytics dedicated SQL pool.You need to create a surrogate key for the table. The solution must provide the fastestquery performance.What should you use for the surrogate key?

A. a GUID column
B. a sequence object
C. an IDENTITY column


Question # 2

You have a Microsoft Purview account. The Lineage view of a CSV file is shown in the following exhibit. How is the data for the lineage populated?

A. manually
B. by scanning data stores
C. by executing a Data Factory pipeline


Question # 3

You have an Azure Databricks workspace named workspace! in the Standard pricing tier.Workspace1 contains an all-purpose cluster named cluster1.You need to reduce the time it takes for cluster 1 to start and scale up. The solution mustminimize costs. What should you do first?

A. Upgrade workspace1 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 # 4

You have an Azure Data Factory pipeline named Pipeline1!. Pipelinel contains a copyactivity that sends data to an Azure Data Lake Storage Gen2 account. Pipeline 1 is executed by a schedule trigger.You change the copy activity sink to a new storage account and merge the changes intothe collaboration branch.After Pipelinel executes, you discover that data is NOT copied to the new storage account.You need to ensure that the data is copied to the new storage account.What should you do?

A. Publish from the collaboration branch.
B. Configure the change feed of the new storage account.
C. Create a pull request.
D. Modify the schedule trigger.


Question # 5

You have an Azure SQL database named DB1 and an Azure Data Factory data pipelinenamed pipeline.From Data Factory, you configure a linked service to DB1.In DB1, you create a stored procedure named SP1. SP1 returns a single row of data thathas four columns.You need to add an activity to pipeline to execute SP1. The solution must ensure that thevalues in the columns are stored as pipeline variables.Which two types of activities can you use to execute SP1? (Refer to Data Engineering onMicrosoft Azure documents or guide for Answers/Explanation available at Microsoft.com)

A. Stored Procedure
B. Lookup
C. Script
D. Copy


Question # 6

You have an Azure Synapse Analytics dedicated SQL pool named Pool1.Pool! contains two tables named SalesFact_Stagmg and SalesFact. Both tables have amatching 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


Question # 7

You have an Azure Synapse Analytics dedicated SQL pool named pool1.You need to perform a monthly audit of SQL statements that affect sensitive data. Thesolution must minimize administrative effort.What should you include in the solution?

A. Microsoft Defender for SQL
B. dynamic data masking
C. sensitivity labels
D. workload management


Question # 8

You have an Azure data factory that connects to a Microsoft Purview account. The data'factory is registered in Microsoft Purview.You update a Data Factory pipeline.You need to ensure that the updated lineage is available in Microsoft Purview.What should you do first?

A. Disconnect the Microsoft Purview account from the data factory.
B. Locate the related asset in the Microsoft Purview portal.
C. Execute an Azure DevOps build pipeline.
D. Execute the pipeline.


Question # 9

You have an Azure Synapse Analytics dedicated SQL pool named Pcol1. Pool1 contains atable named tabletYou load 5 TB of data into table1.You need to ensure that column store compression is maximized for table1.Which statement should you execute?

A. ALTER INDEX ALL on table REBUILD
B. DBCC DBREINOEX (table)
C. DBCC IIDEXDEFRAG (pool1, table1)
D. ALTER INDEX ALL on table REORGANIZE


Question # 10

You are deploying a lake database by using an Azure Synapse database template. You need to add additional tables to the database. The solution must use the same grouping method as the template tables.‘Which grouping method should you use?

A. business area
B. size
C. facts and dimensions
D. partition style


Question # 11

You have an Azure subscription that contains a Microsoft Purview account.You need to search the Microsoft Purview Data Catalog to identify assets that have anassetType property of Table or View Which query should you run?

A. assetType IN (Table', 'View')
B. assetType:Table OR assetType:View
C. assetType - (Table or view)
D. assetType:(Table OR View)


Question # 12

You have an Azure subscription that contains an Azure data factory named ADF1.From Azure Data Factory Studio, you build a complex data pipeline in ADF1.You discover that the Save button is unavailable and there are validation errors thatprevent the pipeline from being published.You need to ensure that you can save the logic of the pipeline.Solution: You enable Git integration for ADF1.

A. Yes
B. No


Question # 13

Note: The 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 section, you will NOT be able to return to it As a resultthese questions will not appear in the review screen. You have an Azure Data LakeStorage account that contains a staging zone.You need to design a dairy process to ingest incremental data from the staging zone,transform the data by executing an R script, and then insert the transformed data into adata warehouse in Azure Synapse Analytics.Solution: You use an Azure Data Factory schedule trigger to execute a pipeline thatexecutes a mapping data low. and then inserts the data into the data warehouse.Does this meet the goal?

A. Yes
B. No


Question # 14

You are creating an Apache Spark job in Azure Databricks that will ingest JSON-formatteddata.You need to convert a nested JSON string into a DataFrame that will contain multiple rows.Which Spark SQL function should you use?

A. explode
B. filter
C. coalesce
D. extract


Question # 15

You have an Azure Synapse Analytics dedicated SQL pool named pool1.You plan to implement a star schema in pool1 and create a new table named DimCustomerby using the following code. You need to ensure that DimCustomer has the necessary columns to support a Type 2 slowly changing dimension (SCD). Which two columns should you add? Each correctanswer presents part of the solution. NOTE: Each correct selection is worth one point.

A. [HistoricalSalesPerson] [nvarchar] (256) NOT NULL
B. [EffectiveEndDate] [datetime] NOT NULL
C. [PreviousModifiedDate] [datetime] NOT NULL
D. [RowID] [bigint] NOT NULL
E. [EffectiveStartDate] [datetime] NOT NULL


Question # 16

You have an Azure Synapse Analytics dedicated SQL pool.You plan to create a fact table named Table1 that will contain a clustered columnstoreindex.You need to optimize data compression and query performance for Table1.What is the minimum number of rows that Table1 should contain before you createpartitions?

A. 100.000
B. 600,000
C. 1 million
D. 60 million


Question # 17

You have the Azure Synapse Analytics pipeline shown in the following exhibit. You need to add a set variable activity to the pipeline to ensure that after the pipeline’s completion, the status of the pipeline is always successful.What should you configure for the set variable activity?

A. a success dependency on the Business Activity That Fails activity
B. a failure dependency on the Upon Failure activity
C. a skipped dependency on the Upon Success activity
D. a skipped dependency on the Upon Failure activity


Question # 18

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 Data Lake Storage account that contains a staging zone.You need to design a daily process to ingest incremental data from the staging zone,transform the data by executing an R script, and then insert the transformed data into adata warehouse in Azure Synapse Analytics.Solution: You schedule an Azure Databricks job that executes an R notebook, and theninserts the data into the data warehouse.Does this meet the goal?

A. Yes
B. No


Question # 19

You are implementing a star schema in an Azure Synapse Analytics dedicated SQL pool.You plan to create a table named DimProduct. DimProduct must be a Type 3 slowly changing dimension (SCO) table that meets thefollowing requirements:• The values in two columns named ProductKey and ProductSourceID will remain thesame.• The values in three columns named ProductName, ProductDescription, and Color canchange.You need to add additional columns to complete the following table definition.

A. Option A
B. Option B
C. Option C
D. Option D
E. Option E
F. Option F


Question # 20

You plan to use an Apache Spark pool in Azure Synapse Analytics to load data to an AzureData Lake Storage Gen2 account.You need to recommend which file format to use to store the data in the Data Lake Storageaccount. The solution must meet the following requirements:• Column names and data types must be defined within the files loaded to the Data LakeStorage account.• Data must be accessible by using queries from an Azure Synapse Analytics serverlessSQL pool.• Partition elimination must be supported without having to specify a specific partition.What should you recommend?

A. Delta Lake
B. JSON
C. CSV
D. ORC


Question # 21

You have an Azure Synapse Analytics dedicated SQL pool named Pool1 that contains atable named Sales. Sales has row-level security (RLS) applied. RLS uses the followingpredicate filter. A user named SalesUser1 is assigned the db_datareader role for Pool1. Which rows in theSales table are returned when SalesUser1 queries the table?

A. only the rows for which the value in the User_Name column is SalesUser1
B. all the rows
C. only the rows for which the value in the SalesRep column is Manager
D. only the rows for which the value in the SalesRep column is SalesUser1


Question # 22

You are designing 2 solution that will use tables in Delta Lake on Azure Databricks.You need to minimize how long it takes to perform the following:*Queries against non-partitioned tables* Joins on non-partitioned columnsWhich two options should you include in the solution? Each correct answer presents part ofthe solution.(Choose Correct Answer and Give Explanation and References to Support the answersbased from Data Engineering on Microsoft Azure)

A. Z-Ordering
B. Apache Spark caching
C. dynamic file pruning (DFP)
D. the clone command


Question # 23

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 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 thateach tweet is counted only once.Solution: You use a tumbling window, and you set the window size to 10 seconds.Does this meet the goal?

A. Yes
B. No


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