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Question No. 1

You have an Azure SQL database named DB1 and an Azure Data Factory data pipeline named 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 that has four columns.

You need to add an activity to pipeline to execute SP1. The solution must ensure that the values in the columns are stored as pipeline variables.

Which two types of activities can you use to execute SP1? (Refer to Data Engineering on Microsoft Azure documents or guide for Answers/Explanation available at Microsoft.com)

A. Stored Procedure

B. Lookup

C. Script

D. Copy

Answer: A, B

Question No. 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

Answer: B

Question No. 3

You are creating an Apache Spark job in Azure Databricks that will ingest JSON-formatted data.

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

Answer: A

Question No. 4

You have an Azure subscription that contains an Azure Synapse Analytics dedicated SQL pool named Pool1. Pool1 receives new data once every 24 hours.

You have the following function.

You have the following query.

The query is executed once every 15 minutes and the @parameter value is set to the current date.

You need to minimize the time it takes for the query to return results.

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

NOTE: Each correct selection is worth one point.

A. Create an index on the avg_f column.

B. Convert the avg_c column into a calculated column.

C. Create an index on the sensorid column.

D. Enable result set caching.

E. Change the table distribution to replicate.

Answer: B, D

Question No. 5

You have an Azure Data Factory pipeline named pipeline1 that is invoked by a tumbling window trigger named Trigger1. Trigger1 has a recurrence of 60 minutes.

You need to ensure that pipeline1 will execute only if the previous execution completes successfully. How should you configure the self-dependency for Trigger1?

A. offset: "-00:01:00" size: "00:01:00"

B. offset: "01:00:00" size: "-01:00:00"

C. offset: "01:00:00" size: "01:00:00"

D. offset: "-01:00:00" size: "01:00:00"

Answer: D