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Question No. 1

You are planning an Azure solution that will aggregate streaming data.

The input data will be retrieved from tab-separated values (TSV) files in Azure Blob storage.

You need to output the maximum value from a specific column for every two-minute period in nearreal-time. The output must be written to Blob storage as a Parquet file.

What should you use?

A. Azure Data Factory and mapping data flowsB. Azure Data Factory and wrangling data flowsC. Azure Stream Analytics window functionsD. Azure Databricks and Apache Spark SQL window functions

Answer: C

Question No. 2

You have an Azure Data Lake Storage Gen2 account named adls2 that is protected by a virtualnetwork.

You are designing a SQL pool in Azure Synapse that will use adls2 as a source.

What should you use to authenticate to adls2?

A. a shared access signature (SAS)B. a managed identityC. a shared keyD. an Azure Active Directory (Azure AD) user

Answer: B

Question No. 3

You plan to create an Azure Synapse Analytics dedicated SQL pool.

You need to minimize the time it takes to identify queries that return confidential information asdefined by the company's data privacy regulations and the users who executed the queries.

Which two components should you include in the solution? Each correct answer presents part of thesolution.

NOTE: Each correct selection is worth one point.

A. dynamic data masking for columns that contain confidential informationB. sensitivity-classification labels applied to columns that contain confidential informationC. resource tags for databases that contain confidential informationD. audit logs sent to a Log Analytics workspace

Answer: A, B

Question No. 4

You are designing a statistical analysis solution that will use custom proprietary Python functions onnear real-time data from Azure Event Hubs.

You need to recommend which Azure service to use to perform the statistical analysis. The solutionmust minimize latency.

What should you recommend?

A. Azure Synapse AnalyticsB. Azure Stream AnalyticsC. Azure DatabricksD. Azure SQL Database

Answer: B

Question No. 5

You have a line-of-business (LOB) app that reads files from and writes files to Azure Blob storage inan Azure Storage account. You need to recommend changes to the solution to meet the followingrequirements:

* Provide the highest possible availability.

* Minimize potential data loss.

Which three changes should you recommend? Each correct answer presents part of the solution.NOTE: Each correct selection is worth one point.

A. From the storage account enable soft deletes.B. From the storage account, enable a time-based retention policy.C. From the app. add retry logic to the storage account interactions.D. From the app, query the LastsyncTime of the storage account.E. From the storage account, enable read-access geo-redundancy storage (RA-GRS).

Answer: A, B, E