Category: Microsoft Data and AI Exam Collection

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NEW QUESTION 81
You have an Azure Synapse Analytics dedicated SQL pool that contains a table named Table1. You have files that are ingested and loaded into an Azure Data Lake Storage Gen2 container named container1. You plan to insert data from the files into Table1 and azure Data Lake Storage Gen2 container named container1. You plan to insert data from the files into Table1 and transform the data. Each row of data in the files will produce one row in the serving layer of Table1. You need to ensure that when the source data files are loaded to container1, the DateTime is stored as an additional column in Table1.
Solution: In an Azure Synapse Analytics pipeline, you use a data flow that contains a Derived Column transformation.
Does this meet the goal?

A.    Yes
B.    No

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NEW QUESTION 260
You have an Azure subscription that contains an Azure Data Factory version 2 (V2) data factory named df1. Df1 contains a linked service. You have an Azure Key vault named vault1 that contains an encryption key named key1. You need to encrypt df1 by using key1. What should you do first?

A.    Disable purge protection on vault1.
B.    Create a self-hosted integration runtime.
C.    Disable soft delete on vault1.
D.    Remove the linked service from df1.

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NEW QUESTION 1
You develop data engineering solutions for a company. A project requires the deployment of data to Azure Data Lake Storage. You need to implement role-based access control (RBAC) so that project member can manage the Azure Data Lake Storage resources. Which three actions should you perform? (Each correct answer presents part of the solution. Choose three.)

A.    Assign Azure AD security groups to Azure Data Lake Storage.
B.    Configure end-user authentication for the Azure Data Lake Storage account.
C.    Configure service-to-service authentication for the Azure Data Lake Storage account.
D.    Create security groups in Azure Active Directory (Azu e AD) and add project members.
E.    Configure access control lists (ACL) for the Azure Data Lake Storage account.

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NEW QUESTION 71
You have two Azure SQL Database servers named Server1 and Server2. Each server contains an Azure SQL database named Database1. You need to restore Database1 from Server1 to Server2. The solution must replace the existing Database1 on Server2.
Solution: From Microsoft SQL Server Management Studio (SSMS), you rename Database1 on Server2 as Database2. From the Azure portal, you create a new database on Server2 by restoring the backup of Database1 from Server1, and then you delete Database2.
Does this meet the goal?

A.    Yes
B.    No

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NEW QUESTION 185
You are planning a solution that combines log data from multiple systems. The log data will be downloaded from an API and stored in a data store. You plan to keep a copy of the raw data as well as some transformed versions of the data. You expect that there will be at least 2 TB of log files. The data will be used by data scientists and applications. You need to recommend a solution to store the data in Azure. The solution must minimize costs. What storage solution should you recommend?

A.    Azure Data Lake Storage Gen2
B.    Azure Synapse Analytics
C.    Azure SQL Database
D.    Azure Cosmos DB

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NEW QUESTION 125
You have an application that runs on Windows and requires across to a mapped drive. Which Azure service should you use?

A.    Azure Cosmos DB
B.    Azure Table storage
C.    Azure Files
D.    Azure Blob Storage

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NEW QUESTION 241
You have an enterprise-wide Azure Data Lake Storage Gen2 account. The data lake is accessible only through an Azure virtual network named VNET1. You are building a SQL pool in Azure Synapse that will use data from the data lake. Your company has a sales team. All the members of the sales team are in an Azure Active Directory group named Sales. POSIX controls are used to assign the Sales group access to the files in the data lake. You plan to load data to the SQL pool every hour. You need to ensure that the SQL pool can load the sales data from the data lake. Which three actions should you perform? (Each correct answer presents part of the solution. Choose three.)

A.    Create a managed identity.
B.    Use the shared access signature (SAS) as the credentials for the data load process.
C.    Add the managed identity to the Sales group.
D.    Add your Azure Active Directory (Azure AD) account to the Sales group.
E.    Create a shared access signature (SAS).
F.    Use the managed identity as the credentials for the data load process.

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NEW QUESTION 206
You train a machine learning model. You must deploy the model as a real-time inference service for testing. The service requires low CPU utilization and less than 48 MB of RAM. The compute target for the deployed service must initialize automatically while minimizing cost and administrative overhead. Which compute target should you use?

A.    Azure Container Instance (ACI)
B.    Attached Azure Databricks cluster
C.    Azure Kubernetes Service (AKS) inference cluster
D.    Azure Machine Learning compute cluster