What should you create first?

You have an Azure Synapse Analytics serverless SQL pool named Pool1 and an Azure Data Lake Storage Gen2 account named storage1. The AllowedBlobpublicAccess porperty is disabled for storage1. You need to create an external data source that can be used by Azure Active Directory (Azure AD) users to access storage1...

May 6, 2025 No Comments READ MORE +

How should you configure the Data Factory copy activity?

HOTSPOT You use Azure Data Factory to prepare data to be queried by Azure Synapse Analytics serverless SQL pools. Files are initially ingested into an Azure Data Lake Storage Gen2 account as 10 small JSON files. Each file contains the same data attributes and data from a subsidiary of your...

May 4, 2025 No Comments READ MORE +

What should you include in the solution?

HOTSPOT You need to design a data ingestion and storage solution for the Twitter feeds. The solution must meet the customer sentiment analytics requirements. What should you include in the solution? To answer, select the appropriate options in the answer area. NOTE: Each correct selection b worth one point. View...

May 4, 2025 No Comments READ MORE +

What should you recommend?

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

May 1, 2025 No Comments READ MORE +

How should you complete the code?

HOTSPOT You develop a dataset named DBTBL1 by using Azure Databricks. DBTBL1 contains the following columns: ✑ SensorTypeID ✑ GeographyRegionID ✑ Year ✑ Month ✑ Day ✑ Hour ✑ Minute ✑ Temperature ✑ WindSpeed ✑ Other You need to store the data to support daily incremental load pipelines that vary...

April 29, 2025 No Comments READ MORE +

Which two actions should you perform?

You are creating an Azure Data Factory data flow that will ingest data from a CSV file, cast columns to specified types of data, and insert the data into a table in an Azure Synapse Analytic dedicated SQL pool. The CSV file contains three columns named username, comment, and date....

April 29, 2025 No Comments READ MORE +

You have a C# application that process data from an Azure IoT hub and performs complex transformations.

You have a C# application that process data from an Azure IoT hub and performs complex transformations. You need to replace the application with a real-time solution. The solution must reuse as much code as possible from the existing application.A . Azure DatabricksB . Azure Event GridC . Azure Stream...

April 27, 2025 No Comments READ MORE +

Which type of integration runtime should you use?

You have an Azure Storage account and a data warehouse in Azure Synapse Analytics in the UK South region. You need to copy blob data from the storage account to the data warehouse by using Azure Data Factory. The solution must meet the following requirements: ✑ Ensure that the data...

April 24, 2025 No Comments READ MORE +

What should you include in the solution?

HOTSPOT You are designing a real-time dashboard solution that will visualize streaming data from remote sensors that connect to the internet. The streaming data must be aggregated to show the average value of each 10-second interval. The data will be discarded after being displayed in the dashboard. The solution will...

April 23, 2025 No Comments READ MORE +

How should you model the employee data?

You need to design an Azure Synapse Analytics dedicated SQL pool that meets the following requirements: ✑ Can return an employee record from a given point in time. ✑ Maintains the latest employee information. ✑ Minimizes query complexity. How should you model the employee data?A . as a temporal tableB...

April 22, 2025 No Comments READ MORE +