Your company has three newly created data engineering teams named Team1, Team2, and Team3 that plan to use Fabric. The teams have the following personas:
• Team1 consists of members who currently use Microsoft Power BI. The team wants to transform data by using by a low-code approach.
• Team2 consists of members that have a background in Python programming. The team wants to use PySpark code to transform data.
• Team3 consists of members who currently use Azure Data Factory. The team wants to move data between source and sink environments by using the least amount of effort.
You need to recommend tools for the teams based on their current personas.
What should you recommend for each team? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

You need to ensure that processes for the bronze and silver layers run in isolation How should you configure the Apache Spark settings?
You need to ensure that the data engineers are notified if any step in populating the lakehouses fails. The solution must meet the technical requirements and minimize development effort.
What should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

You need to recommend a solution to resolve the MAR1 connectivity issues. The solution must minimize development effort. What should you recommend?
You need to ensure that usage of the data in the Amazon S3 bucket meets the technical requirements.
What should you do?
You need to schedule the population of the medallion layers to meet the technical requirements.
What should you do?
You need to ensure that WorkspaceA can be configured for source control. Which two actions should you perform?
Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.
You are developing a data engineering solution in Fabric by using Apache Spark.
You need to monitor the performance of Spark workloads the solution must meet the following requirements
• Provide comprehensive information about the performance of the data engineering workloads.
• Identify stages and tasks that run slowly.
• Minimize administrative effort
What should you use?
You have a Fabric workspace that contains a semantic model named Modell. You need to monitor the refresh history of Model 1 and visualize the refresh history in a chart. What should you use?
You need to create the product dimension.
How should you complete the Apache Spark SQL code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

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