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| Topic | Details |
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| Topic 1 | - Ingest and transform data: This section of the exam measures the skills of Data Engineers that cover designing and implementing data loading patterns. It emphasizes preparing data for loading into dimensional models, handling batch and streaming data ingestion, and transforming data using various methods. A skill to be measured is applying appropriate transformation techniques to ensure data quality.
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| Topic 2 | - Monitor and optimize an analytics solution: This section of the exam measures the skills of Data Analysts in monitoring various components of analytics solutions in Microsoft Fabric. It focuses on tracking data ingestion, transformation processes, and semantic model refreshes while configuring alerts for error resolution. One skill to be measured is identifying performance bottlenecks in analytics workflows.
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| Topic 3 | - Implement and manage an analytics solution: This section of the exam measures the skills of Microsoft Data Analysts regarding configuring various workspace settings in Microsoft Fabric. It focuses on setting up Microsoft Fabric workspaces, including Spark and domain workspace configurations, as well as implementing lifecycle management and version control. One skill to be measured is creating deployment pipelines for analytics solutions.
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Microsoft Implementing Data Engineering Solutions Using Microsoft Fabric Sample Questions (Q143-Q148):
NEW QUESTION # 143
You have a Fabric tenant that is linked to a Microsoft Entra tenant. The Microsoft [intra tenant contains a user named User1 and two groups named Group! and Groups.
The Fabric tenant contains the workspaces shown in the following table.

You need to meet the following access requirements:
* User1 must have read access to the following:
* The operations department reports
* The HR department warehouse and reports
* The legal department warehouse and reports
* User1 must be able to create new items in Workspace
* Group1 must have access to the finance department warehouse and reports.
* Group1 must be able to add new users to the finance department workspace.
* Group2 must have access to only the HR warehouse and the legal warehouse.
The solution must follow the principle of least privilege.
What should you do? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:

NEW QUESTION # 144
You have a Fabric workspace that contains a lakehouse named Lakehouse1. a Dataflow Gen2 named Dataflow1, and a pipeline named Pipeline1. Dataflow1 loads data into Lakehouse1.
You need to ensure that Dataflow1always performs a full data load into Lakehouse1. The solution must minimize how long it takes to load the data.
What should you do?
- A. To Pipeline1, add an activity to invoke a SQL script.
- B. Change the pipeline templates.
- C. To Dataflow1, add a data preview.
- D. For Dataflow1.set Update method to Replace.
Answer: D
NEW QUESTION # 145
You have a table in a Fabric lakehouse that contains the following data.

You have a notebook that contains the following code segment.

For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:

NEW QUESTION # 146
You have a Fabric notebook named Notebook1 that has been executing successfully for the last week.
During the last run, Notebook1executed nine jobs.
You need to view the jobs in a timeline chart.
What should you use?
- A. the job history from the application run
- B. Monitoring hub
- C. the run series from the details of the application run
- D. Spark History Server
- E. Real-Time hub
Answer: E
Explanation:
The run series from the details of the application run is the most detailed and relevant feature for visualizing job execution in a timeline format, making it the correct choice for this scenario. It provides an intuitive way to analyze job execution patterns and improve the efficiency of the notebook.
NEW QUESTION # 147
You have a Fabric workspace named Workspace1 that contains three notebooks named notebook_01, notebook_02, and notebook_03.
You are building a new notebook in Workspace1 that will contain the following Directed Acyclic Graph (DAG) definition.

You need to modify the DAG definition to meet the following requirements:
* Ensure that notebook.01 and notebook_02 run in parallel.
* Ensure that notebook_02 only runs after the execution of notebook_03 is complete.
How should you modify the DAG definition?
- A. Create a second DAG definition. Move notebook_03 and notebook_02 to the new DAG definition
- B. Move the declaration of notebook 03 to the top of the DAG definition. Add a new stage that contains notebook 01 and notebook 02.
- C. Create two stages in the DAG definition. Add notebook_03 to the first stage. Add notebook_01 and notebook_02 to the second stage.
- D. Move the notebook_03 declaration to the top of the DAG definition. Add a concurrency to notebook_02 and notebook_01.
Answer: C
NEW QUESTION # 148
......
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