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Microsoft Fabric Analytics Engineer Associate Actual Exam Newest / Microsoft Fabric Analytics Engineer Associate Practice Exam||Verified Exam!!! /Microsoft Fabric Analytics Engineer Associate Preparation With 250 Questions And Correct Answers | Alread

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Microsoft Fabric Analytics Engineer Associate Actu
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Microsoft Fabric Analytics Engineer Associate Actu

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Uploaded on
December 13, 2025
Number of pages
137
Written in
2025/2026
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1|Page


Microsoft Fabric Analytics Engineer Associate Actual
Exam Newest / Microsoft Fabric Analytics Engineer
Associate Practice Exam||Verified Exam!!! /Microsoft
Fabric Analytics Engineer Associate Preparation With
250 Questions And Correct Answers | Already
Graded||Newest Exam!!!


Which of the following is a key benefit of using Microsoft
Fabric in data projects?
- It allows data professionals to work on data projects
independently, without the need for collaboration.
- It requires duplication of data across different systems
and teams to ensure data availability.
- It provides a single, integrated environment for data
professionals and the business to collaborate on data
projects. - Answer-It provides a single, integrated
environment for data professionals and the business to
collaborate on data projects.


What is the default storage format for Fabric's OneLake?
- Delta
- JSON
- CSV - Answer-Delta

,2|Page




Which of the following Fabric workloads is used to move
and transform data?
- Data Science
- Data Warehousing
- Data Factory - Answer-Data Factory


Which of the following statements best describes the
concept of capacity in Fabric?
- Capacity refers to a dedicated space for organizations to
create, store, and manage Fabric items.
- Capacity defines the ability of a resource to perform an
activity or to produce output.
- Capacity is a collection of items that are logically
grouped together. - Answer-Capacity defines the ability of
a resource to perform an activity or to produce output.


Which of the following statements is true about the
difference between promotion and certification in Fabric?
- Promotion and certification both allow any workspace
member to endorse content.

,3|Page


- Promotion requires a higher level of permissions than
certification.
- Certification must be enabled in the tenant by the admin,
while promotion can be done by a workspace member. -
Answer-Certification must be enabled in the tenant by the
admin, while promotion can be done by a workspace
member.


What is a Dataflow Gen2?
- A hybrid database that supports ACID transactions.
- A way to export data to Power BI Desktop.
- A way to import and transform data with Power Query
Online. - Answer-A way to import and transform data with
Power Query Online.


Which workload experience lets you create a Dataflow
Gen2?
- Real-time intelligence.
- Data warehouse.
- Data Factory. - Answer-Data Factory.

, 4|Page


You need to connect to and transform data to be loaded
into a Fabric lakehouse. You aren't comfortable using
Spark notebooks, so decide to use Dataflows Gen2. How
would you complete this task?
- Connect to Data Factory workload > Create a Dataflow
Gen2 to transform data > add your lakehouse as the data
destination.
- Connect to Real-time intelligence workload > Create
Pipeline to copy data > Transform data with an
Eventstream.
- Connect to Data Factory workload > Create Pipeline to
copy data and load to lakehouse > Transform directly in
the lakehouse. - Answer-Connect to Data Factory
workload > Create a Dataflow Gen2 to transform data >
add your lakehouse as the data destination.


What is the benefit of using Fabric notebooks over manual
uploads for data ingestion?
- Notebooks provide an automated approach to ingestion
and transformation.
- Notebooks can orchestrate the Copy Data activity and
transformations.
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