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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 | - 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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| Topic 3 | - 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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Microsoft Implementing Data Engineering Solutions Using Microsoft Fabric Sample Questions (Q97-Q102):
NEW QUESTION # 97
You have a Fabric workspace named Workspace1 that uses version control. Workspace! and Azure DevOps are integrated.
In Azure DevOps. developers create a branch named Branch1 to test extract, transform, and load (ETL) updates.
You need to connect Workspace1 to Branch1. The solution must ensure that all the existing content in Branch1 is available in Workspace1.
What should you do?
- A. From Workspace1, select Source control, and then select Branch out to new workspace
- B. From Azure DevOps, merge the contents of the main branch into Branch1.
- C. From Workspace1. select Source control, and then select Sync
- D. From Workspace1. select Source control, select Current branch, select Branch1, and then select Commit
Answer: C
NEW QUESTION # 98
You have a Fabric .
In Warehouse1, you create a table named DimCustomer by running the following statement.

You need to set the Customerkey column as a primary key of the DimCustomer table.
Which three code segments should you run in sequence? To answer, move the appropriate code segments from the list of code segments to the answer area and arrange them in the correct order.

Answer:
Explanation:

Explanation:

NEW QUESTION # 99
You are developing a data pipeline named Pipeline1.
You need to add a Copy data activity that will copy data from a Snowflake data source to a Fabric warehouse. Which option from the Settings tab of the Copy data activity must you configure?
- A. Degree of copy parallelism
- B. Fault tolerance
- C. Enable staging
- D. Enable logging
Answer: C
NEW QUESTION # 100
You need to implement the solution for the book reviews.
Which should you do?
- A. Create a shortcut.
- B. Create a data pipeline.
- C. Enable external data sharing.
- D. Create a Dataflow Gen2 dataflow.
Answer: A
Explanation:
The requirement specifies that Litware plans to make the book reviews available in the lakehouse without making a copy of the data. In this case, creating a shortcut in Fabric is the most appropriate solution. A shortcut is a reference to the external data, and it allows Litware to access the book reviews stored in Amazon S3 without duplicating the data into the lakehouse.
NEW QUESTION # 101
You have a Fabric workspace that contains a semantic model named Model1.
You need to dynamically execute and monitor the refresh progress of Model1.
What should you use?
- A. a semantic link in a notebook
- B. Monitoring hub
- C. dynamic management views in Azure Data Studio
- D. dynamic management views in Microsoft SQL Server Management Studio
Answer: A
Explanation:
Semantic models in Microsoft Fabric are part of Power BI datasets and require refreshes to stay updated with the latest data.
Dynamically executing and monitoring the refresh progress requires a tool or approach that integrates with Fabric's capabilities for semantic models.
NEW QUESTION # 102
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