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| Section | Weight | Objectives |
|---|
| Implement and manage an analytics solution | 30-35% | - Implement lifecycle management and source control for analytics assets - Configure and manage workspace settings and item access - Implement security and governance - Orchestrate processes with Data Factory pipelines
|
| Ingest and transform data | 30-35% | - Transform data using Dataflows Gen2 and notebooks - Ingest and transform data using eventstreams - Optimize and manage Delta tables - Design and implement loading patterns - Ingest data using Data Factory pipelines and Dataflows Gen2
|
| Monitor and optimize an analytics solution | 30-35% | - Monitor Fabric items - Optimize performance of data storage and queries - Implement error handling in pipelines
|
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Microsoft Implementing Data Engineering Solutions Using Microsoft Fabric Sample Questions (Q122-Q127):
NEW QUESTION # 122
You are building a data orchestration pattern by using a Fabric data pipeline named Dynamic Data Copy as shown in the exhibit. (Click the Exhibit tab.)

Dynamic Data Copy does NOT use parametrization.
You need to configure the ForEach activity to receive the list of tables to be copied.
How should you complete the pipeline expression? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

NEW QUESTION # 123
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.
After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen.
You have a Fabric eventstream that loads data into a table named Bike_Location in a KQL database. The table contains the following columns:
BikepointID
Street
Neighbourhood
No_Bikes
No_Empty_Docks
Timestamp
You need to apply transformation and filter logic to prepare the data for consumption. The solution must return data for a neighbourhood named Sands End when No_Bikes is at least 15. The results must be ordered by No_Bikes in ascending order.
Solution: You use the following code segment:

Does this meet the goal?
Answer: A
Explanation:
This code does not meet the goal because it uses order by, which is not valid in KQL. The correct term in KQL is sort by.
Correct code should look like:

NEW QUESTION # 124
You have a Fabric workspace named Workspace1 that contains a data pipeline named Pipeline1 and a lakehouse named Lakehouse1.
You have a deployment pipeline named deployPipeline1 that deploys Workspace1 to Workspace2.
You restructure Workspace1 by adding a folder named Folder1 and moving Pipeline1 to Folder1.
You use deployPipeline1 to deploy Workspace1 to Workspace2.
What occurs to Workspace2?
- A. Only Folder1 is created and Pipeline1 moves to Folder1.
- B. Folder1 is created, Pipeline1 moves to Folder1, and Lakehouse1 is deployed.
- C. Only Pipeline1 and Lakehouse1 are deployed.
- D. Folder1 is created, and Pipeline1 and Lakehouse1 move to Folder1.
Answer: B
Explanation:
When you restructure Workspace1 by adding a new folder (Folder1) and moving Pipeline1 into it, deployPipeline1 will deploy the entire structure of Workspace1 to Workspace2, preserving the changes made in Workspace1. This includes:
Folder1 will be created in Workspace2, mirroring the structure in Workspace1.
Pipeline1 will be moved into Folder1 in Workspace2, maintaining the same folder structure.
Lakehouse1 will be deployed to Workspace2 as it exists in Workspace1.
NEW QUESTION # 125
You need to troubleshoot the ad-hoc query issue.
How should you complete the statement? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

NEW QUESTION # 126
You have a Fabric workspace that contains a warehouse named DW1. DW1 is loaded by using a notebook named Notebook1.
You need to identify which version of Delta was used when Notebook1 was executed.
What should you use?
- A. OneLake data hub
- B. the Admin monitoring workspace
- C. the Microsoft Fabric Capacity Metrics app
- D. Fabric Monitor
- E. Real-Time hub
Answer: D
Explanation:
To identify the version of Delta used when Notebook1 was executed, you should use the Admin monitoring workspace. The Admin monitoring workspace allows you to track and monitor detailed information about the execution of notebooks and jobs, including the underlying versions of Delta or other technologies used. It provides insights into execution details, including versions and configurations used during job runs, making it the most appropriate choice for identifying the Delta version used during the execution of Notebook1.
NEW QUESTION # 127
......
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