DP-700 Implementing Data Engineering Solutions Using Microsoft Fabric Free Demo Questions – Try Before You Buy

Question 1

You need to populate the MAR1 data in the bronze layer.
Which two types of activities should you include in the pipeline? Each correct answer presents part
of the solution

A

ForEach

B

Copy data

C

WebHook

D

Stored procedure

Correct Answer: A, B

Explanation:

MAR1 has seven entities, each accessible via a different API endpoint. A ForEach activity is required
to iterate over these endpoints to fetch data from each one. It enables dynamic execution of API calls
for each entity.
The Copy data activity is the primary mechanism to extract data from REST APIs and load it into the
bronze layer in Delta

Question 2

You need to ensure that usage of the data in the Amazon S3 bucket meets the technical
requirements.
What should you do?

A

Create a workspace identity and enable high concurrency for the notebooks.

B

Create a shortcut and ensure that caching is disabled for the workspace.

C

Create a workspace identity and use the identity in a data pipeline.

D

Create a shortcut and ensure that caching is enabled for the workspace.

Correct Answer: B

Explanation:

To ensure that the usage of the data in the Amazon S3 bucket meets the technical requirements, we
must address two key points:
Minimize egress costs associated with cross-cloud data access: Using a shortcut ensures that Fabric
does not replicate the data from the S3 bucket into the lakehouse but rather provides direct access to
the data in its original location. This minimizes cross-cloud data transfer and avoids additional egress
costs.
Prevent saving a copy of the raw data in the lakehouses: Disabling caching ensures that the raw data
is not copied or persisted in the Fabric workspace. The data is accessed on-demand directly from the
Amazon S3 bucket.

Question 3

HOTSPOT
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.

A

Correct Answer: A

Explanation:

A screenshot of a computer Description automatically generated
Join between Products and ProductSubCategories:
Use an INNER JOIN.
The goal is to include only products that are assigned to a subcategory. An INNER JOIN ensures that
only matching records (i.e., products with a valid subcategory) are included.
Join between ProductSubCategories and ProductCategories:
Use an INNER JOIN.
Similar to the above logic, we want to include only subcategories assigned to a valid product
category. An INNER JOIN ensures this condition is met.
WHERE Clause
Condition: IsActive = 1
Only active products (where IsActive equals 1) should be included in the gold layer. This filters out
inactive products.

Demo Microsoft DP-700 Exam Questions

You need to populate the MAR1 data in the bronze layer.
Which two types of activities should you include in the pipeline? Each correct answer presents part
of the solution

ForEach

Copy data

WebHook

Stored procedure

Correct Answer: A, B

You need to ensure that usage of the data in the Amazon S3 bucket meets the technical
requirements.
What should you do?

Create a workspace identity and enable high concurrency for the notebooks.

Create a shortcut and ensure that caching is disabled for the workspace.

Create a workspace identity and use the identity in a data pipeline.

Create a shortcut and ensure that caching is enabled for the workspace.

Correct Answer: B

HOTSPOT
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.

Correct Answer: A

Demo Practice Mode

Demo Microsoft DP-700 Exam Questions

You need to populate the MAR1 data in the bronze layer.Which two types of activities should you include in the pipeline? Each correct answer presents partof the solution

ForEach

Copy data

WebHook

Stored procedure

Correct Answer: A, B

You need to ensure that usage of the data in the Amazon S3 bucket meets the technicalrequirements.What should you do?

Create a workspace identity and enable high concurrency for the notebooks.

Create a shortcut and ensure that caching is disabled for the workspace.

Create a workspace identity and use the identity in a data pipeline.

Create a shortcut and ensure that caching is enabled for the workspace.

Correct Answer: B

HOTSPOTYou need to create the product dimension.How should you complete the Apache Spark SQL code? To answer, select the appropriate options inthe answer area.NOTE: Each correct selection is worth one point.

Correct Answer: A

Demo Practice Mode

You need to populate the MAR1 data in the bronze layer.
Which two types of activities should you include in the pipeline? Each correct answer presents part
of the solution

You need to ensure that usage of the data in the Amazon S3 bucket meets the technical
requirements.
What should you do?

HOTSPOT
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.