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DP-700 Sample Questions Answers

Questions 4

You need to implement the solution for the book reviews.

Which should you do?

Options:

A.

Create a Dataflow Gen2 dataflow.

B.

Create a shortcut.

C.

Enable external data sharing.

D.

Create a data pipeline.

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Questions 5

You have a Fabric warehouse named DW1. DW1 contains a table that stores sales data and is used by multiple sales representatives.

You plan to implement row-level security (RLS).

You need to ensure that the sales representatives can see only their respective data.

Which warehouse object do you require to implement RLS?

Options:

A.

ISTORED PROCEDURE

B.

CONSTRAINT

C.

SCHEMA

D.

FUNCTION

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Questions 6

You have a Google Cloud Storage (GCS) container named storage1 that contains the files shown in the following table.

You have a Fabric workspace named Workspace1 that has the cache for shortcuts enabled. Workspace1 contains a lakehouse named Lakehouse1. Lakehouse1 has the shortcuts shown in the following table.

You need to read data from all the shortcuts.

Which shortcuts will retrieve data from the cache?

Options:

A.

Stores only

B.

Products only

C.

Stores and Products only

D.

Products, Stores, and Trips

E.

Trips only

F.

Products and Trips only

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Questions 7

You need to ensure that usage of the data in the Amazon S3 bucket meets the technical requirements.

What should you do?

Options:

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.

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Questions 8

You need to recommend a method to populate the POS1 data to the lakehouse medallion layers.

What should you recommend for each layer? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 9

You need to ensure that the data engineers are notified if any step in populating the lakehouses fails. The solution must meet the technical requirements and minimize development effort.

What should you use? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 10

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.

Options:

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Questions 11

You need to ensure that WorkspaceA can be configured for source control. Which two actions should you perform?

Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.

Options:

A.

Assign WorkspaceA to Capl.

B.

From Tenant setting, set Users can synchronize workspace items with their Git repositories to Enabled

C.

Configure WorkspaceA to use a Premium Per User (PPU) license

D.

From Tenant setting, set Users can sync workspace items with GitHub repositories to Enabled

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Questions 12

You have a Fabric workspace that contains a lakehouse named Lakehouse1.

In an external data source, you have data files that are 500 GB each. A new file is added every day.

You need to ingest the data into Lakehouse1 without applying any transformations. The solution must meet the following requirements

Trigger the process when a new file is added.

Provide the highest throughput.

Which type of item should you use to ingest the data?

Options:

A.

Event stream

B.

Dataflow Gen2

C.

Streaming dataset

D.

Data pipeline

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Questions 13

HOTSPOT

You have a Fabric workspace.

You are debugging a statement and discover the following issues:

Sometimes, the statement fails to return all the expected rows.

The PurchaseDate output column is NOT in the expected format of mmm dd, yy.

You need to resolve the issues. The solution must ensure that the data types of the results are retained. The results can contain blank cells.

How should you complete the statement? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 14

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?

Options:

A.

Yes

B.

no

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Questions 15

Your company has three newly created data engineering teams named Team1, Team2, and Team3 that plan to use Fabric. The teams have the following personas:

• Team1 consists of members who currently use Microsoft Power BI. The team wants to transform data by using by a low-code approach.

• Team2 consists of members that have a background in Python programming. The team wants to use PySpark code to transform data.

• Team3 consists of members who currently use Azure Data Factory. The team wants to move data between source and sink environments by using the least amount of effort.

You need to recommend tools for the teams based on their current personas.

What should you recommend for each team? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 16

What should you do to optimize the query experience for the business users?

Options:

A.

Enable V-Order.

B.

Create and update statistics.

C.

Run the VACUUM command.

D.

Introduce primary keys.

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Questions 17

You need to ensure that the authors can see only their respective sales data.

How should you complete the statement? To answer, drag the appropriate values the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content

NOTE: Each correct selection is worth one point.

Options:

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Questions 18

You need to resolve the sales data issue. The solution must minimize the amount of data transferred.

What should you do?

Options:

A.

Spilt the dataflow into two dataflows.

B.

Configure scheduled refresh for the dataflow.

C.

Configure incremental refresh for the dataflow. Set Store rows from the past to 1 Month.

D.

Configure incremental refresh for the dataflow. Set Refresh rows from the past to 1 Year.

E.

Configure incremental refresh for the dataflow. Set Refresh rows from the past to 1 Month.

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Questions 19

You need to recommend a solution to resolve the MAR1 connectivity issues. The solution must minimize development effort. What should you recommend?

Options:

A.

Add a ForEach activity to the data pipeline.

B.

Configure retries for the Copy data activity.

C.

Configure Fault tolerance for the Copy data activity.

D.

Call a notebook from the data pipeline.

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Questions 20

You need to recommend a solution for handling old files. The solution must meet the technical requirements. What should you include in the recommendation?

Options:

A.

a data pipeline that includes a Copy data activity

B.

a notebook that runs the VACUUM command

C.

a notebook that runs the OPTIMIZE command

D.

a data pipeline that includes a Delete data activity

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Questions 21

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.

NOTE: Each correct selection is worth one point.

Options:

A.

ForEach

B.

Copy data

C.

WebHook

D.

Stored procedure

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Exam Code: DP-700
Exam Name: Implementing Data Engineering Solutions Using Microsoft Fabric
Last Update: Jul 27, 2025
Questions: 104
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