Summer Certification Limited Time 70% Discount Offer - Ends in 0d 00h 00m 00s - Coupon code = getmirror

Home
Microsoft
Microsoft Certified: Fabric Data Engineer Associate
DP-700
Implementing Data Engineering Solutions Using Microsoft Fabric Questions and Answers

Pass the Microsoft Certified: Fabric Data Engineer Associate DP-700 Questions and answers with ExamsMirror

Practice at least 50% of the questions to maximize your chances of passing.

Exam DP-700 Premium Access

View all detail and faqs for the DP-700 exam

Go to Exam

720 Students Passed

84% Average Score

90% Same Questions

Viewing page 4 out of 5 pages

Viewing questions 31-40 out of questions

Questions # 31:

You need to ensure that the data analysts can access the gold layer lakehouse.

What should you do?

Options:

Add the DataAnalyst group to the Viewer role for WorkspaceA.

Share the lakehouse with the DataAnalysts group and grant the Build reports on the default semantic model permission.

Share the lakehouse with the DataAnalysts group and grant the Read all SQL Endpoint data permission.

Share the lakehouse with the DataAnalysts group and grant the Read all Apache Spark permission.

Answer

Explanation

Data Analysts ' Access Requirements must only have read access to the Delta tables in the gold layer and not have access to the bronze and silver layers.

The gold layer data is typically queried via SQL Endpoints. Granting the Read all SQL Endpoint data permission allows data analysts to query the data using familiar SQL-based tools while restricting access to the underlying files.

Questions # 32:

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 data pipeline that includes a Copy data activity

a notebook that runs the VACUUM command

a notebook that runs the OPTIMIZE command

a data pipeline that includes a Delete data activity

Answer

Questions # 33:

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:

Assign WorkspaceA to Capl.

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

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

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

Answer

A, B

Questions # 34:

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:

ForEach

Copy data

WebHook

Stored procedure

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 format. It supports native connectors for REST APIs and Delta, minimizing development effort.

Questions # 35:

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

What should you do?

Options:

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.

Answer

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.

Questions # 36:

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

Options:

Enable V-Order.

Create and update statistics.

Run the VACUUM command.

Introduce primary keys.

Answer

Questions # 37:

You need to ensure that processes for the bronze and silver layers run in isolation How should you configure the Apache Spark settings?

Options:

Modify the number of executors.

Disable high concurrency.

Create a custom pool.

Set the default environment.

Answer

Questions # 38:

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

What should you do?

Options:

Spilt the dataflow into two dataflows.

Configure scheduled refresh for the dataflow.

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

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

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

Answer

Explanation

The sales data issue can be resolved by configuring incremental refresh for the dataflow. Incremental refresh allows for only the new or changed data to be processed, minimizing the amount of data transferred and improving performance.

The solution specifies that data older than one month never changes, so setting the refresh period to 1 Month is appropriate. This ensures that only the most recent month of data will be refreshed, reducing unnecessary data transfers.

Questions # 39:

You need to implement the solution for the book reviews.

Which should you do?

Options:

Create a Dataflow Gen2 dataflow.

Create a shortcut.

Enable external data sharing.

Create a data pipeline.

Answer

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.

Questions # 40:

You need to create a workflow for the new book cover images.

Which two components should you include in the workflow? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.