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Implementing Data Engineering Solutions Using Microsoft Fabric Questions and Answers

Question 1

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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Question 2

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 KQL database that contains two tables named Stream and Reference. Stream contains streaming data in the following format.

Reference contains reference data in the following format.

Both tables contain millions of rows.

You have the following KQL queryset.

You need to reduce how long it takes to run the KQL queryset.

Solution: You add the make_list() function to the output columns.

Does this meet the goal?

Options:

A.

Yes

B.

No

Question 3

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.

Data pipeline

B.

Environment

C.

KQL queryset

D.

Dataflow Gen2

Question 4

You have a Fabric workspace named Workspace1 that contains an Apache Spark job definition named Job1.

You have an Azure SQL database named Source1 that has public internet access disabled.

You need to ensure that Job1 can access the data in Source1.

What should you create?

Options:

A.

an on-premises data gateway

B.

a managed private endpoint

C.

an integration runtime

D.

a data management gateway

Question 5

You have a Fabric warehouse named DW1 that loads data by using a data pipeline named Pipeline1. Pipeline1 uses a Copy data activity with a dynamic SQL source. Pipeline1 is scheduled to run every 15 minutes.

You discover that Pipeline1 keeps failing.

You need to identify which SQL query was executed when the pipeline failed.

What should you do?

Options:

A.

From Monitoring hub, select the latest failed run of Pipeline1, and then view the output JSON.

B.

From Monitoring hub, select the latest failed run of Pipeline1, and then view the input JSON.

C.

From Real-time hub, select Fabric events, and then review the details of Microsoft.Fabric.ItemReadFailed.

D.

From Real-time hub, select Fabric events, and then review the details of Microsoft. Fabric.ItemUpdateFailed.

Question 6

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

Question 7

You are building a Fabric notebook named MasterNotebookl in a workspace. MasterNotebookl contains the following code.

You need to ensure that the notebooks are executed in the following sequence:

1. Notebook_03

2. Notebook.Ol

3. Notebook_02

Which two actions should you perform? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.

Options:

A.

Split the Directed Acyclic Graph (DAG) definition into three separate definitions.

B.

Change the concurrency to 3.

C.

Move the declaration of Notebook_03 to the top of the Directed Acyclic Graph (DAG) definition.

D.

Move the declaration of Notebook_02 to the bottom of the Directed Acyclic Graph (DAG) definition.

E.

Add dependencies to the execution of Note boo k_02.

F.

Add dependencies to the execution of Notebook_03.

Question 8

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:

Question 9

Exhibit.

You have a Fabric workspace that contains a write-intensive warehouse named DW1. DW1 stores staging tables that are used to load a dimensional model. The tables are often read once, dropped, and then recreated to process new data.

You need to minimize the load time of DW1.

What should you do?

Options:

A.

Disable V-Order.

B.

Drop statistics.

C.

Enable V-O-der.

D.

Create statistics.

Question 10

Your company has a sales department that uses two Fabric workspaces named Workspace1 and Workspace2.

The company decides to implement a domain strategy to organize the workspaces.

You need to ensure that a user can perform the following tasks:

Create a new domain for the sales department.

Create two subdomains: one for the east region and one for the west region.

Assign Workspace1 to the east region subdomain.

Assign Workspace2 to the west region subdomain.

The solution must follow the principle of least privilege.

Which role should you assign to the user?

Options:

A.

workspace Admin

B.

domain admin

C.

domain contributor

D.

Fabric admin

Question 11

You have a Fabric workspace that contains a warehouse named Warehouse1.

While monitoring Warehouse1, you discover that query performance has degraded during the last 60 minutes.

You need to isolate all the queries that were run during the last 60 minutes. The results must include the username of the users that submitted the queries and the query statements. What should you use?

Options:

A.

the Microsoft Fabric Capacity Metrics app

B.

views from the queryinsights schema

C.

Query activity

D.

the sys.dm_exec_requests dynamic management view

Question 12

You have a Fabric workspace that contains an eventhouse and a KQL database named Database1. Database1 has the following:

A table named Table1

A table named Table2

An update policy named Policy1

Policy1 sends data from Table1 to Table2.

The following is a sample of the data in Table2.

Recently, the following actions were performed on Table1:

An additional element named temperature was added to the StreamData column.

The data type of the Timestamp column was changed to date.

The data type of the DeviceId column was changed to string.

You plan to load additional records to Table2.

Which two records will load from Table1 to Table2? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

A)

B)

C)

D)

Options:

A.

Option A

B.

Option B

C.

Option c

D.

Option D

Question 13

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

Question 14

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.

Question 15

HOTSPOT

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.

Options:

Question 16

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

Options:

A.

Modify the number of executors.

B.

Disable high concurrency.

C.

Create a custom pool.

D.

Set the default environment.

Question 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:

Question 18

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.

Options:

A.

a notebook that uses Apache Spark Structured Streaming

B.

a time-based schedule

C.

an activator item

D.

a data pipeline

E.

a streaming dataflow

F.

a blob storage action

Question 19

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.

Question 20

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.

Question 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

Question 22

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.

Question 23

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.

Question 24

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:

Question 25

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

What should you do?

Options:

A.

Add the DataAnalyst group to the Viewer role for WorkspaceA.

B.

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

C.

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

D.

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

Question 26

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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