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DP-700 Implementing Data Engineering Solutions Using Microsoft Fabric is now Stable and With Pass Result | Test Your Knowledge for Free

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DP-700 Practice Questions

Implementing Data Engineering Solutions Using Microsoft Fabric

Last Update 15 hours ago
Total Questions : 129

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Our free Microsoft Certified: Fabric Data Engineer Associate practice questions crafted to reflect the domains and difficulty of the actual exam. The detailed rationales explain the 'why' behind each answer, reinforcing key concepts about DP-700. Use this test to pinpoint which areas you need to focus your study on.

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Question # 11

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.

Question # 11

Options:

Discussion 0
Question # 12

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.

Discussion 0
Question # 13

You have an Azure Data Lake Storage Gen2 account named storage1 and an Amazon S3 bucket named storage2.

You have the Delta Parquet files shown in the following table.

Question # 13

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

A shortcut to ProductFile aliased as Products

A shortcut to StoreFile aliased as Stores

A shortcut to TripsFile aliased as Trips

The data from which shortcuts will be retrieved from the cache?

Options:

A.  

Trips and Stores only

B.  

Products and Store only

C.  

Stores only

D.  

Products only

E.  

Products. Stores, and Trips

Discussion 0
Question # 14

You have a Fabric workspace that contains a large table named Table1. Table1 contains 2 billion rows.

You have a data source that generates a data file every 30 minutes The file contains only changes that occurred since the last file was generated.

You plan to deploy a data pipeline that will process each data file when it is generated and load the contents into Table1. You need to recommend which loading pattern to use for the following operations:

• Create new records.

• Delete existing records.

The solution must support the versioning of existing records.

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

NOTE: Each correct selection is worth one point.

Question # 14

Options:

Discussion 0
Question # 15

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.

Question # 15

Options:

Discussion 0
Question # 16

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.

Question # 16

Options:

Discussion 0
Question # 17

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.

Discussion 0
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

Discussion 0
Question # 19

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.

Discussion 0
Question # 20

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.

Discussion 0
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