DP-700 Exam Preparation Material | Implementing Data Engineering Solutions Using Microsoft Fabric

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Prepare for the DP-700 Implementing Data Engineering Solutions Using Microsoft Fabric exam with CertQueen's independently developed study resources. Review important concepts, practice scenario-based questions, and use clear explanations to identify areas that require further study.

Question#1

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.

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?

A. Trips and Stores only

B. Products and Store only

C. Stores only

D. Products only

E. Products. Stores, and Trips

Explanation:
When the cache for shortcuts is enabled in Fabric, the data retrieval is governed by the caching behavior, which generally retains data for a specific period after it was last accessed. The data from the shortcuts will be retrieved from the cache if the data is stored in locations that support caching. Here's a breakdown based on the data's location:
Products: The ProductFile is stored in Azure Data Lake Storage Gen2 (storage1). Since Azure Data Lake is a supported storage system in Fabric and the file is relatively small (50 MB), this data is most likely cached and can be retrieved from the cache.
Stores: The StoreFile is stored in Amazon S3 (storage2), and even though it is stored in a different cloud provider, Fabric can cache data from Amazon S3 if caching is enabled. This data (25 MB) is likely cached and retrievable.
Trips: The TripsFile is stored in Amazon S3 (storage2) and is significantly larger (2 GB) compared to the other files. While Fabric can cache data from Amazon S3, the larger size of the file (2 GB) may exceed typical cache sizes or retention windows, causing this file to likely be retrieved directly from the source instead of the cache.

Question#2

You have a Fabric notebook named Notebook1 that has been executing successfully for the last week.
During the last run, Notebook1executed nine jobs.
You need to view the jobs in a timeline chart.
What should you use?

A. Real-Time hub

B. Monitoring hub

C. the job history from the application run

D. Spark History Server

E. the run series from the details of the application run

Question#3

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

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#4

You are developing a data engineering solution in Fabric by using Apache Spark.
You need to monitor the performance of Spark workloads the solution must meet the following requirements
• Provide comprehensive information about the performance of the data engineering workloads.
• Identify stages and tasks that run slowly.
• Minimize administrative effort
What should you use?

A. Spark application logs

B. the Spark Ul

C. workspace metrics in Fabric

D. Spark job event logs

Question#5

You have a Fabric workspace named Workspace1.
You plan to integrate Workspace1 with Azure DevOps.
You will use a Fabric deployment pipeline named deployPipeline1 to deploy items from Workspace1 to higher environment workspaces as part of a medallion architecture. You will run deployPipeline1 by using an API call from an Azure DevOps pipeline.
You need to configure API authentication between Azure DevOps and Fabric.
Which type of authentication should you use?

A. service principal

B. Microsoft Entra username and password

C. managed private endpoint

D. workspace identity

Explanation:
When integrating Azure DevOps with Fabric (Workspace1), using a service principal is the recommended authentication method. A service principal provides a way for applications (such as an Azure DevOps pipeline) to authenticate and interact with resources securely. It allows Azure DevOps to authenticate API calls to Fabric without requiring direct user credentials. This method is ideal for automating tasks such as deploying items through a Fabric deployment pipeline.

Exam Code: DP-700
Q & A: 138 Q&As Updated: Oct 24,2026

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Review Key Concepts

Review the technologies, products, processes, and practical skills covered by the current DP-700 exam objectives.

Practice Scenario-Based Questions

Work through independently developed questions designed to strengthen your understanding of technical scenarios and decision-making.

Identify Knowledge Gaps

Use your results and the provided explanations to find weaker areas and focus your study more effectively.

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Review the Exam Scope

Start by reviewing the topics covered by the DP-700 exam. Compare them with the official exam objectives to understand the required technologies, operational tasks, and practical skills, then identify the areas that deserve the most attention.

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Complete a focused set of practice questions for each topic. On your first attempt, avoid referring to notes, answers, or other study resources so that you can evaluate your current understanding more accurately.

Study the Explanations

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Close Knowledge Gaps

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Exam Code: DP-700
Q & A: 138 Q&As
Updated: Oct 24,2026