Free PDF 2026 Microsoft DP-700: Implementing Data Engineering Solutions Using Microsoft Fabric–High-quality Valid Exam Materials

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| Topic | Details |
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| Topic 1 | - Ingest and transform data: This section of the exam measures the skills of Data Engineers that cover designing and implementing data loading patterns. It emphasizes preparing data for loading into dimensional models, handling batch and streaming data ingestion, and transforming data using various methods. A skill to be measured is applying appropriate transformation techniques to ensure data quality.
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| Topic 2 | - Monitor and optimize an analytics solution: This section of the exam measures the skills of Data Analysts in monitoring various components of analytics solutions in Microsoft Fabric. It focuses on tracking data ingestion, transformation processes, and semantic model refreshes while configuring alerts for error resolution. One skill to be measured is identifying performance bottlenecks in analytics workflows.
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| Topic 3 | - Implement and manage an analytics solution: This section of the exam measures the skills of Microsoft Data Analysts regarding configuring various workspace settings in Microsoft Fabric. It focuses on setting up Microsoft Fabric workspaces, including Spark and domain workspace configurations, as well as implementing lifecycle management and version control. One skill to be measured is creating deployment pipelines for analytics solutions.
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Microsoft Implementing Data Engineering Solutions Using Microsoft Fabric Sample Questions (Q36-Q41):
NEW QUESTION # 36
You have a Fabric workspace that contains a semantic model named Model1.
You need to dynamically execute and monitor the refresh progress of Model1.
What should you use?
- A. dynamic management views in Microsoft SQL Server Management Studio
- B. Monitoring hub
- C. a semantic link in a notebook
- D. dynamic management views in Azure Data Studio
Answer: C
Explanation:
Semantic models in Microsoft Fabric are part of Power BI datasets and require refreshes to stay updated with the latest data.
Dynamically executing and monitoring the refresh progress requires a tool or approach that integrates with Fabric's capabilities for semantic models.
NEW QUESTION # 37
You have a Fabric data warehouse that contains the following tables.

You need to refresh the tables by using an automated pipeline. The solution must ensure that table updates occur in the correct order to maintain referential integrity.
Which two tables should you refresh first? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
- A. DimCustomer
- B. FactSale
- C. DimGeography
- D. Factlnventory
- E. Dim Product
Answer: C,E
NEW QUESTION # 38
You have a Fabric workspace that contains a notebook named Notebook1 and an Azure Data Factory pipeline named Pipeline1. Pipeline1 runs Notebook1 by using a notebook activity and passes simple parameter types.
Notebook1 contains the following cells:
Cell 3: Contains %%configure code that sets Apache Spark session properties Cell 5: Contains a designated parameters cell During an execution of Pipeline1, the pipeline fails before any business logic runs.
You need to ensure that Pipeline1 runs successfully.
What should you do?
- A. Pass all the values directly from the notebook activity.
- B. Move the designated parameters cell to cell 1.
- C. Move the %%configure code to cell 6.
- D. Move the %%configure code to a cell 1.
Answer: D
NEW QUESTION # 39
You are implementing the following data entities in a Fabric environment:
Entity1: Available in a lakehouse and contains data that will be used as a core organization entity Entity2: Available in a semantic model and contains data that meets organizational standards Entity3: Available in a Microsoft Power BI report and contains data that is ready for sharing and reuse Entity4: Available in a Power BI dashboard and contains approved data for executive-level decision making Your company requires that specific governance processes be implemented for the data.
You need to apply endorsement badges to the entities based on each entity's use case.
Which badge should you apply to each entity? To answer, drag the appropriate badges the correct entities.
Each badge 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.

Answer:
Explanation:

Explanation:

NEW QUESTION # 40
You need to ensure that the data analysts can access the gold layer lakehouse.
What should you do?
- A. Share the lakehouse with the DataAnalysts group and grant the Read all Apache Spark permission.
- B. Add the DataAnalyst group to the Viewer role for WorkspaceA.
- 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 Build reports on the default semantic model permission.
Answer: C
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.
NEW QUESTION # 41
......
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