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Microsoft Microsoft Certified: Fabric Data Engineer Associate DP-750

DP-750

Exam Code: DP-750

Exam Name: Implementing Data Engineering Solutions Using Azure Databricks

Updated: Sep 15, 2026

Q & A: 93 Questions and Answers

DP-750 Free Demo download:

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DP-750 PDF Price: $129.00  $59.99


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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Secure and govern Unity Catalog objects15-20%- Implement governance and security
  • 1. Implement access control and permissions
  • 2. Manage data lineage and auditing
  • 3. Implement data-sharing capabilities
  • 4. Configure Unity Catalog
  • 5. Manage catalogs, schemas, and tables
Topic 2: Deploy and maintain data pipelines and workloads30-35%- Manage production workloads
  • 1. Optimize workload performance and reliability
  • 2. Integrate Git-based development workflows
  • 3. Maintain production data engineering solutions
  • 4. Monitor and troubleshoot pipelines
  • 5. Create and manage Lakeflow Jobs
  • 6. Implement CI/CD processes
  • 7. Deploy workloads using Databricks Asset Bundles
Topic 3: Prepare and process data30-35%- Ingest and transform data
  • 1. Optimize storage and table performance
  • 2. Implement data quality controls
  • 3. Transform data using SQL and Python
  • 4. Apply medallion architecture patterns
  • 5. Implement streaming data processing
  • 6. Implement Delta Lake tables
  • 7. Use Auto Loader and batch ingestion
  • 8. Model and partition data
Topic 4: Set up and configure an Azure Databricks environment15-20%- Create and configure Azure Databricks workspaces
  • 1. Manage Databricks runtimes
  • 2. Configure workspace settings
  • 3. Configure networking and connectivity
  • 4. Configure compute resources and clusters

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

Question #1
You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1.
Job! processes raw data files stored in Azure Storage.
New files arrive at unpredictable intervals.
You need to ensure that Job1 starts automatically when new files arrive and does NOT consume compute resources when no data is available.
Which type of job trigger should you use?

A. manual
B. continuous
C. scheduled
D. file arrival


Question #2
You have an Azure Databricks workspace.
You have a streaming table named sales_order that is populated by using a Lakeflow Spark Declarative Pipelines (SDP) pipeline.
You need to create a new streaming table named sales_order_by_city that summarizes sales by city and calculates the total sales per city.
How should you complete the SQL statement? To answer, drag the appropriate values to 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 #3
You have an Azure Databricks workspace that is enabled for Unity Catalog.
You need to create an external volume named Volume1 in an existing schema. Volume1 must expose files from an Azure Storage container. The solution must meet the following requirements:
* Ensure that authentication does NOT require storing credentials in Databricks
* Ensure that users can access the files, but NOT modify the files.
* Follow the principle of least privilege
Which type of authentication should you configure, and which permission should you grant to the users? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


Question #4
You have an Azure Databricks workspace that is enabled for Unity Catalog.
You need to profile a table to meet the following requirements:
* The count of null values per column must be evaluated repeatedly as new records are added to the table.
* Changes in the count of null values must be observable over the progression of the dataset.
Which type of profile should you create?

A. inference
B. time series
C. snapshot


Question #5
You have an Azure Databricks workspace that uses Databricks SQL.
You have a table named sales_goals_source that contains the following columns:
* Salesperson
* Item
* 2019
* 2020
* 2021
You need to transform the year columns into rows and return the columns Salesperson, Item, Year, and Value.
How should you complete the SQL statement? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
SELECT Salesperson, Item, Year, Value
FROM sales_goals_source
UNPIVOT
(
Value FOR [first dropdown] IN [second dropdown]
);


Solutions:

Question #1
Correct Answer: D
Question #2
Correct Answer: Only visible for members
Question #3
Correct Answer: Only visible for members
Question #4
Correct Answer: B
Question #5
Correct Answer: Only visible for members

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