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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: Aug 04, 2026

Q & A: 93 Questions and Answers

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Microsoft DP-750 Exam Syllabus Topics:

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

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

1. You have an Azure Databricks workspace that contains an all-purpose cluster named Cluster1.
You discover that out of- memory (OOM) errors intermittently cause jobs running on Cluster1 to fail.
You need to identify the root cause of the failures by analyzing the runtime execution behavior. What should you do? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


2. You need to deploy Declarative Automation Bundles to a development environment. The solution must support automated and repeatable deployments across environments.
What should you use?

A) the Databricks SDK for Python
B) the Jobs UI
C) Git folders
D) the Databricks CLI


3. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a managed Delta table named Table1.
Table1 stores customer profile data.
Business users must analyze how customer profile records change over time. They must also be able to query earlier versions of the table.
You need to implement a solution that:
* Maintains persistent historical versions of customer profile records for long-term analysis.
* Allows users to query earlier versions of the Delta table.
* Minimizes maintenance effort.
What should you do? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


4. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a catalog named CatalogV Catalog1 contains a schema named Schema! and a table named Table1.
You need to ensure that access to the data in Table1 is controlled by using attribute based access control (ABAC).
What should you apply to Table1, and how should you control access for users? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


5. You have an Azure Databricks workspace that is enabled for Unity Catalog.
You need to implement a daily batch data process that requires complex and highly customized Python transformations. The solution must minimize additional complexity.
What should you include in the solution?

A) a Lakeflow Spark Declarative Pipelines (SDP) pipeline
B) a continuous job in Lakeflow Jobs
C) a Databricks notebook triggered by a job
D) an Azure Data Factory pipeline that has data flows


Solutions:

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

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