Implementing Data Engineering Solutions Using Azure Databricks: DP-750 Exam

"Implementing Data Engineering Solutions Using Azure Databricks", also known as DP-750 exam, is a Microsoft Certification. With the complete collection of questions and answers, BraindumpsPass has assembled to take you through 93 Q&As to your DP-750 Exam preparation. In the DP-750 exam resources, you will cover every field and category in Microsoft Certified: Fabric Data Engineer Associate Certification helping to ready you for your successful Microsoft Certification.

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  • Updated on: Sep 06, 2026
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  • Updated on: Sep 06, 2026
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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Secure and govern Unity Catalog objects15–20%- Manage data sharing and permissions
  • 1. Set up external locations and storage credentials
  • 2. Grant and revoke permissions, manage groups and service principals
- Implement data governance and security
  • 1. Enforce data quality, lineage, and auditing
  • 2. Configure access control: row-level, column-level, attribute-based security
  • 3. Manage catalogs, schemas, tables, views, and volumes
Deploy and maintain data pipelines and workloads30–35%- Build and orchestrate pipelines
  • 1. Design and implement Lakeflow Spark Declarative Pipelines
  • 2. Configure Lakeflow Jobs: schedules, triggers, alerts, retries
  • 3. Implement CI/CD with Git, Databricks Asset Bundles, CLI, and APIs
- Monitor, troubleshoot, and maintain workloads
  • 1. Troubleshoot failures, repair and restart jobs
  • 2. Apply SDLC practices and version control
  • 3. Monitor performance, logs, and execution metrics
Prepare and process data30–35%- Optimize and manage data storage
  • 1. Handle structured, semi-structured, and unstructured data
  • 2. Implement lakehouse architecture and manage table versions
  • 3. Optimize Delta tables: partitioning, Z-ordering, vacuum, optimize
- Ingest and transform data
  • 1. Implement schema enforcement, schema drift, and slowly changing dimensions
  • 2. Transform using Spark SQL, PySpark, Scala, and Delta Lake
  • 3. Ingest batch and streaming data from multiple sources
Set up and configure an Azure Databricks environment15–20%- Select and configure compute resources
  • 1. Manage workspace settings, permissions, and networking
  • 2. Configure cluster policies, instance pools, and libraries
  • 3. Choose compute types: serverless, job compute, SQL warehouse, classic compute
- Integrate with Azure services
  • 1. Configure monitoring with Azure Monitor and diagnostic settings
  • 2. Connect to Azure Data Lake Storage, Azure Data Factory, Microsoft Entra ID

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

Question 1

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


Question 2

You have an Azure Databricks workspace that is enabled for Unity Catalog and contains two managed Delta tables named sales.schema1.table1 and sales.schema1.table2.
sales.schema1.table1 contains sales data from the current year.
sales.schema1.table2 contains historical data.
You need to load all the rows from sales.schema1.table1 into sales.schema1.table2. The solution must preserve any existing data in sales.schema1.table2 and minimize processing effort.
Which command should you run?

A. CREATE TABLE sales.schema1.table2 AS SELECT * FROM sales.schema1.table1;
B. CREATE OR REPLACE TABLE sales.schema1.table2 AS SELECT * FROM sales.schema1.table1;
C. INSERT INTO sales.schema1.table2 SELECT * FROM sales.schema1.table1;
D. INSERT OVERWRITE sales.schema1.table2 SELECT * FROM sales.schema1.table1;


Question 3

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 4

You have an Azure Databricks workspace that contains a Delta table named Table 1. Table 1 has accumulated obsolete files.
You need to reduce storage costs. The solution must preserve 30 days of time travel history. Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

A. Reduce the deleted file retention period to one day.
B. Set the delta.deletedFileRetentionDuration table property to 10 days
C. Run the vacuum command on Table1.
D. Set the delta. logRetentionDuration table property to 30 days.
E. Run the OPTIMIZE command on Table1


Question 5

You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1.
Job! runs every hour.
Occasionally, the job run takes longer than one hour to complete. Overlapping runs must be prevented to avoid data corruption.
You need to configure the job scheduling behavior.
What should you configure? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


Solutions:

Question 1
Answer: A
Question 2
Answer: C
Question 3
Answer: Only visible for members
Question 4
Answer: B,C
Question 5
Answer: Only visible for members

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