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Microsoft DP-750 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Set up and configure an Azure Databricks environment | 15–20% | - Integrate with Azure services
|
| Secure and govern Unity Catalog objects | 15–20% | - Manage data sharing and permissions
|
| Prepare and process data | 30–35% | - Ingest and transform data
|
| Deploy and maintain data pipelines and workloads | 30–35% | - Build and orchestrate pipelines
|
Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:
1. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a Delta table named Orders.
You load the Orders table into an Apache Spark DataFrame named df.
You need to create a DataFrame that excludes rows where the order amount is null.
Solution: You run the following expression.
df.filter(df.order_amount != None)
Does this meet the goal?
A) Yes
B) No
2. You have an Azure Databricks workspace that is enabled for Unity Catalog.
You have 500 GB of sales data stored as multiple CSV files in cloud storage.
You plan to load the data into a Delta table.
You need to ingest the bulk data by using a solution that meets the following requirements:
* Minimize how long it takes to implement the solution.
* Minimize the amount of custom code required.
What should you use?
A) file upload
B) COPY INTO
C) Apache Spark read APIs
D) Auto Loader
3. 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) Run the OPTIMIZE command on Table1
B) Set the delta. logRetentionDuration table property to 30 days.
C) Set the delta.deletedFileRetentionDuration table property to 10 days
D) Reduce the deleted file retention period to one day.
E) Run the vacuum command on Table1.
4. You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1. Job1 contains multiple tasks.
Failures of non-critical tasks must be logged but must NOT trigger notifications. Notifications must be triggered only when critical tasks have failed, and Job1 has completed You need to configure the job alerting behavior.
What should trigger a notification?
A) a job failure
B) a task failure
C) task success
D) job success
5. You have an Azure Databricks workspace named Workspace1 that contains a takehouse and is enabled for Unity Catalog.
You have a connection to a Microsoft SQL Server database named DB1.
You need to expose the schemas and tables of DB1 to meet the following requirements:
* The schemas and tables can be queried in Databricks.
* The schemas and tables appear alongside other Unity Catalog objects.
* The data is NOT copied into Databricks-managed storage.
Solution: You create a new native catalog in Unity Catalog. Does this meet the goal?
A) Yes
B) No
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: C,E | Question # 4 Answer: A | Question # 5 Answer: B |



