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Microsoft DP-750 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Configure and manage Azure Databricks environments | 15-20% | - Security and authentication setup
|
| Topic 2: Prepare and process data | 30-35% | - Data ingestion
|
| Topic 3: Deploy and manage data pipelines and workloads | 30-35% | - Pipeline design and orchestration
|
| Topic 4: Secure and govern data using Unity Catalog | 15-20% | - Access control and policies
|
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. 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. job success
B. task success
C. a task failure
D. a job failure
Question 2
You have an Azure Databricks workspace named Workspace1. You create a compute cluster named Cluser1 that will be used to ingest data.
You need to install the required libraries on Cluster 1. The solution must use Unity Catalog for access control.
What should you do?
A. Install the libraries by using pip3.
B. Create a custom dependency management script and run the script from a Databricks notebook.
C. Install the libraries on Cluster1 and manually restart the cluster.
D. Upload the libraries to Workspace1 and install the libraries on Cluster1.
Question 3
You have an Azure Databricks workspace that is enabled for Unity Catalog You have an Apache Spark Structured Streaming job that writes data to a Delta table.
After the cluster restarts, the streaming job reprocesses previously ingested data You need to prevent the streaming job from reprocessing the data after the cluster restarts.
What should you do?
A. Increase the trigger interval of the streaming query.
B. Enable change data feed (CDF) for the target table.
C. Configure a checkpoint location for the streaming query.
D. Configure a watermark for the streaming query.
Question 4
You have an Azure Databricks workspace.
You have an Azure key vault named kv-secure that stores a secret named storageKey. The value of storageKey is managed and updated by the cloud security team at your company.
You need to enable a Databricks notebook named Notebook 1 to retrieve the value of storageKey securely at runtime. The solution must follow the principle of least privilege and always retrieve the latest value.
What should you do? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Question 5
You have an Azure Databricks workspace that is enabled for Unity Catalog.
You plan to ingest data from CSV files stored in Azure Data Lake Storage Gen2. New rows are appended frequently.
You need to implement a data ingestion solution that meets the following requirements:
* New data must be available in near-real-time (NRT).
* The data must be stored in managed Delta tables.
* The solution must minimize custom code and maintenance effort.
What should you include in the solution?
A. scheduled Apache Spark batch jobs
B. an Azure Data Factory pipeline
C. Auto Loader
D. an external table that references the CSV files
Solutions:
| Question 1 Answer: D | Question 2 Answer: A | Question 3 Answer: C | Question 4 Answer: Only visible for members | Question 5 Answer: C |



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