Last Updated: Aug 14, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Prepare and process data | 30–35% | - Ingest and transform data
|
| Set up and configure an Azure Databricks environment | 15–20% | - Select and configure compute resources
|
| Deploy and maintain data pipelines and workloads | 30–35% | - Build and orchestrate pipelines
|
| Secure and govern Unity Catalog objects | 15–20% | - Manage data sharing and permissions
|
1. You have an Azure Databricks workspace
You are creating a Lakeflow Spark Declarative Pipelines (SDP) pipeline that scales automatically. You need to configure compute for the pipeline. The solution must minimize operational costs and effort. What should you use?
A) an all-purpose cluster that uses autoscaling
B) a single-node, all-purpose cluster
C) the existing SQL warehouse
D) a job cluster that uses autoscaling
2. You have an Azure Databricks workspace and a remote Git repository named Repo1. Repo1 contains two branches named main and Branch1.
You are on a development team that works in Repo1.
You commit changes to Branch1 and must merge the changes into main.
Before completing the merge, you need to meet the following requirements:
* Ensure that Branch1 includes the changes committed to main since Branch1 was created.
* Ensure that merge conflicts are detected and resolved.
What should you do first?
A) Pull the latest changes from main.
B) Pull the latest changes from Branch1.
C) Merge main into Branch1.
D) Create a pull request for Branch1.
3. You have an Azure Databricks workspace that is enabled for Unity Catalog.
You have a complex job named Job1 that contains eight tasks. Job1 takes multiple hours to complete.
During the last job run, the final task fails due to a transient issue.
You need to retry the last task without rerunning tasks that have already completed.
What should you do?
A) Restart Job1.
B) Disable and reenable the job schedule.
C) Repair the current job run.
D) Update the job parameters.
4. You have an Azure Databricks workspace.
Users report that a Databricks notebook that runs each day takes longer than expected to run.
When reading the Directed Acyclic Graph (DAG), you discover the following issues concerning the Apache Spark stage:
* Most tasks in the stage finish quickly.
* A few tasks in the stage run more slowly.
* The CPU is underutilized at the end of the stage.
* The slow tasks process many more input records.
* The stage is blocked while it waits for the few slow tasks.
What is the root cause of the issues?
A) spilling
B) shuffling
C) caching
D) skewing
5. You manage Declarative Automation Bundles by using the Databricks CLI.
You run the following command in a terminal window.
databricks bundle init
What occurs when you run the command?
A) Bundle-defined resources are deployed to the Databricks workspace.
B) A new Declarative Automation Bundles project structure is created.
C) The bundle configuration is validated.
D) Jobs or pipelines defined in the bundle are run.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: D | Question # 5 Answer: B |
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