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| Section | Weight | Objectives |
|---|---|---|
| Secure and govern data using Unity Catalog | 15-20% | - Access control and policies
|
| Deploy and manage data pipelines and workloads | 30-35% | - Operational reliability
|
| Configure and manage Azure Databricks environments | 15-20% | - Security and authentication setup
|
| Prepare and process data | 30-35% | - Data quality and validation
|
You have an Azure Databricks workspace named Workspace1.
You have a user named User1 who is a non-admin user in Workspace1.
You need to ensure that User1 can perform the following tasks:
* Provision clusters of any size.
* Run Databricks jobs.
The solution must follow the principle of least privilege.
What should you do? To answer, drag the appropriate options to the correct requirements. Each option 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.
Correct Answer:

Explanation:
The Allow unrestricted cluster creation entitlement permits a non-admin user to create fully configurable compute resources rather than limiting the user to clusters governed by assigned compute policies. This enables User1 to provision clusters with the required size and configuration without granting the much broader workspace administrator role. Microsoft Learn The CAN RUN job permission permits User1 to execute the applicable Databricks jobs without allowing the user to edit job settings, delete jobs, change permissions, or perform other administrative operations. It is therefore the least-privileged job permission among the provided options.
The workspace admins role would grant excessive administrative control. Consumer access provides a restricted experience for consuming shared resources and does not authorize unrestricted cluster creation or job execution. The Azure Contributor role operates at the Azure resource-management level and does not grant the required permissions inside the Databricks workspace. Consequently, the unrestricted cluster- creation entitlement and the job-level run permission satisfy the requirements with minimum access.
You need to configure the telemetry pipeline to support the planned changes for pipeline orchestration and address the resiliency issues.
What should you do?
Correct Answer: B 🗳️
Explanation: Only visible for Free4Dump members. You can sign-up / login (it's free).
You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a managed Delta table named Table1. Table1 stores customer data.
You need to implement a data lifecycle solution that meets the following requirements:
* Deleted data must be recoverable for 30 days to support audits.
* Data that is older than 30 days must be removed permanently.
* The solution must minimize administrative effort.
* The solution must be enforced consistently.
What should you configure?
Correct Answer: A 🗳️
Explanation: Only visible for Free4Dump members. You can sign-up / login (it's free).
You have an Azure Databricks solution that was developed by multiple engineers and deployed to development, test, and production environments.
You need to implement an application lifecycle management (ALM) process that meets the following requirements:
* Deploys and provides source control for Databricks notebooks, workflows, and jobs in a consistent and repeatable way.
* Parameterizes the target deployment environment.
What should you include in the solution?
Correct Answer: B 🗳️
Explanation: Only visible for Free4Dump members. You can sign-up / login (it's free).
You have an Azure Databricks workspace that is enabled for Unity Catalog You have a complex job named Job1 that contains eight tasks. Job! 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?
Correct Answer: D 🗳️
Explanation: Only visible for Free4Dump members. You can sign-up / login (it's free).
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