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| Section | Weight | Objectives |
|---|---|---|
| Set up and configure an Azure Databricks environment | 15-20% | - Create and configure Azure Databricks workspaces
|
| Secure and govern Unity Catalog objects | 15-20% | - Implement governance and security
|
| Deploy and maintain data pipelines and workloads | 30-35% | - Manage production workloads
|
| Prepare and process data | 30-35% | - Ingest and transform data
|
Question 1
You have an Azure Databricks workspace named Workspace! that uses a Git repository. The repository contains a Databricks notebook named Notebook1.
From the main branch, you create a feature branch named Branch! and commit changes to Notebooks Another user commits changes to Notebook1 in main.
When you attempt to merge Branch! into main, the merge fails due to conflicts.
You need to merge Branch! into the main branch. The solution must ensure that Notebook1 includes all the changes from both the branches.
What should you do?
A. Apply the changes directly to the main branch.
B. From Workspace1, clone the mam branch as a new repository.
C. From Workspace1, clone Branch! as a new repository.
D. Apply the main branch changes to Branch! and resolve the conflicts.
Question 2
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. The bundle configuration is validated.
B. Jobs or pipelines defined in the bundle are run.
C. Bundle-defined resources are deployed to the Databricks workspace.
D. A new Declarative Automation Bundles project structure is created.
Question 3
You have an Azure Databricks account that contains workspaces enabled for Unity Catalog.
You need to implement audit logging to meet the following requirements:
* Capture audit logs for all the workspaces in the account.
* Retain the audit logs for 90 days.
* Minimize storage and ingestion costs.
The logs will be reviewed only during security investigations and will NOT be queried regularly.
To where should you send the audit logs?
A. Log Analytics
B. Azure Event Hubs
C. Azure Monitor metrics
D. an Azure Storage account
Question 4
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 Cluster1. The solution must use Unity Catalog for access control.
What should you do?
A. Install the libraries on Cluster1 and manually restart the cluster.
B. Upload the libraries to a Unity Catalog schema and install the libraries on Cluster1.
C. Upload the libraries to a Unity Catalog volume and install the libraries on Cluster1.
D. Install the libraries by using pip from a notebook attached to Cluster1.
Question 5
You have an Azure Databricks workspace.
You have an Apache Spark Structured Streaming job named Job! that processes data continuously and fails periodically due to transient errors You need to ensure that Job! meets the following requirements
* Resumes processing from the point that Job1 failed
* Minimizes how long it takes to restart Job!
* Minimizes the costs to restart Job!
What should you do?
A. Decrease the retry interval.
B. Implement checkpointing.
C. Increase the minimum number of nodes in the cluster
D. Add an alert and manually restart Job1.
Solutions:
| Question 1 Answer: D | Question 2 Answer: D | Question 3 Answer: D | Question 4 Answer: C | Question 5 Answer: B |
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