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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Secure and govern data using Unity Catalog | 15-20% | - Access control and policies
|
| Topic 2: Configure and manage Azure Databricks environments | 15-20% | - Security and authentication setup
|
| Topic 3: Prepare and process data | 30-35% | - Data transformation and modeling
|
| Topic 4: Deploy and manage data pipelines and workloads | 30-35% | - Pipeline design and orchestration
|
1. You have an Azure Databricks workspace that contains an all-purpose cluster named Cluster! You need to configure Cluster1 to meet the following requirements;
* The cluster must scale up automatically when workloads increase.
* The cluster must scale down automatically when workloads decrease.
The solution must minimize costs.
Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A) Apply a compute policy that enables users to manage the cluster settings.
B) Specify a fixed number of workers.
C) Disable Photon acceleration.
D) Configure Cluster1 to terminate after 30 minutes of inactivity.
E) Enable autoscaling for Cluster1.
2. You need to develop the task logic for a new job in Lakeflow Jobs that processes telemetry data.
Each task must contain only the appropriate logic for its step in the pipeline. The solution must support the planned changes and meet the data ingestion and processing requirements.
What should you do?
A) Use a single Databricks notebook task that performs ingestion, cleansing, and curation in one script.
B) Create separate tasks for ingestion, cleansing, and curation.
C) Create three tasks that each contains the identical logic and use task retries.
D) Use a single SQL task that performs ingestion, cleansing, and curation by running merge commands.
3. You use Declarative Automation Bundles to manage two jobs and an app.
You need to deploy the bundle to development and production environments. The solution must meet the following requirements:
* Deploy the app to both environments.
* Deploy only one job to development.
* Minimize administrative effort.
What should you use?
A) a resources node in a databricks.yml file
B) a targets node in a databricks.yml file
C) a variables node in a databricks.yml file
D) separate databricks.yml files for each environment
4. You have an Azure Databricks workspace named Workspace1 that contains a lakehouse 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 foreign catalog in Catalog Explorer.
Does this meet the goal?
A) No
B) Yes
5. You use Databricks Asset Bundles to manage two jobs and an app.
You need to deploy the bundle to development and production environments. The solution must meet the following requirements
* Deploy the app to both environments.
* Deploy only one job to development.
* Minimize administrative effort.
What should you use?
A) a resources node in a databricks.yml file
B) a targets node in a databricks.yml file
C) a variables node in a databricks.yml file
D) separate databricks.yml files for each environment
Solutions:
| Question # 1 Answer: D,E | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: B |
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