Last Updated: Aug 30, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Prepare and process data | 30-35% | - Data ingestion
|
| Secure and govern data using Unity Catalog | 15-20% | - Data governance fundamentals
|
| Configure and manage Azure Databricks environments | 15-20% | - Workspace and compute configuration
|
| Deploy and manage data pipelines and workloads | 30-35% | - Lakehouse architecture operations
|
Question 1
You have an Azure Databricks workspace that contains a Delta table named Table 1. Table 1 has accumulated obsolete files.
You need to reduce storage costs. The solution must preserve 30 days of time travel history. Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A. Run the vacuum command on Table1.
B. Reduce the deleted file retention period to one day.
C. Set the delta. logRetentionDuration table property to 30 days.
D. Run the OPTIMIZE command on Table1
E. Set the delta.deletedFileRetentionDuration table property to 10 days
Question 2
You need to configure compute for the ingestion of telemetry data. The solution must meet the data ingestion and processing requirements.
What should you do?
A. Enable Photon acceleration for a job compute cluster.
B. Move the ingestion pipelines to shared compute.
C. Disable autoscaling for a job compute cluster.
D. Increase an all-purpose cluster to a larger fixed node type.
Question 3
You have an Azure Databricks workspace that contains the objects shown in the following table.
Name | Type
Catalog1 | Catalog
Schema1 | Schema
Sales1 | Table
Notebook1 | Notebook
Space1 | AI/BI Genie space
Users often use the following words to refer to a sale: transaction, event, order, and invoice.
You need to create a knowledge store. The solution must ensure that when the users use any of the words in Space1, Genie queries the Sales1 table. Any other Genie spaces must remain unaffected.
To which object should you add the instructions?
A. Notebook1
B. Sales1
C. Schema1
D. Space1
Question 4
You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a managed Delta table named Payments.
Payments stores transaction data and contains a column named payment_amount of the Decimal data type.
You must enforce the following business rule:
payment_amount must be between 0 and 10,000, inclusive
You need to ensure that records that violate the rule are rejected when data is written to the Payments table.
What should you do?
A. Configure row-level security (RLS) to hide records that have invalid values.
B. Run SELECT statements to filter out records that have invalid values in payment_amount.
C. Add a CHECK constraint to payment_amount to enforce the allowed range.
D. Create a table update trigger.
Question 5
You have an Azure Databricks workspace that is enabled for Unity Catalog and contains:
* A catalog named Corpdb
* A schema named Finance in the Corpdb catalog
* A table named Sales in the Finance schema
You have a group named Analysts.
You assign the following permissions to Analysts:
* USE CATALOG on the Corpdb catalog
* USE SCHEMA on the Finance schema
* SELECT on the Sales table
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Solutions:
| Question 1 Answer: A,E | Question 2 Answer: A | Question 3 Answer: D | Question 4 Answer: C | Question 5 Answer: Only visible for members |
Marina
Ophelia
Shirley
Xaviera
Armstrong
Borg
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