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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Deploy and manage data pipelines and workloads | 30-35% | - Lakehouse architecture operations
|
| Topic 2: Configure and manage Azure Databricks environments | 15-20% | - Workspace and compute configuration
|
| Topic 3: Prepare and process data | 30-35% | - Data quality and validation
|
| Topic 4: Secure and govern data using Unity Catalog | 15-20% | - Access control and policies
|
You have an Azure Databricks workspace that is enabled for Unity Catalog.
You need to profile a table to meet the following requirements:
The count of null values per column must be evaluated repeatedly as new records are added to the table.
Changes in the count of null values must be observable over the progression of the dataset.
Which type of profile should you create?
Correct Answer: C 🗳️
Explanation: Only visible for ITExamSimulator members. You can sign-up / login (it's free).
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?
Correct Answer: D 🗳️
Explanation: Only visible for ITExamSimulator 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: B 🗳️
Explanation: Only visible for ITExamSimulator members. You can sign-up / login (it's free).
You have an Azure Databricks workspace that is attached to a Unity Catalog metastore named metastore1.
Metastore1 contains a catalog named catalog 1.
You need to create a new schema named schema2 that meets the following requirements:
* Is contained in catalog1
* Uses abfss://containergstorageaccount.dfs.core.windows.net/data as the Managed location Which SQL statement should you execute?
Correct Answer: C 🗳️
Explanation: Only visible for ITExamSimulator members. You can sign-up / login (it's free).
You have an Azure Databricks workspace that is enabled for Unity Catalog.
You have a CSV file stored in an Azure Data Lake Storage Gen2 container.
You plan to ingest the data into an existing table by running the following SQL statement:
COPY INTO Customer
FROM ' abfss://[email protected]/data/customer ' FILEFORMAT = CSV; You need to ensure that the statement can access the data in the container.
What should you configure?
Correct Answer: D 🗳️
Explanation: Only visible for ITExamSimulator members. You can sign-up / login (it's free).
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