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Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

1. You have an Azure Databricks workspace that is attached to a Unity Catalog metastore named metastore1, metastore1 contains a catalog named catalog1.
You need to create a new schema named schema2 that meets the following requirements:
- Is contained in catalog1
- Uses abfss://[email protected]/data as
the managed location
Which SQL statement should you execute?

A) CREATE SCHEMA catalog1.schema2
WITH DBPROPERTIES
(LOCATION-'abfss://[email protected]/data');
B) CREATE CATALOG schema2
MANAGED LOCATION 'abfss://[email protected]/data';
C) CREATE SCHEMA catalog1.schema2
MANAGED LOCATION 'abfss://[email protected]/data';
D) CREATE SCHEMA catalog1.schema2
LOCATION 'abfss://[email protected]/data';

2. Hotspot Question
You have an Azure Databricks workspace that is enabled for Unity Catalog.
You need to ensure that data lineage is captured and can be reviewed for tables accessed by Databricks notebooks and jobs. The solution must minimize administrative effort.
Which compute configuration should you use to capture the data lineage and what should you use to review the data lineage? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

3. Note: This section contains one or more sets of questions with the same scenario and problem. Each question presents a unique solution to the problem. You must determine whether the solution meets the stated goals. More than one solution in the set might solve the problem. It is also possible that none of the solutions in the set solve the problem.
After you answer a question in this section, you will NOT be able to return. As a result, these questions do not appear on the Review Screen.
You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a Delta table named Orders.
You load the Orders table into an Apache Spark DataFrame named df.
You need to create a DataFrame that excludes rows where the order amount is null.
Solution: You run the following expression.
df.fillna(0, subset=['order_amount'])
Does this meet the goal?

A) No
B) Yes

4. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains two catalogs named Catalog1 and Catalog2.
An external application uses a service principal named SP1 to connect to a SQL warehouse.
You need to ensure that SP1 can query the data in Catalog1 and Catalog2. The solution must follow the principle of least privilege.
Which permissions should you grant to SP1 for the catalogs?

A) USE CATALOG, USE SCHEMA, and SELECT
B) USE CATALOG and USE SCHEMA
C) USE SCHEMA and SELECT
D) USE CATALOG and SELECT

5. Which tool is best for continuous ingestion of files landing in Azure Data Lake?

A) Databricks Jobs
B) Azure Data Factory Copy Activity
C) Auto Loader
D) Azure Logic Apps

Solutions: