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Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

1. Which feature provides end-to-end tracking of data movement in Databricks?

A) Spark logs
B) Unity Catalog lineage
C) Cluster metrics
D) Query history only

2. Hotspot Question
You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1.
Job1 contains three tasks named Task1, Task2, and Task3.
If Task1 fails, Task2 and Task3 must be prevented from running. Successfully completed tasks must NOT rerun during recovery.
You need to configure Job1 to support controlled failure handling and recovery.
What should you configure? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

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

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

4. 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
LOCATION 'abfss://[email protected]/data';
D) CREATE SCHEMA catalog1.schema2
MANAGED LOCATION 'abfss://[email protected]/data';

5. You have an Azure Databricks workspace.
You have an Apache Spark Structured Streaming job named Job1 that processes data continuously and fails periodically due to transient errors.
You need to ensure that Job1 meets the following requirements:
- Resumes processing from the point that Job1 failed
- Minimizes how long it takes to restart Job1
- Minimizes the costs to restart Job1
What should you do?

A) Add an alert and manually restart Job1.
B) Implement checkpointing.
C) Increase the minimum number of nodes in the cluster.
D) Decrease the retry interval.

Solutions: