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  • Exam Name: Databricks Certified Data Engineer Associate Exam
  • Last Update: 23-Jul-2024
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Databricks-Certified-Data-Engineer-Associate Questions and Answers

Question # 1

A data engineer is attempting to drop a Spark SQL table my_table. The data engineer wants to delete all table metadata and data.

They run the following command:

DROP TABLE IF EXISTS my_table

While the object no longer appears when they run SHOW TABLES, the data files still exist.

Which of the following describes why the data files still exist and the metadata files were deleted?

A.

The table’s data was larger than 10 GB

B.

The table’s data was smaller than 10 GB

C.

The table was external

D.

The table did not have a location

E.

The table was managed

Question # 2

A Delta Live Table pipeline includes two datasets defined using STREAMING LIVE TABLE. Three datasets are defined against Delta Lake table sources using LIVE TABLE.

The table is configured to run in Production mode using the Continuous Pipeline Mode.

Assuming previously unprocessed data exists and all definitions are valid, what is the expected outcome after clicking Start to update the pipeline?

A.

All datasets will be updated at set intervals until the pipeline is shut down. The compute resources will persist to allow for additional testing.

B.

All datasets will be updated once and the pipeline will persist without any processing. The compute resources will persist but go unused.

C.

All datasets will be updated at set intervals until the pipeline is shut down. The compute resources will be deployed for the update and terminated when the pipeline is stopped.

D.

All datasets will be updated once and the pipeline will shut down. The compute resources will be terminated.

E.

All datasets will be updated once and the pipeline will shut down. The compute resources will persist to allow for additional testing.

Question # 3

Which of the following is hosted completely in the control plane of the classic Databricks architecture?

A.

Worker node

B.

JDBC data source

C.

Databricks web application

D.

Databricks Filesystem

E.

Driver node

Question # 4

A data engineering team has noticed that their Databricks SQL queries are running too slowly when they are submitted to a non-running SQL endpoint. The data engineering team wants this issue to be resolved.

Which of the following approaches can the team use to reduce the time it takes to return results in this scenario?

A.

They can turn on the Serverless feature for the SQL endpoint and change the Spot Instance Policy to "Reliability Optimized."

B.

They can turn on the Auto Stop feature for the SQL endpoint.

C.

They can increase the cluster size of the SQL endpoint.

D.

They can turn on the Serverless feature for the SQL endpoint.

E.

They can increase the maximum bound of the SQL endpoint's scaling range

Question # 5

A dataset has been defined using Delta Live Tables and includes an expectations clause:

CONSTRAINT valid_timestamp EXPECT (timestamp > '2020-01-01') ON VIOLATION FAIL UPDATE

What is the expected behavior when a batch of data containing data that violates these constraints is processed?

A.

Records that violate the expectation are dropped from the target dataset and recorded as invalid in the event log.

B.

Records that violate the expectation cause the job to fail.

C.

Records that violate the expectation are dropped from the target dataset and loaded into a quarantine table.

D.

Records that violate the expectation are added to the target dataset and recorded as invalid in the event log.

E.

Records that violate the expectation are added to the target dataset and flagged as invalid in a field added to the target dataset.

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