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Home > Databricks > Databricks Certifications > DATABRICKS-CERTIFIED-DATA-ENGINEER-ASSOCIATE
Databricks DATABRICKS-CERTIFIED-DATA-ENGINEER-ASSOCIATE  Exam Questions & Answers
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Databricks DATABRICKS-CERTIFIED-DATA-ENGINEER-ASSOCIATE Exam Questions & Answers


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  • Vendor: Databricks

    Exam Code: DATABRICKS-CERTIFIED-DATA-ENGINEER-ASSOCIATE

    Exam Name: Databricks Certified Data Engineer Associate

    Certification Provider: Databricks

    Total Questions: 196 Q&A ( View Details)

    Updated on: Jul 05, 2026

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DATABRICKS-CERTIFIED-DATA-ENGINEER-ASSOCIATE Online Practice Questions and Answers

Questions 1

A data analysis team has noticed that their Databricks SQL queries are running too slowly when connected to their always-on SQL endpoint. They claim that this issue is present when many members of the team are running small queries simultaneously. They ask the data engineering team for help. The data engineering team notices that each of the team's queries uses the same SQL endpoint.

Which of the following approaches can the data engineering team use to improve the latency of the team's queries?

A. They can increase the cluster size of the SQL endpoint.

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

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

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

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

Show Answer

Correct Answer: A

Explanation: When many users are running small queries simultaneously on a SQL endpoint, the database can become overloaded, causing slow query execution times. By increasing the cluster size of the SQL endpoint, the database can handle more simultaneous queries, resulting in faster query execution times.

Questions 2

Which of the following must be specified when creating a new Delta Live Tables pipeline?

A. A key-value pair configuration

B. The preferred DBU/hour cost

C. A path to cloud storage location for the written data

D. A location of a target database for the written data

E. At least one notebook library to be executed

Show Answer

Correct Answer: E

Explanation: https://docs.databricks.com/en/delta-live-tables/tutorial-pipelines.html

Questions 3

A data engineer has joined an existing project and they see the following query in the project repository:

CREATE STREAMING LIVE TABLE loyal_customers AS

SELECT customer_id FROM STREAM(LIVE.customers)

WHERE loyalty_level = 'high';

Which of the following describes why the STREAM function is included in the query?

A. The STREAM function is not needed and will cause an error.

B. The table being created is a live table.

C. The customers table is a streaming live table.

D. The customers table is a reference to a Structured Streaming query on a PySpark DataFrame.

E. The data in the customers table has been updated since its last run.

Show Answer More Questions

Correct Answer: C

https://docs.databricks.com/en/sql/load-data-streaming-table.html Load data into a streaming table

To create a streaming table from data in cloud object storage, paste the following into the query editor, and then click Run:

SQL

Copy to clipboardCopy

/* Load data from a volume */

CREATE OR REFRESH STREAMING TABLE AS SELECT * FROM STREAM

read_files('/Volumes/////')

/* Load data from an external location */

CREATE OR REFRESH STREAMING TABLE AS SELECT * FROM STREAM read_files('s3:////')

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