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Databricks-Certified-Data-Engineer-Associate pdf

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Total Questions : 108 With Comprehensive Analysis

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Databricks Certified Data Engineer Associate Exam

Last Update Jul 29, 2025
Total Questions : 108 With Comprehensive Analysis

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Databricks Certified Data Engineer Associate Exam Questions and Answers

Questions 1

A data engineer needs to apply custom logic to string column city in table stores for a specific use case. In order to apply this custom logic at scale, the data engineer wants to create a SQL user-defined function (UDF).

Which of the following code blocks creates this SQL UDF?

Options:

A.

B.

C.

D.

E.

Questions 2

Which of the following code blocks will remove the rows where the value in column age is greater than 25 from the existing Delta table my_table and save the updated table?

Options:

A.

SELECT * FROM my_table WHERE age > 25;

B.

UPDATE my_table WHERE age > 25;

C.

DELETE FROM my_table WHERE age > 25;

D.

UPDATE my_table WHERE age <= 25;

E.

DELETE FROM my_table WHERE age <= 25;

Questions 3

In order for Structured Streaming to reliably track the exact progress of the processing so that it can handle any kind of failure by restarting and/or reprocessing, which of the following two approaches is used by Spark to record the offset range of the data being processed in each trigger?

Options:

A.

Checkpointing and Write-ahead Logs

B.

Structured Streaming cannot record the offset range of the data being processed in each trigger.

C.

Replayable Sources and Idempotent Sinks

D.

Write-ahead Logs and Idempotent Sinks

E.

Checkpointing and Idempotent Sinks

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