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Databricks Databricks-Certified-Data-Engineer-Associate Exam With Confidence Using Practice Dumps

Exam Code:
Databricks-Certified-Data-Engineer-Associate
Exam Name:
Databricks Certified Data Engineer Associate Exam
Certification:
Vendor:
Questions:
153
Last Updated:
Jan 19, 2026
Exam Status:
Stable
Databricks Databricks-Certified-Data-Engineer-Associate

Databricks-Certified-Data-Engineer-Associate: Databricks Certification Exam 2025 Study Guide Pdf and Test Engine

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Databricks Certified Data Engineer Associate Exam Questions and Answers

Question 1

A data analyst has a series of queries in a SQL program. The data analyst wants this program to run every day. They only want the final query in the program to run on Sundays. They ask for help from the data engineering team to complete this task.

Which of the following approaches could be used by the data engineering team to complete this task?

Options:

A.

They could submit a feature request with Databricks to add this functionality.

B.

They could wrap the queries using PySpark and use Python’s control flow system to determine when to run the final query.

C.

They could only run the entire program on Sundays.

D.

They could automatically restrict access to the source table in the final query so that it is only accessible on Sundays.

E.

They could redesign the data model to separate the data used in the final query into a new table.

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Question 2

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

CONSTRAINT valid_timestamp EXPECT (timestamp > '2020-01-01') ON VIOLATION DROP ROW

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

Options:

A.

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

B.

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

C.

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

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 cause the job to fail.

Question 3

The Delta transaction log for the ‘students’ tables is shown using the ‘DESCRIBE HISTORY students’ command. A Data Engineer needs to query the table as it existed before the UPDATE operation listed in the log.

Which command should the Data Engineer use to achieve this? (Choose two.)

Options:

A.

SELECT * FROM students@v4

B.

SELECT * FROM students TIMESTAMP AS OF ‘2024-04-22T 14:32:47.000+00:00’

C.

SELECT * FROM students FROM HISTORY VERSION AS OF 3

D.

SELECT * FROM students VERSION AS OF 5

E.

SELECT * FROM students TIMESTAMP AS OF ‘2024-04-22T 14:32:58.000+00:00’