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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:
Databricks Certification
Vendor:
Databricks
Questions:
153
Last Updated:
Nov 24, 2025
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

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Question 1

A Databricks workflow fails at the last stage due to an error in a notebook. This workflow runs daily. The data engineer fixes the mistake and wants to rerun the pipeline. This workflow is very costly and time-intensive to run.

Which action should the data engineer do in order to minimise downtime and cost?

Options:

A.

Switch to another cluster

B.

Repair run

C.

Re-run the entire workflow

D.

Restart the cluster

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Question 2

Which of the following describes a benefit of creating an external table from Parquet rather than CSV when using a CREATE TABLE AS SELECT statement?

Options:

A.

Parquet files can be partitioned

B.

CREATE TABLE AS SELECT statements cannot be used on files

C.

Parquet files have a well-defined schema

D.

Parquet files have the ability to be optimized

E.

Parquet files will become Delta tables

Question 3

A single Job runs two notebooks as two separate tasks. A data engineer has noticed that one of the notebooks is running slowly in the Job’s current run. The data engineer asks a tech lead for help in identifying why this might be the case.

Which of the following approaches can the tech lead use to identify why the notebook is running slowly as part of the Job?

Options:

A.

They can navigate to the Runs tab in the Jobs UI to immediately review the processing notebook.

B.

They can navigate to the Tasks tab in the Jobs UI and click on the active run to review the processing notebook.

C.

They can navigate to the Runs tab in the Jobs UI and click on the active run to review the processing notebook.

D.

There is no way to determine why a Job task is running slowly.

E.

They can navigate to the Tasks tab in the Jobs UI to immediately review the processing notebook.

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