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

Exam Code:
Databricks-Certified-Professional-Data-Engineer
Exam Name:
Databricks Certified Data Engineer Professional Exam
Certification:
Vendor:
Questions:
195
Last Updated:
Apr 17, 2026
Exam Status:
Stable
Databricks Databricks-Certified-Professional-Data-Engineer

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

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Databricks Certified Data Engineer Professional Exam Questions and Answers

Question 1

Which distribution does Databricks support for installing custom Python code packages?

Options:

A.

sbt

B.

CRAN

C.

CRAM

D.

nom

E.

Wheels

F.

jars

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Question 2

A data team is implementing an append-only Delta Lake pipeline that processes both batch and streaming data . They want to ensure that schema changes in the source data are automatically incorporated without breaking the pipeline.

Which configuration should the team use when writing data to the Delta table?

Options:

A.

ignoreChanges = false

B.

mergeSchema = true

C.

overwriteSchema = true

D.

validateSchema = false

Question 3

The business reporting tem requires that data for their dashboards be updated every hour. The total processing time for the pipeline that extracts transforms and load the data for their pipeline runs in 10 minutes.

Assuming normal operating conditions, which configuration will meet their service-level agreement requirements with the lowest cost?

Options:

A.

Schedule a jo to execute the pipeline once and hour on a dedicated interactive cluster.

B.

Schedule a Structured Streaming job with a trigger interval of 60 minutes.

C.

Schedule a job to execute the pipeline once hour on a new job cluster.

D.

Configure a job that executes every time new data lands in a given directory.