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:

Databricks Certification

Vendor:

Databricks

Questions:

202

Last Updated:

May 15, 2026

Exam Status:

Stable

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

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Question 1

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

Options:

sbt

CRAN

CRAM

nom

Wheels

jars

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Question 2

A junior data engineer has been asked to develop a streaming data pipeline with a grouped aggregation using DataFrame df. The pipeline needs to calculate the average humidity and average temperature for each non-overlapping five-minute interval. Incremental state information should be maintained for 10 minutes for late-arriving data.

Streaming DataFrame df has the following schema:

"device_id INT, event_time TIMESTAMP, temp FLOAT, humidity FLOAT"

Code block:

Choose the response that correctly fills in the blank within the code block to complete this task.

Options:

withWatermark("event_time", "10 minutes")

awaitArrival("event_time", "10 minutes")

await("event_time + ‘10 minutes'")

slidingWindow("event_time", "10 minutes")

delayWrite("event_time", "10 minutes")

Question 3

A data engineer wants to join a stream of advertisement impressions (when an ad was shown) with another stream of user clicks on advertisements to correlate when impression led to monitizable clicks.