Expert Answers to Databricks Exam Databricks-Certified-Data-Engineer-Associate Questions

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Databricks Certification Databricks Certified Data Engineer Associate Exam

Databricks Certified Data Engineer Associate Exam

Last Update Nov 3, 2025
Total Questions : 109

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Questions 2

A data engineer is maintaining a data pipeline. Upon data ingestion, the data engineer notices that the source data is starting to have a lower level of quality. The data engineer would like to automate the process of monitoring the quality level.

Which of the following tools can the data engineer use to solve this problem?

Options:

Unity Catalog

Data Explorer

Delta Lake

Delta Live Tables

Auto Loader

Discussion 0

Questions 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:

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

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

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

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

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

Discussion 0

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Questions 4

A data engineer is using the following code block as part of a batch ingestion pipeline to read from a composable table:

Questions 4

Which of the following changes needs to be made so this code block will work when the transactions table is a stream source?

Options:

Replace predict with a stream-friendly prediction function

Replace schema(schema) with option ("maxFilesPerTrigger", 1)

Replace "transactions" with the path to the location of the Delta table

Replace format("delta") with format("stream")

Replace spark.read with spark.readStream

Discussion 0

Questions 5

A data engineer has a Python notebook in Databricks, but they need to use SQL to accomplish a specific task within a cell. They still want all of the other cells to use Python without making any changes to those cells.

Which of the following describes how the data engineer can use SQL within a cell of their Python notebook?

Options:

It is not possible to use SQL in a Python notebook

They can attach the cell to a SQL endpoint rather than a Databricks cluster

They can simply write SQL syntax in the cell

They can add %sql to the first line of the cell

They can change the default language of the notebook to SQL

Discussion 0

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