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Databricks-Certified-Data-Engineer-Associate
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Databricks Certified Data Engineer Associate Exam
Last Update: Sep 14, 2025
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The Databricks Data Engineer exam evaluates proficiency in integrating artificial intelligence and machine learning algorithms within data workflows, focusing on implementing, optimizing, and interpreting AI models to enhance data analytics and insights on the Databricks platform.

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The Databricks Certified Data Engineer Associate exam is a certification test that validates a candidate's ability to perform data engineering tasks using the Databricks platform.

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Databricks Certified Data Engineer Associate Exam Questions and Answers

Questions 1

Identify a scenario to use an external table.

A Data Engineer needs to create a parquet bronze table and wants to ensure that it gets stored in a specific path in an external location.

Which table can be created in this scenario?

Options:

A.

An external table where the location is pointing to specific path in external location.

B.

An external table where the schema has managed location pointing to specific path in external location.

C.

A managed table where the catalog has managed location pointing to specific path in external location.

D.

A managed table where the location is pointing to specific path in external location.

Questions 2

Which of the following data lakehouse features results in improved data quality over a traditional data lake?

Options:

A.

A data lakehouse provides storage solutions for structured and unstructured data.

B.

A data lakehouse supports ACID-compliant transactions.

C.

A data lakehouse allows the use of SQL queries to examine data.

D.

A data lakehouse stores data in open formats.

E.

A data lakehouse enables machine learning and artificial Intelligence workloads.

Questions 3

A data engineer runs a statement every day to copy the previous day’s sales into the table transactions. Each day’s sales are in their own file in the location "/transactions/raw".

Today, the data engineer runs the following command to complete this task:

After running the command today, the data engineer notices that the number of records in table transactions has not changed.

Which of the following describes why the statement might not have copied any new records into the table?

Options:

A.

The format of the files to be copied were not included with the FORMAT_OPTIONS keyword.

B.

The names of the files to be copied were not included with the FILES keyword.

C.

The previous day’s file has already been copied into the table.

D.

The PARQUET file format does not support COPY INTO.

E.

The COPY INTO statement requires the table to be refreshed to view the copied rows.