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Databricks Updated Databricks-Certified-Professional-Data-Engineer Exam Questions and Answers by yusha

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Databricks Databricks-Certified-Professional-Data-Engineer Exam Overview :

Exam Name: Databricks Certified Data Engineer Professional Exam
Exam Code: Databricks-Certified-Professional-Data-Engineer Dumps
Vendor: Databricks Certification: Databricks Certification
Questions: 195 Q&A's Shared By: yusha
Question 8

The DevOps team has configured a production workload as a collection of notebooks scheduled to run daily using the Jobs Ul. A new data engineering hire is onboarding to the team and has requested access to one of these notebooks to review the production logic.

What are the maximum notebook permissions that can be granted to the user without allowing accidental changes to production code or data?

Options:

A.

Can manage

B.

Can edit

C.

Can run

D.

Can Read

Discussion
Question 9

The security team is exploring whether or not the Databricks secrets module can be leveraged for connecting to an external database.

After testing the code with all Python variables being defined with strings, they upload the password to the secrets module and configure the correct permissions for the currently active user. They then modify their code to the following (leaving all other variables unchanged).

Questions 9

Which statement describes what will happen when the above code is executed?

Options:

A.

The connection to the external table will fail; the string "redacted" will be printed.

B.

An interactive input box will appear in the notebook; if the right password is provided, the connection will succeed and the encoded password will be saved to DBFS.

C.

An interactive input box will appear in the notebook; if the right password is provided, the connection will succeed and the password will be printed in plain text.

D.

The connection to the external table will succeed; the string value of password will be printed in plain text.

E.

The connection to the external table will succeed; the string "redacted" will be printed.

Discussion
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Elis Dec 28, 2025
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Angus Dec 24, 2025
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Question 10

When scheduling Structured Streaming jobs for production, which configuration automatically recovers from query failures and keeps costs low?

Options:

A.

Cluster: New Job Cluster;

Retries: Unlimited;

Maximum Concurrent Runs: Unlimited

B.

Cluster: New Job Cluster;

Retries: None;

Maximum Concurrent Runs: 1

C.

Cluster: Existing All-Purpose Cluster;

Retries: Unlimited;

Maximum Concurrent Runs: 1

D.

Cluster: New Job Cluster;

Retries: Unlimited;

Maximum Concurrent Runs: 1

E.

Cluster: Existing All-Purpose Cluster;

Retries: None;

Maximum Concurrent Runs: 1

Discussion
Question 11

A CHECK constraint has been successfully added to the Delta table named activity_details using the following logic:

Questions 11

A batch job is attempting to insert new records to the table, including a record where latitude = 45.50 and longitude = 212.67.

Which statement describes the outcome of this batch insert?

Options:

A.

The write will fail when the violating record is reached; any records previously processed will be recorded to the target table.

B.

The write will fail completely because of the constraint violation and no records will be inserted into the target table.

C.

The write will insert all records except those that violate the table constraints; the violating records will be recorded to a quarantine table.

D.

The write will include all records in the target table; any violations will be indicated in the boolean column named valid_coordinates.

E.

The write will insert all records except those that violate the table constraints; the violating records will be reported in a warning log.

Discussion
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