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Databricks Certified Data Engineer Professional Sample Questions:

1. A junior developer complains that the code in their notebook isn't producing the correct results in the development environment. A shared screenshot reveals that while they're using a notebook versioned with Databricks Repos, they're using a personal branch that contains old logic. The desired branch named dev-2.3.9 is not available from the branch selection dropdown.
Which approach will allow this developer to review the current logic for this notebook?

A) Use Repos to pull changes from the remote Git repository and select the dev-2.3.9 branch.
B) Merge all changes back to the main branch in the remote Git repository and clone the repo again
C) Use Repos to checkout the dev-2.3.9 branch and auto-resolve conflicts with the current branch
D) Use Repos to merge the current branch and the dev-2.3.9 branch, then make a pull request to sync with the remote repository
E) Use Repos to make a pull request use the Databricks REST API to update the current branch to dev-2.3.9

2. The data engineer team has been tasked with configured connections to an external database that does not have a supported native connector with Databricks. The external database already has data security configured by group membership. These groups map directly to user group already created in Databricks that represent various teams within the company. A new login credential has been created for each group in the external database. The Databricks Utilities Secrets module will be used to make these credentials available to Databricks users. Assuming that all the credentials are configured correctly on the external database and group membership is properly configured on Databricks, which statement describes how teams can be granted the minimum necessary access to using these credentials?

A) "Read" permissions should be set on a secret scope containing only those credentials that will be used by a given team.
B) No additional configuration is necessary as long as all users are configured as administrators in the workspace where secrets have been added.
C) "Read'' permissions should be set on a secret key mapped to those credentials that will be used by a given team.
D) "Manage" permission should be set on a secret scope containing only those credentials that will be used by a given team.

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

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?

A) The write will insert all records except those that violate the table constraints; the violating records will be recorded to a quarantine table.
B) The write will fail when the violating record is reached; any records previously processed will be recorded to the target table.
C) The write will insert all records except those that violate the table constraints; the violating records will be reported in a warning log.
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 fail completely because of the constraint violation and no records will be inserted into the target table.

4. Assuming that the Databricks CLI has been installed and configured correctly, which Databricks CLI command can be used to upload a custom Python Wheel to object storage mounted with the DBFS for use with a production job?

A) workspace
B) libraries
C) jobs
D) fs
E) configure

5. A data engineer, User A, has promoted a new pipeline to production by using the REST API to programmatically create several jobs. A DevOps engineer, User B, has configured an external orchestration tool to trigger job runs through the REST API. Both users authorized the REST API calls using their personal access tokens.
Which statement describes the contents of the workspace audit logs concerning these events?

A) Because User A created the jobs, their identity will be associated with both the job creation Get Latest & Actual Certified-Data-Engineer-Professional Exam's Question and Answers from events and the job run events.
B) Because the REST API was used for job creation and triggering runs, a Service Principal will be automatically used to identity these events.
C) Because the REST API was used for job creation and triggering runs, user identity will not be captured in the audit logs.
D) Because User B last configured the jobs, their identity will be associated with both the job creation events and the job run events.
E) Because these events are managed separately, User A will have their identity associated with the job creation events and User B will have their identity associated with the job run events.

Solutions: