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Exam Code: Databricks-Certified-Data-Engineer-Associate Vendor: Databricks Name: Databricks Certified Data Engineer Associate Exam 230 Q&A with Explanation Last Update: Aug 2, 2026
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Databricks Certified Data Engineer Associate Exam Questions and Answers

Question 1

A data engineer has manually created several Databricks jobs and dashboards using the workspace UI. The team now wants to manage these resources as code using Declarative Automation Bundles, formerly known as Databricks Asset Bundles, store the configuration in a Git repository, and deploy changes through CI/CD.

Which approach converts the existing resources into a bundle project?

Options:

A.

Run databricks bundle generate for each existing resource, then use databricks bundle deployment bind to link the generated configuration to the corresponding existing workspace resource, and commit the bundle project to Git for CI/CD deployment.

B.

Use the Databricks REST API to export each job’s JSON definition, save the JSON files into a Git repository, and configure CI/CD to import them using the REST API during each deployment.

C.

Clone an empty Git repository into a Git folder, manually recreate each job and dashboard configuration in YAML by referencing the workspace UI, and then deploy with databricks bundle deploy.

D.

Run databricks bundle init to create a new bundle project, and then use databricks bundle deploy to automatically detect and import all existing workspace resources.

Question 2

A data engineer wants to create a relational object by pulling data from two tables. The relational object does not need to be used by other data engineers in other sessions. In order to save on storage costs, the data engineer wants to avoid copying and storing physical data.

Which of the following relational objects should the data engineer create?

Options:

A.

Spark SQL Table

B.

View

C.

Database

D.

Temporary view

E.

Delta Table

Question 3

A data engineer is building a Silver-layer pipeline that should execute only after the Bronze-layer table has been successfully updated with new records.

Which trigger type in Databricks Jobs is specifically designed to orchestrate this dependency by reacting to changes in the upstream Unity Catalog table?

Options:

A.

Table update trigger

B.

Continuous trigger

C.

Scheduled trigger

D.

File arrival trigger

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