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Databricks Databricks-Certified-Data-Engineer-Associate Dumps Questions Answers

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Databricks-Certified-Data-Engineer-Associate
Last Update: Jan 28, 2026
153 Questions Answers with Explanation Detail
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Exam Code:
Databricks-Certified-Data-Engineer-Associate
Total Questions:
153 Q&A's
Single Choice Questions:
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Multiple Choice Questions:
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  • Databricks Lakehouse Platform: Understanding the platform's architecture, workspace, and capabilities.
  • ELT with Spark SQL and Python: Building data pipelines using ETL (Extract, Transform, Load) processes with both SQL and Python code.
  • Incremental Data Processing: Implementing real-time and near-real-time data pipelines for streaming data.
  • Production Pipelines and Data Governance: Deploying and monitoring data pipelines and ensuring data security and compliance.

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Databricks Certified Data Engineer Associate Exam Questions and Answers

Questions 1

A Delta Live Table pipeline includes two datasets defined using STREAMING LIVE TABLE. Three datasets are defined against Delta Lake table sources using LIVE TABLE.

The table is configured to run in Production mode using the Continuous Pipeline Mode.

Assuming previously unprocessed data exists and all definitions are valid, what is the expected outcome after clicking Start to update the pipeline?

Options:

A.

All datasets will be updated at set intervals until the pipeline is shut down. The compute resources will persist to allow for additional testing.

B.

All datasets will be updated once and the pipeline will persist without any processing. The compute resources will persist but go unused.

C.

All datasets will be updated at set intervals until the pipeline is shut down. The compute resources will be deployed for the update and terminated when the pipeline is stopped.

D.

All datasets will be updated once and the pipeline will shut down. The compute resources will be terminated.

E.

All datasets will be updated once and the pipeline will shut down. The compute resources will persist to allow for additional testing.

Questions 2

A data engineer has been provided a PySpark DataFrame named df with columns product and revenue. The data engineer needs to compute complex aggregations to determine each product's total revenue, average revenue, and transaction count.

Which code snippet should the data engineer use?

A)

Databricks-Certified-Data-Engineer-Associate Question 2

B)

Databricks-Certified-Data-Engineer-Associate Question 2

C)

Databricks-Certified-Data-Engineer-Associate Question 2

D)

Databricks-Certified-Data-Engineer-Associate Question 2

Options:

A.

Option A

B.

Option B

C.

Option C

D.

Option D

Questions 3

A data engineer wants to schedule their Databricks SQL dashboard to refresh every hour, but they only want the associated SQL endpoint to be running when it is necessary. The dashboard has multiple queries on multiple datasets associated with it. The data that feeds the dashboard is automatically processed using a Databricks Job.

Which of the following approaches can the data engineer use to minimize the total running time of the SQL endpoint used in the refresh schedule of their dashboard?

Options:

A.

They can turn on the Auto Stop feature for the SQL endpoint.

B.

They can ensure the dashboard's SQL endpoint is not one of the included query's SQL endpoint.

C.

They can reduce the cluster size of the SQL endpoint.

D.

They can ensure the dashboard's SQL endpoint matches each of the queries' SQL endpoints.

E.

They can set up the dashboard's SQL endpoint to be serverless.

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