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Databricks Databricks-Certified-Data-Engineer-Associate Exam With Confidence Using Practice Dumps

Exam Code:
Databricks-Certified-Data-Engineer-Associate
Exam Name:
Databricks Certified Data Engineer Associate Exam
Certification:
Vendor:
Questions:
153
Last Updated:
Nov 12, 2025
Exam Status:
Stable
Databricks Databricks-Certified-Data-Engineer-Associate

Databricks-Certified-Data-Engineer-Associate: Databricks Certification Exam 2025 Study Guide Pdf and Test Engine

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Databricks Certified Data Engineer Associate Exam Questions and Answers

Question 1

An engineering manager uses a Databricks SQL query to monitor ingestion latency for each data source. The manager checks the results of the query every day, but they are manually rerunning the query each day and waiting for the results.

Which of the following approaches can the manager use to ensure the results of the query are updated each day?

Options:

A.

They can schedule the query to refresh every 1 day from the SQL endpoint's page in Databricks SQL.

B.

They can schedule the query to refresh every 12 hours from the SQL endpoint's page in Databricks SQL.

C.

They can schedule the query to refresh every 1 day from the query's page in Databricks SQL.

D.

They can schedule the query to run every 1 day from the Jobs UI.

E.

They can schedule the query to run every 12 hours from the Jobs UI.

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Question 2

A Databricks workflow fails at the last stage due to an error in a notebook. This workflow runs daily. The data engineer fixes the mistake and wants to rerun the pipeline. This workflow is very costly and time-intensive to run.

Which action should the data engineer do in order to minimise downtime and cost?

Options:

A.

Switch to another cluster

B.

Repair run

C.

Re-run the entire workflow

D.

Restart the cluster

Question 3

In which of the following scenarios should a data engineer use the MERGE INTO command instead of the INSERT INTO command?

Options:

A.

When the location of the data needs to be changed

B.

When the target table is an external table

C.

When the source table can be deleted

D.

When the target table cannot contain duplicate records

E.

When the source is not a Delta table