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

Exam Code: Databricks-Certified-Data-Engineer-Associate
Certification: Databricks Certification
Vendor: Databricks
Last Update: Dec 5, 2025
Questions: 153 With Expert Explanation
10  Customers Passed Databricks Databricks-Certified-Data-Engineer-Associate
88%  Average Success In Real Exam
91%  Questions came word by word from this dump
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Databricks Certified Data Engineer Associate Exam Questions and Answers

Questions 1

A data analysis team has noticed that their Databricks SQL queries are running too slowly when connected to their always-on SQL endpoint. They claim that this issue is present when many members of the team are running small queries simultaneously. They ask the data engineering team for help. The data engineering team notices that each of the team’s queries uses the same SQL endpoint.

Which of the following approaches can the data engineering team use to improve the latency of the team’s queries?

Options:

A.

They can increase the cluster size of the SQL endpoint.

B.

They can increase the maximum bound of the SQL endpoint’s scaling range.

C.

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

D.

They can turn on the Serverless feature for the SQL endpoint.

E.

They can turn on the Serverless feature for the SQL endpoint and change the Spot Instance Policy to “Reliability Optimized.”

Questions 2

Identify how the count_if function and the count where x is null can be used

Consider a table random_values with below data.

What would be the output of below query?

select count_if(col > 1) as count_a. count(*) as count_b.count(col1) as count_c from random_values col1

0

1

2

NULL -

2

3

Options:

A.

3 6 5

B.

4 6 5

C.

3 6 6

D.

4 6 6

Questions 3

An organization plans to share a large dataset stored in a Databricks workspace on AWS with a partner organization whose Databricks workspace is hosted on Azure. The data engineer wants to minimize data transfer costs while ensuring secure and efficient data sharing.

Which strategy will reduce data egress costs associated with cross-cloud data sharing?

Options:

A.

Sharing data via pre-signed URLs without monitoring egress costs

B.

Migrating the dataset to Cloudflare R2 object storage before sharing

C.

Configure VPN connection between AWS and Azure for faster data sharing

D.

Using Delta Sharing without any additional configurations

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