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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:
Databricks Certification
Vendor:
Databricks
Questions:
230
Last Updated:
Aug 13, 2026
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

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Question 1

A data engineering team ingests customer transaction data from three enterprise sources: a SQL database, Amazon S3, and an Apache Kafka stream. The data must maintain lineage and support compliance audits that require access to historical snapshots.

Which Lakeflow Connect configuration satisfies both the governance and audit requirements?

Options:

A.

Use a single connector with batch scheduling, a shared Unity Catalog schema, and incremental snapshots stored externally.

B.

Use a single Lakeflow connector for all three sources, write directly to Delta tables, and disable table versioning to reduce storage costs.

C.

Use separate connectors with full-load synchronization only, archive historical data separately, and create external tables for audit queries.

D.

Use separate connectors for each source, source-appropriate incremental processing, individual Unity Catalog schemas, and retained Delta table versions for audit compliance.

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Question 2

A data engineer is setting up access control in Unity Catalog and needs to ensure that a group of data analysts can query tables but not modify data.

Which permission should the data engineer grant to the data analysts?

Options:

A.

SELECT

B.

INSERT

C.

MODIFY

D.

ALL PRIVILEGES

Question 3

The Delta transaction log for the ‘students’ tables is shown using the ‘DESCRIBE HISTORY students’ command. A Data Engineer needs to query the table as it existed before the UPDATE operation listed in the log.

Which command should the Data Engineer use to achieve this? (Choose two.)

Options:

A.

SELECT * FROM students@v4

B.

SELECT * FROM students TIMESTAMP AS OF ‘2024-04-22T 14:32:47.000+00:00’

C.

SELECT * FROM students FROM HISTORY VERSION AS OF 3

D.

SELECT * FROM students VERSION AS OF 5

E.

SELECT * FROM students TIMESTAMP AS OF ‘2024-04-22T 14:32:58.000+00:00’

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