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Databricks Certified Data Engineer Associate : Databricks-Certified-Data-Engineer-Associate Exam

Databricks-Certified-Data-Engineer-Associate Exam Questions
  • Exam Code: Databricks-Certified-Data-Engineer-Associate
  • Exam Name: Databricks Certified Data Engineer Associate Exam
  • Updated: Oct 16, 2026
  • Q & A: 322 Questions and Answers
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About Databricks Databricks-Certified-Data-Engineer-Associate Exam Braindumps

Databricks Certified Data Engineer Associate Exam is a vendor-neutral certification program, which means that it is not tied to any specific technology or vendor. This makes it an ideal certification program for individuals who want to demonstrate their expertise in data engineering using Databricks, regardless of the technology or vendor they work with.

Reference: https://www.databricks.com/learn/certification/data-engineer-associate

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Databricks Databricks-Certified-Data-Engineer-Associate exam demo

Databricks Databricks-Certified-Data-Engineer-Associate Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Ingestion and ELT Development- ETL patterns and transformations
- Data ingestion using Spark SQL and PySpark
- Handling structured and semi-structured data
Topic 2: Databricks Lakehouse Platform Fundamentals- Workspace, architecture, and core platform concepts
- Clusters, notebooks, and basic Databricks environment usage
Topic 3: Productionizing Data Pipelines- Databricks Workflows / Jobs orchestration
- Scheduling and monitoring jobs
- Pipeline deployment and operationalization
Topic 4: Data Governance and Quality- Data quality concepts and management
- Data access control and governance
- Unity Catalog basics
Topic 5: Data Processing and Transformations- Delta Lake fundamentals (tables, transactions, optimization)
- User-defined functions (UDFs)
- Apache Spark SQL operations (joins, aggregations, filtering)
- PySpark DataFrame transformations

Databricks Certified Data Engineer Associate Sample Questions:

Question #1

A data engineer has left the organization. The data team needs to transfer ownership of the data engineer's Delta tables to a new data engineer. The new data engineer is the lead engineer on the data team.
Assuming the original data engineer no longer has access, which of the following individuals must be the one to transfer ownership of the Delta tables in Data Explorer?

  • A. New lead data engineer
  • B. Databricks account representative
  • C. Original data engineer
  • D. Workspace administrator
  • E. This transfer is not possible
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Question #2

A data engineer is developing a small proof of concept in a notebook. When running the entire notebook, the Cluster usage spikes. The data engineer wants to keep the development requirements and get real-time results. Which Cluster meets these requirements?

  • A. All-Purpose Cluster with a large fixed memory size
  • B. Job Cluster with autoscaling enabled
  • C. Job Cluster with Photon enabled and autoscaling
  • D. All Purpose Cluster with autoscaling
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).

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.)

  • A. SELECT * FROM students TIMESTAMP AS OF '2024-04-22T14:32:47.000+00:00'
  • B. SELECT * FROM students VERSION AS OF 5
  • C. SELECT * FROM students FROM HISTORY VERSION AS OF 3
  • D. SELECT * FROM students TIMESTAMP AS OF '2024-04-22T14:32:58.000+00:00'
  • E. SELECT * FROM students@v4
Reveal Solution  Discussion  0

Correct Answer: A,E  🗳️

Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).

Question #4

Which of the following data workloads will utilize a Gold table as its source?

  • A. A job that enriches data by parsing its timestamps into a human-readable format
  • B. A job that cleans data by removing malformatted records
  • C. A job that queries aggregated data designed to feed into a dashboard
  • D. A job that ingests raw data from a streaming source into the Lakehouse
  • E. A job that aggregates uncleaned data to create standard summary statistics
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Question #5

A data engineer is writing a script that is meant to ingest new data from cloud storage. In the event of the Schema change, the ingestion should fail. It should fail until the changes downstream source can be found and verified as intended changes. Which command will meet the requirements?

  • A. rescue
  • B. addNewColumns
  • C. failOnNewColumns
  • D. none
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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