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Exam Code: Databricks-Certified-Data-Engineer-Associate Vendor: Databricks Name: Databricks Certified Data Engineer Associate Exam 230 Q&A with Explanation Last Update: Aug 30, 2026
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Databricks-Certified-Data-Engineer-Associate FAQs

In the Databricks-Certified-Data-Engineer-Associate Exam, cloud computing is central, focusing on how data engineers leverage cloud environments for scalable data processing, storage, and analytics, using Databricks’ cloud-based platform to execute big data tasks efficiently and effectively.

The Databricks certification assesses one's ability to collaborate in team settings, emphasizing skills in shared project management, effective communication in data-driven environments, and utilizing collaborative tools within the Databricks platform for joint data engineering tasks.

The Databricks Data Engineer exam evaluates proficiency in integrating artificial intelligence and machine learning algorithms within data workflows, focusing on implementing, optimizing, and interpreting AI models to enhance data analytics and insights on the Databricks platform.

The Databricks certification equips candidates with skills to tackle big data challenges in business, focusing on efficient data processing, analytics scalability, and real-time insight extraction using Databricks' unified analytics platform for robust, enterprise-level data solutions.

The Databricks Certified Data Engineer Associate exam is a certification test that validates a candidate's ability to perform data engineering tasks using the Databricks platform.

The exam is 90 minutes long and consists of multiple-choice and multiple-response questions.

With this certification, you can pursue roles such as Data Engineer, ETL Developer, Data Analyst, and Big Data Engineer.

Professionals with a Databricks certification typically see a salary increase, with average salaries ranging from $90,000 to $120,000 annually, depending on experience and location.

Benefits include validation of your data engineering skills, improved job opportunities, higher earning potential, and recognition in the field of data engineering.

The certification demonstrates your expertise in data engineering on the Databricks platform, which can lead to career growth opportunities, such as promotions, more advanced roles, and specialized positions in data engineering.

The exam evaluates your core data engineering capabilities across four key domains: Databricks Lakehouse Platform basics (24%), Data Manipulation with Delta Lake & SQL/Python (29%), Incremental Data Processing with Structured Streaming & Auto Loader (22%), and Production Pipelines with Delta Live Tables and Jobs (25%). Understanding these topic weightages helps you prioritize high yield areas during your preparation.

Scenario based questions test your ability to choose the most appropriate solution for a data engineering problem. Instead of only reading study material, practice building and managing data pipelines, working with Delta Lake, and performing data transformations. Understanding why a solution works is more valuable than simply remembering the correct answer.

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Databricks Certified Data Engineer Associate Exam Questions and Answers

Questions 1

A data engineering team needs to incrementally ingest customer transactions from a SaaS application into the Databricks Data Intelligence Platform with the following capabilities:

    Built-in change data capture, including updates and deletes

    Automatic schema evolution

    Serverless execution with retries and minimal maintenance

    OAuth support and basic monitoring

Which solution meets all the requirements?

Options:

A.

Use a Lakeflow Connect standard connector, implement MERGE-based CDC, schema evolution, and retries in workflows, and create a dedicated monitoring dashboard.

B.

Use Auto Loader on exported SaaS files and a Lakeflow Spark Declarative Pipeline that calls the SaaS APIs, handling CDC, schema changes, OAuth, and retries in custom code.

C.

Schedule regional batch jobs that call SaaS REST APIs and write directly to Silver tables using custom CDC and schema-evolution logic.

D.

Use a Lakeflow Connect managed connector for the SaaS application with built-in CDC, schema evolution, OAuth, and serverless compute with retries, and process the data downstream using Lakeflow Spark Declarative Pipelines.

Questions 2

Which two components function in the DB platform architecture’s control plane? (Choose two.)

Options:

A.

Virtual Machines

B.

Compute Orchestration

C.

Serverless Compute

D.

Compute

E.

Unity Catalog

Questions 3

A new data engineering team team has been assigned to an ELT project. The new data engineering team will need full privileges on the table sales to fully manage the project.

Which of the following commands can be used to grant full permissions on the database to the new data engineering team?

Options:

A.

GRANT ALL PRIVILEGES ON TABLE sales TO team;

B.

GRANT SELECT CREATE MODIFY ON TABLE sales TO team;

C.

GRANT SELECT ON TABLE sales TO team;

D.

GRANT USAGE ON TABLE sales TO team;

E.

GRANT ALL PRIVILEGES ON TABLE team TO sales;