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Databricks · DB-DEA · Associate

Databricks Certified Data Engineer Associate

Validates skills in using the Databricks Lakehouse Platform for data engineering tasks including ETL, Delta Lake, and pipeline orchestration. 45+ AI-generated practice questions with explanations. Free trial, pass guarantee.

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45 Questions
90min Time Limit
70/ 100 Pass Score
$200 Exam Fee

About the exam

The Databricks Certified Data Engineer Associate exam tests your ability to use the Databricks Lakehouse Platform for common data engineering tasks. It covers building ETL pipelines with Spark SQL and PySpark, managing data with Delta Lake, orchestrating workflows, and applying governance through Unity Catalog. The exam targets engineers who work with production data pipelines on Databricks daily.

What's on the exam

The exam consists of 45 scored multiple-choice questions to be completed in 90 minutes. No test aids are allowed. Some unscored pilot questions may be included and do not affect your score. Additional time is built in for unscored content. The exam is delivered online or at a Pearson VUE test center. Databricks does not publish an official passing score. The displayed score is a conservative estimate based on industry standards.

Databricks Intelligence Platform 10%

Databricks workspace architecture, cluster management, notebooks, repos, and platform navigation.

Development and Ingestion 30%

Data ingestion with Auto Loader, COPY INTO, Delta Live Tables, and structured streaming for batch and real-time data pipelines.

Data Processing and Transformations 31%

Spark SQL and PySpark transformations, joins, aggregations, window functions, UDFs, and Delta Lake operations including merge, update, and delete.

Productionizing Data Pipelines 18%

Databricks Workflows, job orchestration, task dependencies, error handling, monitoring, and production deployment patterns.

Data Governance and Quality 11%

Unity Catalog, data access controls, data lineage, data quality with expectations, and managing metadata.

What to expect

multiple choice
100%

Where candidates struggle

Many candidates underestimate the Delta Lake internals section. Know the difference between COPY INTO and Auto Loader, understand merge operations deeply, and be comfortable with structured streaming checkpoints. Unity Catalog permissions and data lineage questions are increasingly common. Do not skip the Databricks Workflows section, as pipeline orchestration questions carry real weight.

Exam logistics

Registration fee is $200 USD. The exam is available in English, Japanese, Portuguese (BR), and Korean. No prerequisites are required, though hands-on experience is strongly recommended. Certification is valid for 2 years. To recertify, you must pass the current version of the exam.

Delivery Online proctored or test center
Retake policy No mandatory waiting period. Retake fee applies.
Validity 2 years
Career outcomes Databricks Data Engineer, Data Platform Engineer, ETL Developer, Lakehouse Engineer
Renewal Recertification required every 2 years by taking the current exam version.
Study time ~80 hours
Official guide View on vendor site

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