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In 2026, study material should be easy to work with, not another obstacle. Exams4sures keeps the Databricks Certified Data Engineer Associate package simple — 322 practice questions in clean formats that get out of your way while you learn.

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

Certification Vendor:Databricks
Exam Name:Databricks Certified Data Engineer Associate Exam
Exam Number:Databricks-Certified-Data-Engineer-Associate
Exam Format:Proctored, Multiple choice
Exam Price:200 USD
Exam Duration:90 minutes
Available Languages:Japanese, English, Portuguese (Brazil), Korean
Related Certifications:Databricks Certified Data Analyst Associate
Databricks Certified Data Engineer Professional
Real Exam Qty:45
Passing Score:Not publicly disclosed, approximately 70%
Certificate Validity Period:2 years
Recommended Training:Databricks Academy - Data Engineer Associate Learning Path
Databricks Documentation
Exam Registration:Official Registration
Sample Questions: DOWNLOAD DEMO
Exam Way:Online proctored or in-person at authorized test centers
Pre Condition:No mandatory prerequisites; 6+ months hands-on experience with Databricks and data engineering tasks recommended
Official Syllabus URL:https://www.databricks.com/learn/certification/data-engineer-associate

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

SectionWeightObjectives
Databricks Intelligence Platform10%- Platform architecture and core concepts
  • 1. Workspace navigation and management
  • 2. Compute options: clusters, SQL warehouses, serverless
  • 3. Data layout and optimization: partitioning, file sizing, caching
Data Processing & Transformations31%- Query optimization and performance
  • 1. Understanding query plans
  • 2. Optimization strategies
- Data transformation techniques
  • 1. Complex data processing logic
  • 2. Aggregations, joins, and window functions
  • 3. DataFrame operations and transformations
Productionizing Data Pipelines18%- Monitoring and troubleshooting
  • 1. Pipeline reliability and recovery
  • 2. Logging and error handling
- Deployment and CI/CD
  • 1. Version control integration
  • 2. Databricks Asset Bundles
- Workflow orchestration
  • 1. Lakeflow Jobs creation and management
  • 2. Scheduling, triggers, and dependencies
Data Governance & Quality11%- Data quality and reliability
  • 1. Data validation and quality checks
  • 2. Schema enforcement and evolution
- Unity Catalog implementation
  • 1. Data governance model
  • 2. Permissions and access control
Development and Ingestion30%- Data ingestion patterns and methods
  • 1. Batch and streaming ingestion
  • 2. Delta Lake basics and usage
  • 3. Connecting to external data sources
- Notebook development fundamentals
  • 1. Using PySpark and Spark SQL
  • 2. Data exploration and validation

Databricks-Certified-Data-Engineer-Associate Practice Questions: FAQ

One complete message, sent within about a minute of payment: the download link for your material, plus the account and password you need to access it. Nothing else to wait for — you can open the Databricks-Certified-Data-Engineer-Associate practice questions moments after checkout.

Many candidates combine practice questions with official training. Recommended options include:

This package includes 322 practice questions for the Databricks Certified Data Engineer Associate exam. Every answer is verified by an experienced team of experts, so you can trust what you study.

The Databricks Certified Data Engineer Associate practice questions are organized around the official exam objectives. Key topics include:

  • Data Governance & Quality (11%)
  • Databricks Intelligence Platform (10%)
  • Productionizing Data Pipelines (18%)

Clear topic organization makes the material easy to navigate from day one.

The Databricks Certified Data Engineer Associate exam contains 45 questions, and you will have 90 minutes minutes to complete them. Practicing within these limits turns pacing into second nature.

The Databricks Certified Data Engineer Associate exam requires a score of Not publicly disclosed, approximately 70% to pass, and the official registration fee is 200 USD. Planning around both figures keeps your preparation grounded.

You can register for the Databricks Certified Data Engineer Associate exam through the official channels:

Directly. Suggestions and criticism from candidates feed into our review process, and recurring points are addressed in updates to the question bank and the software. If you notice something that could be better — a confusing question, a rough edge in the engine — tell us; that input is part of how the product improves.

The Databricks Certified Data Engineer Associate exam is scored on a scale where Not publicly disclosed, approximately 70% is required to pass, and the official exam fee is 200 USD.

No mandatory prerequisites; 6+ months hands-on experience with Databricks and data engineering tasks recommended

You can confirm the current eligibility requirements on the official Databricks-Certified-Data-Engineer-Associate exam page before you register.

Databricks Certified Data Engineer Associate Sample Questions:

A data engineer needs to append new records to an existing Delta table while preserving existing data. The ingestion pipeline runs every hour and adds incremental data without replacing previous records. Which write mode should be used?

  • A. errorIfExists
  • B. append
  • C. ignore
  • D. overwrite
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

A data engineer has developed a Python notebook in a Databricks workspace and has configured it to run as a scheduled Job to process daily sales data. How are the storage and execution of this notebook managed within the Databricks architecture?

  • A. The notebook is stored securely and encrypted in Unity Catalog, and the code executes in Delta Lake when the job runs.
  • B. The notebook is stored unencrypted in the workspace storage bucket, and the code executes on the cluster driver node in the compute plane when the job runs.
  • C. The notebook is stored securely and encrypted in the compute plane, and the code executes in the control plane when the job runs.
  • D. The notebook is stored securely and encrypted in the control plane, and the code executes in the compute plane when the job runs.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Explanation: Only visible for Exams4sures members. You can sign-up / login (it's free).

What is the structure of an Asset Bundle?

  • A. A single plain text file enumerating the names of assets to be migrated to a new workspace
  • B. A compressed archive (ZIP) that solely contains workspace assets without any accompanying metadata
  • C. A Docker image containing runtime environments and the source code of the assets
  • D. A YAML configuration file that specifies the artifacts, resources, and configurations for the project
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Explanation: Only visible for Exams4sures members. You can sign-up / login (it's free).

A data engineer is attempting to drop a Spark SQL table my_table. The data engineer wants to delete all table metadata and data.
They run the following command:
DROP TABLE IF EXISTS my_table
While the object no longer appears when they run SHOW TABLES, the data files still exist.
Which of the following describes why the data files still exist and the metadata files were deleted?

  • A. The table's data was smaller than 10 GB
  • B. The table's data was larger than 10 GB
  • C. The table was external
  • D. The table did not have a location
  • E. The table was managed
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

A data engineer is configuring a cluster in Databricks and wants to ensure that multiple Spark executors can run tasks concurrently across worker nodes. Which cluster component is responsible for executing tasks?

  • A. Executor
  • B. Notebook
  • C. Driver
  • D. Job scheduler
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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