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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
Passing Score:Not publicly disclosed, approximately 70%
Available Languages:Japanese, English, Korean, Portuguese (Brazil)
Certificate Validity Period:2 years
Exam Format:Multiple choice, Proctored
Related Certifications:Databricks Certified Data Analyst Associate
Databricks Certified Data Engineer Professional
Exam Price:200 USD
Real Exam Qty:45
Exam Duration:90 minutes
Recommended Training:Databricks Documentation
Databricks Academy - Data Engineer Associate Learning Path
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
Topic 1: 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
Topic 2: Data Governance & Quality11%- Unity Catalog implementation
  • 1. Permissions and access control
  • 2. Data governance model
- Data quality and reliability
  • 1. Data validation and quality checks
  • 2. Schema enforcement and evolution
Topic 3: Databricks Intelligence Platform10%- Platform architecture and core concepts
  • 1. Compute options: clusters, SQL warehouses, serverless
  • 2. Workspace navigation and management
  • 3. Data layout and optimization: partitioning, file sizing, caching
Topic 4: Productionizing Data Pipelines18%- Deployment and CI/CD
  • 1. Version control integration
  • 2. Databricks Asset Bundles
- Workflow orchestration
  • 1. Scheduling, triggers, and dependencies
  • 2. Lakeflow Jobs creation and management
- Monitoring and troubleshooting
  • 1. Logging and error handling
  • 2. Pipeline reliability and recovery
Topic 5: Data Processing & Transformations31%- Data transformation techniques
  • 1. Complex data processing logic
  • 2. Aggregations, joins, and window functions
  • 3. DataFrame operations and transformations
- Query optimization and performance
  • 1. Understanding query plans
  • 2. Optimization strategies

Databricks Databricks-Certified-Data-Engineer-Associate Exam: Questions Before You Commit

The Databricks Certified Data Engineer Associate blueprint is divided into 5 domains, headlined by Development and Ingestion (30%), Productionizing Data Pipelines (18%), and Databricks Intelligence Platform (10%). The full weighted outline is in the syllabus section above — our materials are revised against it, and your study hours should follow it too.

For the Databricks Certified Data Engineer Associate, Databricks points candidates toward these resources:

Official training builds the foundation; deliberate practice builds the result. Pair whichever course you choose with 322 practice questions from BraindumpQuiz and you prepare on both fronts.

The Databricks-Certified-Data-Engineer-Associate exam packs 45 questions into 90 minutes. That ratio is the hidden exam-within-the-exam: candidates who never practice under time pressure often know the content and still run out of minutes. Use the BraindumpQuiz Windows engine or online engine in timed mode, and let pacing become a practiced skill rather than an exam-day surprise.

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You pass the Databricks-Certified-Data-Engineer-Associate exam at Not publicly disclosed, approximately 70%, and official registration costs 200 USD. Keep in mind the fee covers one attempt only — a retake is billed at full price again. The economical path is to self-test first: drill 322 practice questions at BraindumpQuiz in timed mode until your scores clear the passing mark consistently, then register.

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

Vendor rules change periodically, so before booking, confirm the current criteria on the official Databricks exam page.

You can schedule the Databricks Certified Data Engineer Associate through the official channels below:

One note for scheduling: the Databricks-Certified-Data-Engineer-Associate exam is delivered Online proctored or in-person at authorized test centers.

The Databricks-Certified-Data-Engineer-Associate exam — full name Databricks Certified Data Engineer Associate Exam — is Databricks's certification exam for professionals working with its technologies; passing it awards the Databricks Certified Data Engineer Associate certification, a credential at the Associate level. It is the kind of vendor-issued proof employers can compare across candidates, which is exactly why it stays in demand. It also leads naturally toward Databricks Certified Data Analyst Associate, Databricks Certified Data Engineer Professional.

Databricks Certified Data Engineer Associate Sample Questions:

Question #1

A data engineer is running a Spark SQL job on Databricks and notices that joins between a small lookup table and a large fact table are slow. The data engineer wants Spark to automatically send the small lookup table to all executors to speed up the join. Which configuration parameter should the data engineer adjust?

  • A. spark.sql.autoBroadcastJoinThreshold
  • B. spark.sql.shuffle.partitions
  • C. spark.executor.memory
  • D. spark.default.parallelism
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #2

Which method should a Data Engineer apply to ensure Workflows are being triggered on schedule?

  • A. Scheduled Workflows run continuously until manually stopped.
  • B. Scheduled Workflows require an always-running cluster, which is more expensive but reduces processing latency.
  • C. Scheduled Workflows process data as it arrives at configured sources.
  • D. Scheduled Workflows can reduce resource consumption and expense since the cluster runs only long enough to execute the pipeline.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #3

Which of the following is a benefit of the Databricks Lakehouse Platform embracing open source technologies?

  • A. Ability to scale storage
  • B. Cloud-specific integrations
  • C. Simplified governance
  • D. Ability to scale workloads
  • E. Avoiding vendor lock-in
Reveal Solution  Discussion  0

Correct Answer: E  🗳️

Question #4

Which of the following describes the storage organization of a Delta table?

  • A. Delta tables are stored in a collection of files that contain data, history, metadata, and other attributes.
  • B. Delta tables store their data in a single file and all metadata in a collection of files in a separate location.
  • C. Delta tables are stored in a single file that contains data, history, metadata, and other attributes.
  • D. Delta tables are stored in a collection of files that contain only the data stored within the table.
  • E. Delta tables are stored in a single file that contains only the data stored within the table.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #5

A data engineer needs to create a table in Databricks using data from their organization's existing SQLite database.
They run the following command:

Which of the following lines of code fills in the above blank to successfully complete the task?

  • A. autoloader
  • B. org.apache.spark.sql.sqlite
  • C. org.apache.spark.sql.jdbc
  • D. sqlite
  • E. DELTA
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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