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Databricks Databricks-Certified-Data-Engineer-Associate exam : 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: Aug 17, 2026
  • Q & A: 234 Questions and Answers
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The GAQM Databricks-Certified-Data-Engineer-Associate exam is a certification exam that tests the ability of individuals to design and implement data-driven solutions using Databricks. Databricks-Certified-Data-Engineer-Associate exam is designed for data engineers who want to demonstrate their proficiency in working with data and analytics technologies. Databricks-Certified-Data-Engineer-Associate exam covers a range of topics, including data engineering, data modeling, data processing, and data analysis.

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

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

SectionWeightObjectives
Topic 1: Databricks Intelligence Platform10%- Platform architecture and core concepts
  • 1. Data layout and optimization: partitioning, file sizing, caching
  • 2. Workspace navigation and management
  • 3. Compute options: clusters, SQL warehouses, serverless
Topic 2: Data Governance & Quality11%- Unity Catalog implementation
  • 1. Data governance model
  • 2. Permissions and access control
- Data quality and reliability
  • 1. Data validation and quality checks
  • 2. Schema enforcement and evolution
Topic 3: Data Processing & Transformations31%- Data transformation techniques
  • 1. Complex data processing logic
  • 2. DataFrame operations and transformations
  • 3. Aggregations, joins, and window functions
- Query optimization and performance
  • 1. Understanding query plans
  • 2. Optimization strategies
Topic 4: Productionizing Data Pipelines18%- Workflow orchestration
  • 1. Scheduling, triggers, and dependencies
  • 2. Lakeflow Jobs creation and management
- Deployment and CI/CD
  • 1. Version control integration
  • 2. Databricks Asset Bundles
- Monitoring and troubleshooting
  • 1. Pipeline reliability and recovery
  • 2. Logging and error handling
Topic 5: Development and Ingestion30%- Notebook development fundamentals
  • 1. Using PySpark and Spark SQL
  • 2. Data exploration and validation
- Data ingestion patterns and methods
  • 1. Connecting to external data sources
  • 2. Batch and streaming ingestion
  • 3. Delta Lake basics and usage

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