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Databricks-Certified-Data-Engineer-Associate certification exam is designed to test and validate the skills and knowledge of data engineers who work with Databricks. Databricks is a cloud-based data processing and analytics platform that allows companies to process and analyze large amounts of data in real-time. Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) certification exam covers a range of topics, including data engineering, data processing, and machine learning.

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

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

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

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