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Reference: https://www.databricks.com/learn/certification/data-engineer-associate
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| Section | Weight | Objectives |
|---|---|---|
| Python for Data Engineering | 10-15% | - Work with Spark APIs in Python - Implement user-defined functions (UDFs) - Use PySpark for data processing |
| Apache Spark Data Processing Fundamentals | 20-25% | - Work with structured data types (arrays, maps, structs) - Create and use Spark DataFrames - Apply transformations and actions on DataFrames - Use Spark SQL for data processing |
| Spark SQL and DataFrames | 15-20% | - Handle null values and data quality - Aggregate and group data - Join and union DataFrames - Write and execute Spark SQL queries |
| Lakehouse Platform Concepts | 10-15% | - Understand the Lakehouse architecture and its benefits - Explain data governance and security concepts - Describe key Databricks Lakehouse platform components |
| Delta Lake Fundamentals | 20-25% | - Understand ACID transactions and time travel - Create and manage Delta tables - Write to and read from Delta tables - Explain Delta Lake features and benefits |
| Data Pipeline Architecture | 15-20% | - Understand ELT vs ETL patterns - Implement incremental data processing - Design data pipelines for batch and streaming - Monitor and optimize pipeline performance |
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