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Last Updated: Aug 14, 2026
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Databricks Certified Data Engineer Associate certification is essential for individuals who want to work with big data and build scalable data pipelines. Databricks Certified Data Engineer Associate Exam certification exam covers a range of topics, including data modeling, data ingestion, data transformation, data storage, and data processing. Candidates will also be tested on their knowledge of Apache Spark, a popular open-source data processing engine, and Databricks Unified Analytics Platform.
Reference: https://www.databricks.com/learn/certification/data-engineer-associate
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| Section | Weight | Objectives |
|---|---|---|
| Apache Spark Data Processing Fundamentals | 20-25% | - Work with structured data types (arrays, maps, structs) - Apply transformations and actions on DataFrames - Use Spark SQL for data processing - Create and use Spark DataFrames |
| Delta Lake Fundamentals | 20-25% | - Understand ACID transactions and time travel - Create and manage Delta tables - Explain Delta Lake features and benefits - Write to and read from Delta tables |
| Spark SQL and DataFrames | 15-20% | - Join and union DataFrames - Write and execute Spark SQL queries - Handle null values and data quality - Aggregate and group data |
| Python for Data Engineering | 10-15% | - Implement user-defined functions (UDFs) - Work with Spark APIs in Python - Use PySpark for data processing |
| Lakehouse Platform Concepts | 10-15% | - Describe key Databricks Lakehouse platform components - Understand the Lakehouse architecture and its benefits - Explain data governance and security concepts |
| Data Pipeline Architecture | 15-20% | - Understand ELT vs ETL patterns - Monitor and optimize pipeline performance - Design data pipelines for batch and streaming - Implement incremental data processing |
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