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Databricks Associate Developer Apache Spark Exam
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| Section | Weight | Objectives |
|---|---|---|
| Apache Spark Architecture and Components | 28% | - Spark execution model and hierarchy - Driver and executor architecture - Lazy evaluation, transformations vs actions - Fault tolerance and shuffle operations |
| Structured Streaming | 8% | - Streaming concepts and operations - Output modes and triggers |
| Troubleshooting and Tuning | 8% | - Performance optimization - Query plans and execution analysis |
| Developing DataFrame API Applications | 44% | - Handling missing data and duplicates - Column and row manipulation - Reading/writing data and partitioning - User-defined functions (UDFs) - Filtering, sorting, aggregation |
| Using Spark SQL | 12% | - Querying data with Spark SQL - Working with views and tables - Supported file formats and data sources |
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