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