Pass the actual test with the help of Associate-Developer-Apache-Spark study guide
Last Updated: Jul 28, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Using Spark SQL | 12% | - Supported file formats and data sources - Working with views and tables - Querying data with Spark SQL |
| Developing DataFrame API Applications | 44% | - Column and row manipulation - Reading/writing data and partitioning - User-defined functions (UDFs) - Handling missing data and duplicates - Filtering, sorting, aggregation |
| Apache Spark Architecture and Components | 28% | - Lazy evaluation, transformations vs actions - Driver and executor architecture - Fault tolerance and shuffle operations - Spark execution model and hierarchy |
| Structured Streaming | 8% | - Output modes and triggers - Streaming concepts and operations |
| Troubleshooting and Tuning | 8% | - Performance optimization - Query plans and execution analysis |
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