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Databricks Associate-Developer-Apache-Spark Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Using Spark Connect and Pandas API on Spark | 10% | - Remote Connectivity - Pandas API Integration |
| Troubleshooting and Tuning | 10% | - Caching and Shuffle Optimization - Debugging Spark Applications - Spark UI and Bottlenecks |
| Structured Streaming | 10% | - Streaming Concepts - Watermarks and Triggers - Stateful Processing Basics |
| Apache Spark Architecture and Components | 20% | - Cluster Mode and Execution Hierarchy - Driver and Executor Roles - Partitioning and Fault Tolerance |
| DataFrame and Dataset API Applications | 30% | - Column Selection and Manipulation - Filtering, Sorting and Aggregation - Joins and Transformations |
| Using Spark SQL | 20% | - Performance Optimization - Window Functions - SQL Queries and Operations |
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