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Databricks Associate-Developer-Apache-Spark Exam Syllabus Topics:

SectionWeightObjectives
Using Spark SQL20%- Window Functions
- Performance Optimization
- SQL Queries and Operations
Using Spark Connect and Pandas API on Spark10%- Remote Connectivity
- Pandas API Integration
DataFrame and Dataset API Applications30%- Filtering, Sorting and Aggregation
- Column Selection and Manipulation
- Joins and Transformations
Structured Streaming10%- Stateful Processing Basics
- Streaming Concepts
- Watermarks and Triggers
Troubleshooting and Tuning10%- Debugging Spark Applications
- Spark UI and Bottlenecks
- Caching and Shuffle Optimization
Apache Spark Architecture and Components20%- Cluster Mode and Execution Hierarchy
- Partitioning and Fault Tolerance
- Driver and Executor Roles

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