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

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

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