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

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

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