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

SectionWeightObjectives
Topic 1: Structured Streaming10%- Watermarks and Triggers
- Streaming Concepts
- Stateful Processing Basics
Topic 2: DataFrame and Dataset API Applications30%- Filtering, Sorting and Aggregation
- Column Selection and Manipulation
- Joins and Transformations
Topic 3: Troubleshooting and Tuning10%- Caching and Shuffle Optimization
- Debugging Spark Applications
- Spark UI and Bottlenecks
Topic 4: Apache Spark Architecture and Components20%- Partitioning and Fault Tolerance
- Driver and Executor Roles
- Cluster Mode and Execution Hierarchy
Topic 5: Using Spark SQL20%- Window Functions
- SQL Queries and Operations
- Performance Optimization
Topic 6: Using Spark Connect and Pandas API on Spark10%- Remote Connectivity
- Pandas API Integration
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