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

SectionWeightObjectives
Developing DataFrame API Applications44%- Reading/writing data and partitioning
- User-defined functions (UDFs)
- Column and row manipulation
- Filtering, sorting, aggregation
- Handling missing data and duplicates
Apache Spark Architecture and Components28%- Driver and executor architecture
- Fault tolerance and shuffle operations
- Spark execution model and hierarchy
- Lazy evaluation, transformations vs actions
Using Spark SQL12%- Working with views and tables
- Supported file formats and data sources
- Querying data with Spark SQL
Structured Streaming8%- Output modes and triggers
- Streaming concepts and operations
Troubleshooting and Tuning8%- Query plans and execution analysis
- Performance optimization

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