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Last Updated: Aug 26, 2026

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

SectionObjectives
Topic 1: Spark SQL- SQL queries in Spark
  • 1. views and tables
    • 2. query optimization basics
      Topic 2: Data Ingestion and Storage Formats- Reading and writing data
      • 1. Parquet, JSON, CSV
        • 2. schema inference and enforcement
          Topic 3: Apache Spark Architecture and Fundamentals- Spark architecture overview
          • 1. Job execution model
            • 2. Driver, Executors, Cluster Manager
              Topic 4: Transformations and Actions- Core RDD/DataFrame operations
              • 1. lazy evaluation
                • 2. actions vs transformations
                  Topic 5: Spark DataFrame API- DataFrame operations
                  • 1. select, filter, withColumn
                    • 2. joins and aggregations
                      Topic 6: Performance and Optimization Basics- Optimization concepts
                      • 1. caching and persistence
                        • 2. partitioning and shuffling

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