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

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

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