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Prerequisites for the Databricks Associate Developer Apache Spark Exam?

  • You need to be able to complete the individual data manipulation task with the help of the Spark DataFrameAPI.
  • If you have a basic understanding of the architecture, you can use adaptive query execution.

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

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

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