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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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Certification Topics of Databricks Associate Developer Apache Spark Exam?

  • Lastly, Spark DataFrame API Applications (72%)

  • To begin with, Spark Architecture: Conceptual understanding (17%)

  • Then, Spark Architecture: Applied understanding (11%)

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

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

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