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Certification Topics of Databricks Associate Developer Apache Spark Exam?
Lastly, Spark DataFrame API Applications (72%)
Then, Spark Architecture: Applied understanding (11%)
To begin with, Spark Architecture: Conceptual understanding (17%)
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.
The Exam cost of Databricks Associate Developer Apache Spark Exam?
The cost of the Databricks Associate Developer Apache Spark Exam is 200 USD per attempt.
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Databricks Associate-Developer-Apache-Spark Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Apache Spark Architecture and Components | 20% | - Driver and Executor Roles - Partitioning and Fault Tolerance - Cluster Mode and Execution Hierarchy |
| Using Spark SQL | 20% | - SQL Queries and Operations - Performance Optimization - Window Functions |
| DataFrame and Dataset API Applications | 30% | - Filtering, Sorting and Aggregation - Joins and Transformations - Column Selection and Manipulation |
| Troubleshooting and Tuning | 10% | - Debugging Spark Applications - Spark UI and Bottlenecks - Caching and Shuffle Optimization |
| Structured Streaming | 10% | - Stateful Processing Basics - Streaming Concepts - Watermarks and Triggers |
| Using Spark Connect and Pandas API on Spark | 10% | - Pandas API Integration - Remote Connectivity |
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