You are tasked with optimizing the performance of a Spark batch job that processes large datasets. Using the Spark UI, you notice that the event timeline shows a high number of small tasks in a specific stage. What steps would you take to optimize this stage?

Simulated

Explanation:

A high number of small tasks can lead to increased task scheduling overhead, which can impact performance. Combining small tasks into larger tasks can help reduce this overhead and improve the overall efficiency of the stage.

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Databricks Certified Data Engineer - Professional

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You are tasked with optimizing the performance of a Spark batch job that processes large datasets. Using the Spark UI, you notice that the event timeline shows a high number of small tasks in a specific stage. What steps would you take to optimize this stage?