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You have an Azure Machine Learning workspace and a serverless Spark compute resource. You plan to run the same Spark session every 40 minutes. Each session runs for 15 minutes. During testing, you observe a 15-minute delay at the start of the Spark sessions. You need to reduce the delay to less than 1 minute. What should you do?
Correct Answer: A
By configuring the session timeout to be 25 minutes, you allow the Spark session to remain active between runs, preventing it from shutting down between each 40-minute interval. Since each session runs for 15 minutes, setting the timeout to 25 minutes keeps the session warm and reduces the initialization delay.