Your team is running many Apache Spark and Hadoop jobs in their on-premises environment and would like to migrate to the cloud with the least amount of change to their tooling. What should they use?

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Your team is running many Apache Spark and Hadoop jobs in their on-premises environment and would like to migrate to the cloud with the least amount of change to their tooling. What should they use?