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One option that you can use is a customizable image. You can package your dependencies in your custom image (the base image can be provided by the service). Then you can create your virtual cluster with this image. This blog demonstrates how you can do that. https://aws.amazon.com/blogs/aws/customize-and-package-dependencies-with-your-apache-spark-applications-on-amazon-emr-on-amazon-eks/
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