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Based on the use case , I would recommend you to explore the following options for fine grain data authorization with Amazon EMR.
Amazon EMR recently released a new feature to support Job Runtime roles with EMR Steps for batch jobs. Take a look the following blogs post on how to implement.
Also for interactive workloads, currently Amazon SageMake Studio supports AWS Lake Formation integration with EMR for fine-grain data authorization and following blog has more details on how this works.
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