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Batch submits the job as a Kubernetes pod. You need to configure logging for your pods as a daemonset. See the following for information on how to set up CloudWatch logging for Batch jobs on your EKS cluster:
https://docs.aws.amazon.com/batch/latest/userguide/batch-eks-cloudwatch-logs.html
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