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Ok, figure out the error finally. Given that AWS Batch seems to rely on a set of other APIS (namely ECS and EC2) I got a little confused withe multiples roles (and specifically the trust relationships required by each).
Also troubleshooting the issues were a little painful until I found the AWS Faq "My Job got stuck in runnable state". Only after reading this troubleshooting guide I could make sense about the role of each service.
Regards.
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