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I've been using aws copilot (https://aws.github.io/copilot-cli/) to deploy to ECS recently and been loving it. Sets up the load balancers, etc. for you and makes creating new environments easy.
I did some googling and just realized I'm using ALB not ELB, not sure yet if that makes a huge difference for this particular issue. I found the github issue which unfortunately was closed: https://github.com/benoitc/gunicorn/issues/1194