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I ended up applying a autoscaling rule via CloudFormation, to test I just made the thresholds very small (I tested scaling on both memory and CPU). Once I did that I saw the scaling event where Fargate scaled up the number of containers I needed. I'm sure no one at AWS could have helped me... Thanks for all the replies and help AWS...
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