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Hi,
I haven’t done this in terraform, but I recall that in CDK, you were forced to manually generated the connection ARN through the UI first. Once you have connected GitHub with CodePipeline/CodeStar in the AWS console (not in the IaC), then the connection ARN is available and you can reference it in your IaC code.
I mentioned the above as a similar setup may be needed in console (one time action) and then you would get the connection ARN.
Not fully automated but I am not aware of similar path in terraform.