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The solution was to set the context in the App construct like this
app = cdk.App(context={ "@aws-cdk/core:bootstrapQualifier": helper_functions.get_qualifier()} )

Additionally, remove the custom logic e.g. the role creation etc. and let CodePipeline handle it.

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@arcardon
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Answer selected by kinderlars
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