Is there a way I can set a limit on my AWS spend? I've tried AWS Budgets and also CloudWatch. but they seem to support only notifications- unless I'm missing something.
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No it is not possible.
You can set only the notifications if forecasting cost exceeds the threshold through AWS budgets / CloudWatch.