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One of my stacks is stuck in deleting a object which I looked does not exists in `aws`. How do I by pass that?

You should be able to use `pulumi state delete` to remove this resource from your stack.  <@UB27BHS4B> can help.

If it's truly gone from AWS, a `pulumi refresh` should remove it from your state too.

^ Yes to both of these suggestions. Is your stack still in a bad state?