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Unfortunately there's not a way to catch these errors at the moment. Allowing for this is being tracked in <https://github.com/pulumi/pulumi/issues/3364>.

As a workaround until that is complete, you could use the aws sdk to do the lookup instead and handle the "not found" error from it.

Ah! Thanks for the heads up. I was doing the lookups in testing but may need to pass those through!