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Use the following format, it works for me:
arn:aws:lambda:<region>:<account>:function:<function name>:<alias>, e.g., arn:aws:lambda:eu-west-1:123456789:function:my_function:my_alias
The UI says it can't find it, but you are able to save.
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Thank you. Hearing that this worked for you gave me enough support to work out the answer. This format does indeed work, and when giving permission you must reference the endpoint with the full resource path.