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I don't know for sure, but I assume they are immortal.
But if they are indeed immortal, then such characters as Michael and the remaining Faceless Ones should still be alive, right?
These are too complex questions for this universe. Most likely, such things are not even considered.
It would also answer the question of whether angels and the Faceless Ones are immortal.