Gate height scaling in sophisticated semiconductor devices may be implemented without requiring a redesign of non-transistor devices. To this end, the semiconductor electrode material may be adapted in its thickness above active regions and isolation regions that receive the non-transistor devices. Thereafter, the actual patterning of the adapted gate layer stack may be performed so as to obtain gate electrode structures of a desired height for improving, in particular, AC performance without requiring a redesign of the non-transistor devices.