Push Button Preset Timers

They'll probably work well enough.  However.  Since nearly all switches of that type assume industrial usage they're normally designed for 120VAC or higher circuits and higher current draws.  If I were building this I'd make sure the contacts were capable of reliable logic-level operation:

See page two.  You'll pay more.