I don't know how long is too long. When it loses tone, just like other heads I suppose.
I've had mine on for about 3 years. Then, I play a lot of jazz and use the fluffy Vater Bomber beater. The head doesn't show any signs of wear. I have gone through a couple pieces of moleskin though.