Should be easy, but you have to drill holes in the brake and clutch pedals, in a position which is not exactly easy to get to.
I have done this twice now, on my wife's Z4 and my M3. In both cases the brake pedal seemed to be too small and I had to fix a small metal brace across the bottom of the pedal to hold the cover in place.
I shall not do it a third time.