Why it's not explained just by Doppler redshift caused by faster movement of those galaxies billions of years ago when that light was emitted? 

Would the speeds of the galaxies necessary for Doppler redshift to explain all of the observed galaxies redshift be unreasonable or is there something else that prevents such explanation to be sufficient?