What does buttermilk shits mean? May 21, 2017 All Dictionary buttermilk shits meaning in Urban Dictionary the sort of shits that can be caused by binge drinking. Also can become result of eating bad fast food, or perhaps being plain unwell. Often is released your ass with similar texture as buttermilk. Thus title buttermilk shits.