What does bloaterface mean? March 24, 2017 All Dictionary bloaterface meaning in Urban Dictionary Uk slang for an overweight person. This can also be employed when explaining a swell to the face. Is often made use of as an insult. Most probably derives through the puffer fish 'Bloat' from finding nemo. However, probably not.