The Brief: A fatty is usually a thick marijuana joint or a curvaceous butt. It can also be a degrading way to describe a fat person.

DEEP DIVE
Can’t keep your eyes off my fatty –Beyoncé, “Drunk in Love”
And every time we with Chris, that fool rollin’ up a fatty -Numskull, “I Got 5 On It“