I was cleaning it with alcohol and salt, as is the method I'd seen recommended so much online, and yeah, that buildup came right off, but it also shattered like it had just been soaked in liquid nitrogen.
Maybe that method doesn't work for acrylic bongs, but you know, one of these guides...