K2R is best used for removing oil from porous surfaces, like wood, or carpet where the oil gets deep down in there and needs to be wicked out.

True it will work on a non-porous surface, but you need to spray it on, let it dry and wipe it off. It's much quicker to just use a good solvent like alcohol or acetone.