Yes, scouring pads can remove burnt food and oil residue effectively, but their success depends on pad type, surface material, residue severity, and cleaning method. Burnt-on food and polymerized oil are among the toughest kitchen contaminants, and scouring pads are specifically designed to address this kind of stubborn buildup through controlled abrasion.