There are commercial products that you can use to remove tape residue, but there are other solutions as well. A putty knife, run slowly and steadily over the affected area, can remove residue from surfaces, but it risks damaging any paint on the surface. Vinegar solutions, alcohol or WD-40 can also be effective.