Wood filler is a putty-like purduct used to fill in holes in wood. Wood fillers can be used to repair holes in wood or cover nail heads after a project is completed. It can also be used to smooth out the grain so stains and finishes absorb evenly. Wood fillers come in a variety of colors so they can match the wood you are working with.