The holders also are available with an integrated lamp, so all you do is replace the holder with the integrated lamp version. I have a good collection from scrapped ovens that I use, so never really have to actually buy a lamp for them, but the easiest solution is to take a small flat blade screwdriver and slightly deform the top turn of the socket, so it has a lot of resistance to the lamp screwing loose, keeping it in place.