Thanks for the advice!
I guess I did not realize that it was acceptable to use a surge protector; I thought the fridge would always need to be plugged directly into the wall socket with nothing in between.
How do the joule ratings work? I just searched online and found one that is 900 joules. Would that be OK for a fridge?