I have several wav files that I use for backing tracks. Since I created them at different times, they have different volume levels. What is the best way to batch "normalize" these files?

Also, I've heard that normalizing is destructive. Not sure what that means, but it doesn't sound good. Is it better to utilize something called replay gain? Again, this is just for backing tracks. Any suggestions would be appreciated.

Glenn