Normalize is destructive if you use it to reduce volume. If it increases volume, then it is not destructive.
I often use it and normalize to minus three or so. This leaves plenty of headroom into effects.
Lots of us would like to be able to normalize on an average loudness measure instead of loudest moment. This is not yet available, but must be coming before too long.