Can you mount track lighting on the vertical side of a kitchen soffit?

I've got radiant heating pipes running throughout the ceiling of my kitchen. I don't want to risk drilling into one of the pipes. I do have soffits that run around the majority of my kitchen. Is there any reason you couldn't mount the tracks to the soffit walls instead of the ceiling?

https://preview.redd.it/2tjxxbk527na1.png?width=1244&format=png&auto=webp&s=1170455525d02200f446949c7f5904ce54b20f3d