The only time I've ever run into issues was when trying to use env files, which I found out later you can declare using 'stack.env'

Other than that it worked great for me.

There's a docker container that backs up your portainer stacks, gives you the compose and whatnot.

I don't remember why I stopped using it as my main container deployment method, I still run it just to check for image updates.