The biggest problem I'd have with a department store bike would be the quality. I once owned such a bike and I had to make repairs on it weekly. This was from regular riding around town, not touring use. Much of the time, the problems were with broken spokes, but there were other problems too. Dealing with such problems close to home is one matter; on the road it's something much more serious.