Short answer: Yes.Originally Posted by Just Music
Long answer: No, but be prepared to spend a lot of time learning and getting things wrong before you get them right.
If you were just putting together a simple website with a few mp3 downloads then that might be one thing, but an online shop makes life a bit more difficult - especially if you want to take credit card transactions etc. over the web. This is often better handed over to a third party... who will handle the transactions for you in return for a percentage.
WebMonkey is the place to get started though, IMHO.