I helped build a fairly successful online business that sold a single laptop accessory which we had produced, packaged by hand, and sold directly to consumers. The site generated 60k in yearly revenue on somewhere between 5-10k (Christmas peaked at 20k+) unique visitors per month. The margins were really good since we had it produced ourselves and priced high. It was great business while it lasted but I ended up walking away from it because of partner issues.
My old partner still operates it today and it's nearly 4 years later! She tells me that it still generates about half of what it did at peak, but it's slowly fading away because of bigger companies that deliver a better, and cheaper product.
It's great experience and takes time but isn't hard to do.