> I'd class it as a success if it paid for its own hosting and made me more than say $100 a month.
Then yes, absolutely!
Even if you were driven by revenue opportunity, it can still be worth starting a SaaS in a niche with a clear leader as long as you can clearly beat them in a few ways (ie. undercutting price, better UI / UX, etc).