Niche Sites?

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I've read a bit about people making a good amount of money off of their niche sites and how it builds passive income. My question is, how do you get started building niche sites and what exactly are they? I know you can build on just about any topic and I've got some ideas but I was wondering if anyone can go a bit more in depth about it. Thanks!