Niche does not mean too small for others to bother with - though it might start that way.
Niche does not mean specialist - though it might start that way.
Niche does not mean a different marketing mentality - though it might start with different tactics due to size of audience and budget.
Every market segment is a niche. Niche simply reflects customer focus. Coca Cola are niche marketers. So are you.
