For some, Amazon is just another channel. You'll see stuff from Backcountry, Velomine, etc on there. If you don't recognize the brand, that's when I'd be very skeptical and do research outside of Amazon.
And if you know what you want and the size, buying online is fine.
Blowup207 -- what are you looking for, and what is your budget?