As one data point, if I want something new, I go Amazon first and eBay second. If I want something used, I go to eBay first. My search usually ends there, but if I can't find it there, I probably have to go to a specialty forum.

Even for bootleg stuff (mostly long out of print arcade hardware), eBay is pretty much on par with AliExpress.