I paid $150 shipped a few months ago then maybe $40-50 for all the parts to run it. The RTX 3060 sells for $400+ in my market and still needs a computer to attach it to!
Flashing the bios takes ten minutes with a thumb drive.
It’s hard to get wrong but guess some people would be nervous enough about that to pay $20 extra.