Anecdotal evidence, but I have been self hosting for 3 years and never had a single problem without ECC memory.
I think the thing is if you are serving thousands of requests constantly like a "real website" and/or have financial reliance on it then ECC memory becomes a huge ROI draw. If you are running a media server + a few services for one household, ECC memory is very overkill in the vast majority of cases and you won't see a difference.