Earlier quoted context omitted.
Self-hosted 8xH100 is ~$250k, depreciated across three years => $80k/year, with power and cooling => $90k/year (~$10/hour total). AWS charges $55/hour for EC2 p5.48xlarge instance, which goes down with 1 or 3 year commitments. With 1 year commitment, it costs ~$30/hour => $262k per year. 3-year commitment brings price down to $24/hour => $210k per year. This price does NOT include egress, and other fees. So, yeah, th…
$120K isn't going to cover the fully loaded costs of an SRE who can set up and run that. Hiring 1 person to run the infrastructure means that 1 person is on-call 24/7 forever. If there's an issue with the server while they're sick or on vacation, you just stop and wait. If they take a new job, you need to find someone to take over or very quickly hire a replacement. There's a second bus factor: What happens when that…
> Hiring 1 person to run the infrastructure means that 1 person is on-call 24/7 forever.
> If there's an issue with the server while they're sick or on vacation, you just stop and wait.
Very much depends on what you're doing, of course, but "you just stop and wait" for sickness/vacation sometimes is actually good enough uptime -- especially if it keeps costs down. I've had that role before... That said, it's usually better to have two or three people who know the systems though (even if they're not full time dedicated to them) to reduce the bus factor.