In the commercial proprietary world, clustered mainframes and supercomputers have addressed this niche for decades.
In the open source world, HashiCorp Nomad is the most analogous alternative to Kubernetes on commodity hardware, while SLURM is very successful for supercomputing.
I've also scale tested k8s to 15k nodes (in a limited configuration for a single application). At that point we ran out of underlying hardware budgeted for the test.
Yeah, and then you have to run (and pay for), some private, proprietary system. K8s might be a bit worse for this, but it’s at least “commodity tooling” and lots of common tooling supports it out of the box.
From what I know HPC is basically run that short lived compute model on a very large cluster that's it.
Which is what Kubernetes is based on.
Source: I was on Borg-SRE at Google for ~six years, then worked with Kubernetes at Stripe for ~five.
whatever Google and Facebook use internally.