And now, on cloud it’s the same but much more expensive and worse performance. We’ve been struggling for over a month to get a single (1) non-beefy non-GPU VM allocated on Azure, since they’ve been having insane capacity issues, to the extent that even “provisioned” capacity cannot be fulfilled ;-(
If you're a top X customer running in a smaller region of AWS or GCP, yes, you need to do capacity planning with your TAM. You get to a point where quota increase requests are not auto-approved.