Earlier quoted context omitted.
I actually think that having more cloud providers might deflate a lot of the pricing. If you think about it, companies like Amazon buy server hardware and then rent it out by the vcpu (with throttling if they can get away with it) per month. Add memory and IO and you are looking at bills that pay for the server in mere months/weeks several tenants carving up all the hardware and each paying tens/hundreds per month. T…
I knew it was bad but I didn’t realize just how bad the pricing spread can be until I started dealing with the GPU instances (8x A100 or H100 pods). Last I checked the on-demand pricing was $40/hr and the 1-year reserved instances were $25/hr. That’s over $200k/yr for the reserved instances so within two years I’d spend enough to buy my own 8x H100 pod (based on LambdaLabs pricing) plus enough to pay an engineer to b…
It would still likely be much cheaper to do everything in house, but you would be assuming a lot of risks and locking yourself in losing flexibility.
There is a reason people go with AWS over many competing cheaper cloud providers.