Depending on the service, but mainly a whole bunch of custom x86 machines. If you search you'll find nuggets about all 4 hyperscalers and what they're doing.

I know Amazon went the route of building their own smart NICs with both network and IO capabilities early (The same thing Nvidia is doing and calling revolutionary since last year)

They rack more servers per day than I could afford in a lifetime.