Not that nothing will fail - but some manufacturers have just really good fault management, monitoring, alerting, etc.
And even the simplest shit like SNMP with a few custom MIBs from the vendor (which theres some that do it better). Facilities and vendors that lend a good hand with remote hands is also nice, if you remote management infrastructure should fail. But out of band, full featured management cards with all the trimmings work so well. Some do good Redfish BMC/JSON/API stuff too on top of the usual SNMP and other nice builtin Easy Buttons.
And today's tooling with bare metal and KVM, working around faults to be quite seamless. Even good NVME raid options if you just absolutely must have your local box with mirrored data protection, 10/40/100Gbps cards with a good libvirt setup to migrates large VMs in mere minutes, resuming on the remote end with nigh 1ms blip.
"it depends". Dell is fairly good overall, on-site techs are outsourced subcontractors a lot so that can be a mixed bag, pushy sales.
Supermicro is good on a budget, not quite mature full fault management or complete SNMP or redfish, they can EOL a new line of gear suddenly.
Have not - looks nice though. Around here, you'll mostly only encounter the Dell/Supermicro/HP/Lenovo. I actually find Dell to have acheived the lowest "friction" for deployments.
You can get device manifests before the gear even ships, including MAC addresses, serials, out of band NIC MAC, etc. We pre-stage our configurations based on this, have everything ready to go (rack location/RU, switch ports, PDUs, DHCP/DNS).
We literally just plug it all up and power on, and our tools take care of the rest without any intervention. Just verify the serial number of the server and stick it in the right rack unit, done.