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If you've seen one Linux you've seen them all. The big difference is that busybox is much more lean
This is absolutely not true. Package managers make a huge difference. There's a big difference between rolling release distros and non. Some distros don't use systemd, and dinit is vastly different from s6. Distros that use NetworkManager have different tools and processes for getting online than ones that use connman, which are different than netctl.
In fact, the only time Linux distros act the same is when they share parentage. Ubuntu is mostly Debian (but is still pretty different), and EndeavourOS is mostly interchangeable tool-wise with Arch. But even then, if you are familiar with Arch and get dropped into Artix - which derives from Arch - you're mostly fucked.
I have to hard disagree with you on that point. LFS is nothing like CentOS in any way that matters.
Except anything that is widely used follows the same system. Everyone uses systemd and package managers work fundamentally in the same way. (Not that you would want to use a package manager or systemd in a embedded context)
Arch is not going to fit in a cheap device. Those devices have limited flash that has limited writes and your ram is going to be limited. You want a static system that only has what you need. You can build a system with buildroot that will fit in a few mb of flash.