I see often people say that the distro you are using doesn't matter.
For certain things it doesn't. Usually this is brought up in the context of someone wanting to choose between 5 possible valid alternatives to start using Linux, and the advice is "it doesn't matter, just pick whichever and when something annoys you you might understand the difference"
One can turn any distro into another. And I do not agree with that.
You can disagree all you want, it's 100% possible, stupid, but possible.
If that was true, why do we even have so many distributions?
Because philosophy matters. You don't pick a distro because it's technically superior or because it has features others don't have (with some exceptions like NixOS). You pick a distro because it's philosophy speaks to you, be it "I aim to be user friendly" or "I aim to follow KISS". This is why for the most part distro doesn't matter for newcomers, because they're looking at 5 examples of "I aim to be user friendly and..." distros.
- ... why distro hop?
Because I want to try something different and see how I feel about it.
- ... why don't you use Ubuntu then?
I did, for a long time, then I decided that building my system up was easier than tearing it down. If I was using Plasma or Gnome I wouldn't have switched probably.
- ... why don't you recommend Archlinux to a newcomer?
Because Arch philosophy is KISS, meaning you have to build everything from the ground up and you're expected to understand the steps and read the manual. This is why I believe distros like Manjaro or CachyOS cause issues, they remove the initial hurdle of Arch but don't change the core philosophy, making them ticking time bombs for people who don't know their way around Linux.
- ... why don't you use Kali Linux as a server?
You do you, my servers don't usually need all of the extra tools a distro with the philosophy of "I'm a pen tester tool" has.
- ... why don't you use Batocera or SteamOS as your daily driver?
Because usually I want my daily driver to do computer stuff, and those distros philosophy is "I'm a gaming console"
- ... why do you trust a community distro more than a corporate distro? (or vice versa)
I don't trust either more inherently than the other, I trust distros that have a track history of good behavior.
I don't think that distros only matter to newcomers. Maybe it matters for experienced users even more.
Distros matter, they tell a lot about what you're trying to accomplish. But most newcomers are debating for days whether they should use Ubuntu, Pop, Mint, Fedora or CachyOS, and realistically they're unlikely to even understand the difference between those. Think on distros like clothes, if you're just going to the market it doesn't matter what clothes you wear, if you're going to a job interview it matters, and if you're going to do something very specific like swimming some clothes are simply better than others. But if someone asks you "do clothes matter?" You will probably reply no, because for most stuff you do as long as you're not wearing clothes with holes in them you're fine, but you can tell a lot about people by the clothes they decide to wear. It's a similar thing for distros, for most stuff it doesn't matter, for certain things it's important for others it gives some information and for some specific cases it makes a huge difference, but for the most part it's a personal choice.