Supposedly Pixels have the requisite hardware, but Google software locks the functionality to Japan. Some have been able to hack their Pixels to force it on but from what I’ve gathered it’s flaky when you do that.
https://en.wikipedia.org/wiki/Osaifu-Keitai
I can't really fault Android manufacturers for not wanting to pay extra for every phone in the world to get a bit of proprietary tech that's completely useless outside Japan.
https://www.jreast.co.jp/en/multi/welcomesuica/purchase.html
If you go down the "add a pasmo/suica on your phone" then you get into licensing issues with the other cabal (credit card issuers): you need to use an Amex to charge it via Apple Pay (IIRC Visa is now supported, but when I tried it last week my card was declined, so... YMMV).
Same experience with reloading on the physical machines. It’s quite amusing
The only real differences between the Welcome Suica and a regular one are the 500 yen deposit (Welcome Suica doesn't require a deposit) and the limited validity (Welcome Suica automatically expires after about a month).
Your android phone likely doesn't have the right NFC tech that iPhones have (google Felica, it's a separate NFC standard used basically only in Japan. Apple builds it into all of their iPhones, most android phones outside of Japan do not). It's mostly just a case of divergent tech, along with Apple being willing to spend money to avoid SKU differentiation/support people traveling in Japan.