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What makes it “especially bad” on an iPhone vs an Android device?

I think they probably meant vs a desktop browser. But you can run Firefox with uBlock Origin or Brave on Android.

iPhone users can also block ads, and not just in Safari but in other apps, too. Just like an Android phone can.

Blokada should work fine. I personally use AdGuard Pro.