I’m on mobile Safari, but it’s the same on Chrome on my laptop.

The scroll bar behavior is an OS-level setting. The default in MacOS is to not show scroll bars unless you’re actively scrolling.

If you’re using an input device that doesn’t support gestures, or you changed the setting, you’ll see them always.