Okay, I have upgraded three sites just now, more to follow. Two of them went smooth, one of them threw the "Are you sure? Try again" page. I deactivated the Sucuri Security plugin and it worked.

Also, all three are missing the Customizer icon:

https://i.gyazo.com/c5ac4f54c0e9c7da81f540b7fe17bacb.png