Right, but it's a minor annoyance, get rid of it with:

    sudo apt-get remove --purge unattended-upgrades

OTOH the real issue with Ubuntu is snap(d). Snap packages definitely do auto-update. You may want to uninstall the whole snap system - it's (still?) perfectly possible, if a little bit convoluted, due to some infamous snaps like firefox, thunderbird, chromium, or eg. certbot on servers

Or just use Debian or any snap-free fork for the matter.

Edit: fixed