In case anyone else wants to know too:
# install docker
sudo swupd bundle-add containers-basic
# launch docker without reboot
sudo systemctl enable --now docker
# add current user to docker group to allow docker commands without root
sudo usermod -aG docker $USER
# make permission change above take effect without restarting
exec su -l $USER