How to uninstall Amazon app in 17.10, 18.04?

sudo apt purge ubuntu-web-launchers

does the trick.

If you're bothered by its presence in app overview, you can simply go to usr/share/applications and remove the corresponding .desktop file (ubuntu-amazon-default.desktop) or add an extra NoDisplay=true line inside the .desktop file.