There are two (sometimes more) versions of Ubuntu: Server and Destkop. Desktop is definitely inappropriate for running production web servers (AMI or otherwise), for the reasons you indicate.

Server, however, is perfectly appropriate, especially the LTS release (which is supported for five years). Ubuntu LTS will probably actually be supported longer than (for example) Debian Stable.