Why they are not all the same
A site's speed, uptime and security depend heavily on hosting. An e-shop with a large catalogue needs different resources from a corporate site.
What to ask for
Current PHP and database versions, daily backups, SSL, monitoring and fast support when something goes wrong.
Hosting and support together
When the same partner handles hosting and support, problems get solved without finger-pointing.