In most cases its recommended to open multiple ad accounts, you can manage them from an MCC.

If your sites are kind of small and you just want to setup campaigns real quick, you can of course also advertise multiple sites in one ad account. Make sure, your conversion tags are setup properly, the conversion tags will then assign the conversions to the correct campaigns.