General Multiserver question for larger installations

[webguyz]

Was wondering if larger installations break up their servers by function (separate mail server, db, web servers) or just keep adding servers as needed with complete set of functions where each new server has web, mail, db, etc. and have all clients functions on only that one machine.

I can see advantages both ways and was wondering what others n the real world found most effective.

Thanks!