higgicd

I am not sure what the PhD supervisor etiquette is, as I am not officially a PhD student yet. But someone mentioned the other day in passing that he had three different supervisors at three different universities for his degree. Is this a common practice? How would one navigate such an arrangement? It would be nice to get another supervisor with a different area of expertise at another school... But do things work like that?