Either catch a cold or buy a pair of nose plugs before you get to Venice. The water in those canals is ever-so-slightly less filthy than raw sewage.

Your tour guide will stress this enough so that it's pointless for me to tell you, but regardless: watch your wallet, especially in Rome.