The version sung by Liam Clancy has as it first verse the following,

One evening fair as I took the air
down by Blackwaterside

it was in gazing all around me
that an Irish boy I spied.

There is also river Blackwater in Armagh, and I am sure it is a very common name for many rivers in Ireland