Domestic Geese are very vulnerable to predators. Also dumping domestic fowl is illegal. The birds can mate with native birds thus wrecking the species local population.
I still don't think it would be that bad of a problem. Do know how cool a mallard mix with a stebbie would look? lol. But wouldn't they just sleep on the pond at night with the others?