The Heart Breaker.

Little Jerry elopes with a young girl whose parents have just divorced. The mother thinks the father (denied custody) has kidnapped her and, as it happens, the three (Jerry, girl and dog) do end up (along with the elephant and various zoo animals) stowing away on the same boat as the father (bound for Europe) and the other (in pursuit of father).