I always keep Terramycin on hand for bouts of conjunctivitis. A prescription isn't required and my vet said it was fine to use. I order it online, though. I've never seen it in stores.
It won't help you this time, but it's a good thing to have in your doggie first aid kit.
Terramycin for Infections in Dogs Cats Cattle Sheep and Horses