I was recently searching for Elmer's School glue as well, and for some reason thought I had to have the blue stuff, which I couldn't find anywhere but online. After checking and realizing I could use the white, I found it at Staples and bought the generic for $1.99 each.
I definitely need to remember to buy it at school time.