I checked my local Ace Hardware store as well as another small hardware store and at both places they told me they had never heard of Barge Cement. You might try somewhere like Lowe's or Home Depot.

You can get it here for 4.86 shipped. It was $6-7 for the same size tube at the shoe repair shop.