The tape and labels come off effortlessly once the cardboard is adequately wet. But we just tear the tape off and leave the labels on; they all decompose nicely.
I find appliance and furniture stores are rich sources of cardboard. We dumpster dive our local stores every weekend and always come home with a truck load of cardboard.
