I've heard of people using Goop with success. The market really needs a thicker canopy glue that won't run, cleans up really easy with water, and dries clear.

That 56 stuff runs all over the place but works awesome once it sets. Cleans up nice too. That's what I use. Sometimes I install screws as well. That holds it down while it dries.