I'm surprised no one has mentioned epoxies. Maybe they're a little too brittle when cured, however, they are used extensively by canoe builders.
I read this forum alot and like to read about personal experiences. I hope others do too because I want to tell about one of my experiences with a special kind of epoxy. When I was the proud owner of a '63 Austin Healey 3000 MKIII, the steel glass-supporting frame had separated itself from the roll-up glass panel on the passenger side. I went to the local auto parts store and asked for something that would glue steel to glass. They mentioned something they called 8101. I took a chance and bought some even though it was quite expensive and still is. I never got a chance to glue the window back to the steel frame, but I have used it for many other projects. It behaves a little differently than other epoxies. It expands slightly in the joint and fills voids much like Gorilla Glue. It is also more resiliant than other epoxies and won't chip out of joints that are under extreme stress like those in chair rungs.
The thing about this glue that got me to respond to this thread is the time I used it to glue the little wedge that is used to fasten the rear view mirror to the inside of the windshield of my old truck. I used the special super glue stuff several times and the wedge kept falling off. When I used the 8101, it held until I scrapped the truck. At that time, I wanted to keep the rear view mirror, so I went in there with a putty knife, then a razor blade, then a Stanley knife, then a sharp cold chisel and hammer. The end result was a divot in the windshield and a chunk of glass stuck to the little wedge. Rather than risk glass chips in my eyes, I just threw the little wedge into a small pot of water and put it on the stove to cook. Six boiling hours later, the little divot was still stuck hard to the wedge. I finally gave up and set the little wedge directly onto the stove'e electric burner. After a short time, the wedge, epoxy and glass had come to near red heat. At that point, the epoxy let go, and I had to open all the windows.
As was stated earlier, whatever glue you use depends on the application. BTW 8101 is made by the 3M company. WWQ