I use a variety of adhesives depending on what I need to put on the page. Any given layout of mine probably has at least 3 or more different adhesives.
I use my ATG gun, Stampin' Dimensionals (foam dots), glue dots, and the Tombow multi-purpose liquid glue. I also have the Stampin' Up! tape runner (SNAIL) and have been happy with it and use that when I am traveling and don't want to take up the space with my ATG.