I also use places like go-lo, Sam's Warehouse, and cheap shops like that to buy papers and stickers etc from. A good friend of mine works for creative memories, so I have a lot of their products tool and album wise. But definitely go double sided tape in a roller form if you can, and also get a glue pen for the fiddly jobs.

There is some good scrapbooking websites where you can get some inspiration from.