Commonplace Books are something I've been wanting to do in adulthood but never manage to keep up on! (I did keep some in my childhood, but I didn't know they were called that at the time...)

I think what you use depends a bit on what you want to do with it. Leuchtturm1917 is usually a great choice, but I'd even consider a sketchbook if I wanted to add drawings and the like.