I don't see why glue wouldn't work, as long as you don't want to change the set up..

DS pulls the track apart and cause it doesn't go together too easy, I took it down cause he was getting too frustrated.. But, I just tried the train on an ikea wooden track, and it fits really well and he can build that one, so I think I will get that out for him..