New technologies open up new possibilities for wildlife monitoring. But exploring new paths can be dangerous. I'll talk about the valuable insights we've gained after dealing with rude mammals scratching their backs on cameras, massive amounts of images that need to be converted into data, citizen scientists demanding your attention, and the statistical intricacies of artificial intelligence's classification and hierarchical models applied to a camera trap study.