You can still see from far away that our planet's atmosphere has a very unusual chemical composition that's far out of equilibrium.

We are already using spectroscopy to gain insights into the chemical composition of exo-planets, and we have barely begun doing this kind of research. In even just a few decades we'll be massively better at this.