Space is big, any civilization analyzing the composition of exo planet atmosphereres wouldn’t know for quite a while. It’s for more likely that they wouldn’t discover it until after several decades of passed, at which point it will have been too late.
That, and there’s the fact that first contact almost universally goes bad for the group with less technology, which is us in this case.
So you may as well just start playing the lottery.