Simply put, a gas that shouldn’t be there, and on Earth is considered a conclusive biosignature: phosphine, a very stinky gas. As far as scientists know, there are only two ways to produce it, either artificially in a lab, or by certain kinds of microbes that live in oxygen-free environments. Since it is rather unlikely there any alien labs on Venus, that leaves microbes."
Or it reveals, that we still don't really know what is going on on venus, which chaotic atmosphere and vulcanic activity might very well result in the specific "lab conditions" to create phosphine.
So, it is a very interesting find, worth investigating, but I just for the existence of a gas, I would not shout "proof of alien life", yet.