Enoxacin is a small molecule that stimulates RNA interference (RNAi) and acts as a growth inhibitor selectively in cancer but not in untransformed cells. Here, we used alkenox, a clickable enoxacin surrogate, coupled with quantitative mass spectrometry, to identify PIWIL3 as a mechanistic target of enoxacin. PIWIL3 is an Argonaute protein of the PIWI subfamily that is mainly expressed in the germline and that mediates RNAi through piRNAs. Our results suggest that cancer cells re-express PIWIL3 to repress RNAi through miRNAs and thus open a new opportunity for cancer-specific targeting.