In this issue of Cancer Cell, Knol et al. present the Pan-Cancer Proteome Atlas (TPCPA), a proteomic resource developed using single-shot data-independent acquisition mass spectrometry (DIA-MS). TPCPA provides proteome-scale quantifications of 999 tumors across 22 cancer types in a unified manner, for discovering tumor biology, biomarkers, and therapeutic targets.