To obtain the global landscape of lactylation in hypoxia-treated RCC cells, we treated cells with 24 h hypoxia to induce maximum amount of hyperlactylated proteins and performed proteome and lactylome detection upon ACHN cells. Presented here is the raw data for the proteome.