In this issue of Cell Host & Microbe, Huang et al. determine that an oncogenic bacterium contributes to colorectal cancer progression and resistance to receptor tyrosine kinase inhibitors. These findings highlight the need for an integrative approach for cancer treatment that considers the influence of the microbiome.