Tumour thrombi (TT) are intravascular extensions of renal cell carcinomas (RCC) which often lead to distant metastases. Here the authors examine the determinants of vascular invasion and metastasis in a unique cohort of RCC patients with TT using multi-region genomics and in vivo models.