ACKR3 and neoplasm: By studying CXCL12 gradient dynamics in a relevant, in vivo-like setting computationally, we can learn the major drivers of gradient formation, in particular the roles that CXCL12 isoforms, endothelial CXCR7, tumor composition, and circadian rhythms play.