A genome sequencing approach has been used to reveal the ‘drivers’ of adaptation in laboratory-evolved yeast. This work uncovers roles of genetic hitchhiking and interaction in determining which mutations succeed or fail in rapidly-evolving microbial population and may hold clues to the dynamics of cancer evolution.