Here we describe a new approach for facilitating a mechanistic understanding of high throughput Caco-2 permeability data. A large, uniform set of permeability data is reported, generated under two pH conditions. It was found that these data could be successfully modelled, and that a mechanistic understanding of apparent permeability could be gained.