Cancer incidence data is primarily collected through cancer registries, which are databases that systematically record information about cancer cases. These registries collect data from hospitals, pathology labs, and other healthcare providers. The data typically includes details such as the type of cancer, patient demographics, stage at diagnosis, and treatment outcomes.