This retrospective study of cancer care safety examined the extent to which patients received recommended chemotherapy. A significant proportion of breast, lung, and colorectal cancer patients did not receive chemotherapy; patients who were black and those lacking health insurance or covered by Medicaid were at higher risk. There was marked variability in chemotherapy delivery by location and hospital. The authors conclude that failure to administer chemotherapy is a significant safety gap that should be addressed.